From a71e8015d6b34088484cb1388bf4dbe76eef5476 Mon Sep 17 00:00:00 2001
From: Robert Schulze <robert@clickhouse.com>
Date: Wed, 10 Dec 2025 22:50:52 +0000
Subject: [PATCH 1/2] Add hardware tag to submissions

---
 alloydb/results/gcp.128GB_tuned.json                             | 1 +
 alloydb/results/gcp.64GB.json                                    | 1 +
 alloydb/results/gcp.64GB_tuned.json                              | 1 +
 arc/results/c6a.2xlarge.json                                     | 1 +
 arc/results/c6a.4xlarge.json                                     | 1 +
 arc/results/c6a.metal.json                                       | 1 +
 arc/results/c8g.metal-48xl.json                                  | 1 +
 athena/results/partitioned.json                                  | 1 +
 athena/results/single.json                                       | 1 +
 aurora-mysql/results/16acu.json                                  | 1 +
 aurora-postgresql/results/16acu.json                             | 1 +
 bigquery/results/result.json                                     | 1 +
 byconity/results/c6a.4xlarge.json                                | 1 +
 bytehouse/results/l.json                                         | 1 +
 bytehouse/results/m.json                                         | 1 +
 bytehouse/results/s.json                                         | 1 +
 bytehouse/results/xs.json                                        | 1 +
 cedardb/results/c6a.2xlarge.json                                 | 1 +
 cedardb/results/c6a.4xlarge.json                                 | 1 +
 cedardb/results/c6a.metal.json                                   | 1 +
 cedardb/results/c6a.xlarge.json                                  | 1 +
 cedardb/results/c7a.metal-48xl.json                              | 1 +
 cedardb/results/c8g.4xlarge.json                                 | 1 +
 cedardb/results/c8g.metal-48xl.json                              | 1 +
 chdb-dataframe/results/c6a.metal.json                            | 1 +
 chdb-dataframe/results/c7a.metal-48xl.json                       | 1 +
 chdb-dataframe/results/c7i.metal-48xl.json                       | 1 +
 chdb-dataframe/results/c8g.metal-48xl.json                       | 1 +
 chdb-parquet/results/c6a.2xlarge.json                            | 1 +
 chdb-parquet/results/c6a.4xlarge.json                            | 1 +
 chdb-parquet/results/c6a.large.json                              | 1 +
 chdb-parquet/results/c6a.metal.json                              | 1 +
 chdb-parquet/results/c6a.xlarge.json                             | 1 +
 chdb-parquet/results/c7a.metal-48xl.json                         | 1 +
 chdb-parquet/results/c7i.metal-48xl.json                         | 1 +
 chdb-parquet/results/c8g.4xlarge.json                            | 1 +
 chdb-parquet/results/t3a.small.json                              | 1 +
 chdb/results/c6a.2xlarge.json                                    | 1 +
 chdb/results/c6a.4xlarge.json                                    | 1 +
 chdb/results/c6a.large.json                                      | 1 +
 chdb/results/c6a.metal.json                                      | 1 +
 chdb/results/c6a.xlarge.json                                     | 1 +
 chdb/results/c7a.metal-48xl.json                                 | 1 +
 chdb/results/c7i.metal-48xl.json                                 | 1 +
 chdb/results/c8g.4xlarge.json                                    | 1 +
 chdb/results/t3a.small.json                                      | 1 +
 chyt/results/yt.192GB_YC.json                                    | 1 +
 chyt/results/yt.360GB_YC.json                                    | 1 +
 chyt/results/yt.48GB_YC.json                                     | 1 +
 chyt/results/yt.96GB_YC.json                                     | 1 +
 citus/results/c6a.2xlarge.json                                   | 1 +
 citus/results/c6a.4xlarge.json                                   | 1 +
 citus/results/c6a.large.json                                     | 1 +
 citus/results/c6a.xlarge.json                                    | 1 +
 clickhouse-cloud/results/aws.1.12.json                           | 1 +
 clickhouse-cloud/results/aws.1.8.json                            | 1 +
 clickhouse-cloud/results/aws.2.12.json                           | 1 +
 clickhouse-cloud/results/aws.2.120.json                          | 1 +
 clickhouse-cloud/results/aws.2.16.json                           | 1 +
 clickhouse-cloud/results/aws.2.236.json                          | 1 +
 clickhouse-cloud/results/aws.2.32.json                           | 1 +
 clickhouse-cloud/results/aws.2.64.json                           | 1 +
 clickhouse-cloud/results/aws.2.8.json                            | 1 +
 clickhouse-cloud/results/aws.3.12.json                           | 1 +
 clickhouse-cloud/results/aws.3.120.json                          | 1 +
 clickhouse-cloud/results/aws.3.16.json                           | 1 +
 clickhouse-cloud/results/aws.3.236.json                          | 1 +
 clickhouse-cloud/results/aws.3.32.json                           | 1 +
 clickhouse-cloud/results/aws.3.64.json                           | 1 +
 clickhouse-cloud/results/aws.3.8.json                            | 1 +
 clickhouse-cloud/results/azure.1.12.json                         | 1 +
 clickhouse-cloud/results/azure.1.8.json                          | 1 +
 clickhouse-cloud/results/azure.2.12.json                         | 1 +
 clickhouse-cloud/results/azure.2.120.json                        | 1 +
 clickhouse-cloud/results/azure.2.16.json                         | 1 +
 clickhouse-cloud/results/azure.2.32.json                         | 1 +
 clickhouse-cloud/results/azure.2.64.json                         | 1 +
 clickhouse-cloud/results/azure.2.8.json                          | 1 +
 clickhouse-cloud/results/azure.3.12.json                         | 1 +
 clickhouse-cloud/results/azure.3.120.json                        | 1 +
 clickhouse-cloud/results/azure.3.16.json                         | 1 +
 clickhouse-cloud/results/azure.3.32.json                         | 1 +
 clickhouse-cloud/results/azure.3.64.json                         | 1 +
 clickhouse-cloud/results/azure.3.8.json                          | 1 +
 clickhouse-cloud/results/gcp.1.12.json                           | 1 +
 clickhouse-cloud/results/gcp.1.8.json                            | 1 +
 clickhouse-cloud/results/gcp.2.12.json                           | 1 +
 clickhouse-cloud/results/gcp.2.120.json                          | 1 +
 clickhouse-cloud/results/gcp.2.16.json                           | 1 +
 clickhouse-cloud/results/gcp.2.236.json                          | 1 +
 clickhouse-cloud/results/gcp.2.32.json                           | 1 +
 clickhouse-cloud/results/gcp.2.64.json                           | 1 +
 clickhouse-cloud/results/gcp.2.8.json                            | 1 +
 clickhouse-cloud/results/gcp.3.12.json                           | 1 +
 clickhouse-cloud/results/gcp.3.120.json                          | 1 +
 clickhouse-cloud/results/gcp.3.16.json                           | 1 +
 clickhouse-cloud/results/gcp.3.236.json                          | 1 +
 clickhouse-cloud/results/gcp.3.32.json                           | 1 +
 clickhouse-cloud/results/gcp.3.64.json                           | 1 +
 clickhouse-cloud/results/gcp.3.8.json                            | 1 +
 clickhouse-datalake-partitioned/results/c6a.2xlarge.json         | 1 +
 clickhouse-datalake-partitioned/results/c6a.4xlarge.json         | 1 +
 clickhouse-datalake-partitioned/results/c6a.large.json           | 1 +
 clickhouse-datalake-partitioned/results/c6a.metal.json           | 1 +
 clickhouse-datalake-partitioned/results/c6a.xlarge.json          | 1 +
 clickhouse-datalake-partitioned/results/c7a.metal-48xl.json      | 1 +
 clickhouse-datalake-partitioned/results/c8g.4xlarge.json         | 1 +
 clickhouse-datalake-partitioned/results/c8g.metal-48xl.json      | 1 +
 clickhouse-datalake-partitioned/results/t3a.small.json           | 1 +
 clickhouse-datalake/results/c6a.2xlarge.json                     | 1 +
 clickhouse-datalake/results/c6a.4xlarge.json                     | 1 +
 clickhouse-datalake/results/c6a.large.json                       | 1 +
 clickhouse-datalake/results/c6a.metal.json                       | 1 +
 clickhouse-datalake/results/c6a.xlarge.json                      | 1 +
 clickhouse-datalake/results/c7a.metal-48xl.json                  | 1 +
 clickhouse-datalake/results/c8g.4xlarge.json                     | 1 +
 clickhouse-datalake/results/c8g.metal-48xl.json                  | 1 +
 clickhouse-datalake/results/t3a.small.json                       | 1 +
 clickhouse-parquet-partitioned/results/c6a.2xlarge.json          | 1 +
 clickhouse-parquet-partitioned/results/c6a.4xlarge.json          | 1 +
 clickhouse-parquet-partitioned/results/c6a.large.json            | 1 +
 clickhouse-parquet-partitioned/results/c6a.metal.json            | 1 +
 clickhouse-parquet-partitioned/results/c6a.xlarge.json           | 1 +
 clickhouse-parquet-partitioned/results/c7a.metal-48xl.json       | 1 +
 clickhouse-parquet-partitioned/results/c8g.4xlarge.json          | 1 +
 clickhouse-parquet-partitioned/results/c8g.metal-48xl.json       | 1 +
 clickhouse-parquet-partitioned/results/t3a.small.json            | 1 +
 clickhouse-parquet/results/c6a.2xlarge.json                      | 1 +
 clickhouse-parquet/results/c6a.4xlarge.json                      | 1 +
 clickhouse-parquet/results/c6a.large.json                        | 1 +
 clickhouse-parquet/results/c6a.metal.json                        | 1 +
 clickhouse-parquet/results/c6a.xlarge.json                       | 1 +
 clickhouse-parquet/results/c7a.metal-48xl.json                   | 1 +
 clickhouse-parquet/results/c8g.4xlarge.json                      | 1 +
 clickhouse-parquet/results/c8g.metal-48xl.json                   | 1 +
 clickhouse-parquet/results/t3a.small.json                        | 1 +
 clickhouse-tencent/results/c6a.2xlarge.json                      | 1 +
 clickhouse-tencent/results/c6a.4xlarge.json                      | 1 +
 clickhouse-tencent/results/c6a.large.json                        | 1 +
 clickhouse-tencent/results/c6a.metal.json                        | 1 +
 clickhouse-tencent/results/c6a.xlarge.json                       | 1 +
 clickhouse-tencent/results/c7a.metal-48xl.json                   | 1 +
 clickhouse-web/results/c6a.2xlarge.json                          | 1 +
 clickhouse-web/results/c6a.4xlarge.json                          | 1 +
 clickhouse-web/results/c6a.metal.json                            | 1 +
 clickhouse-web/results/c6a.xlarge.json                           | 1 +
 clickhouse-web/results/c7a.metal-48xl.json                       | 1 +
 clickhouse-web/results/c8g.4xlarge.json                          | 1 +
 clickhouse-web/results/c8g.metal-48xl.json                       | 1 +
 clickhouse/results/c6a.2xlarge.json                              | 1 +
 clickhouse/results/c6a.4xlarge.json                              | 1 +
 clickhouse/results/c6a.large.json                                | 1 +
 clickhouse/results/c6a.metal.json                                | 1 +
 clickhouse/results/c6a.metal.tuned.memory.json                   | 1 +
 clickhouse/results/c6a.xlarge.json                               | 1 +
 clickhouse/results/c7a.metal-48xl.json                           | 1 +
 clickhouse/results/c8g.4xlarge.json                              | 1 +
 clickhouse/results/c8g.metal-48xl.json                           | 1 +
 cloudberry/results/c6a.4xlarge.json                              | 1 +
 cockroachdb/results/c6a.4xlarge.json                             | 1 +
 cockroachdb/results/c8g.4xlarge.json                             | 1 +
 cratedb/results/c6a.2xlarge.json                                 | 1 +
 cratedb/results/c6a.4xlarge-tuned.json                           | 1 +
 cratedb/results/c6a.4xlarge.json                                 | 1 +
 cratedb/results/c6a.xlarge.json                                  | 1 +
 cratedb/results/c8g.4xlarge.json                                 | 1 +
 .../results/crunchy-bridge-analytics-256.json                    | 1 +
 daft-parquet-partitioned/results/c6a.2xlarge.json                | 1 +
 daft-parquet-partitioned/results/c6a.4xlarge.json                | 1 +
 daft-parquet-partitioned/results/c6a.large.json                  | 1 +
 daft-parquet-partitioned/results/c6a.metal.json                  | 1 +
 daft-parquet-partitioned/results/c6a.xlarge.json                 | 1 +
 daft-parquet-partitioned/results/c7a.metal-48xl.json             | 1 +
 daft-parquet-partitioned/results/c8g.4xlarge.json                | 1 +
 daft-parquet-partitioned/results/t3a.small.json                  | 1 +
 daft-parquet/results/c6a.2xlarge.json                            | 1 +
 daft-parquet/results/c6a.4xlarge.json                            | 1 +
 daft-parquet/results/c6a.large.json                              | 1 +
 daft-parquet/results/c6a.metal.json                              | 1 +
 daft-parquet/results/c6a.xlarge.json                             | 1 +
 daft-parquet/results/c7a.metal-48xl.json                         | 1 +
 daft-parquet/results/c8g.4xlarge.json                            | 1 +
 daft-parquet/results/t3a.small.json                              | 1 +
 databend/results/c6a.4xlarge.json                                | 1 +
 databend/results/c6a.metal.json                                  | 1 +
 databend/results/c7a.metal-48xl.json                             | 1 +
 databricks/results/2x-large.json                                 | 1 +
 databricks/results/2x-small.json                                 | 1 +
 databricks/results/4x-large.json                                 | 1 +
 databricks/results/large.json                                    | 1 +
 databricks/results/medium.json                                   | 1 +
 databricks/results/small.json                                    | 1 +
 databricks/results/x-large.json                                  | 1 +
 databricks/results/x-small.json                                  | 1 +
 datafusion-partitioned/results/c6a.2xlarge.json                  | 1 +
 datafusion-partitioned/results/c6a.4xlarge.json                  | 1 +
 datafusion-partitioned/results/c6a.xlarge.json                   | 1 +
 datafusion-partitioned/results/c8g.4xlarge.json                  | 1 +
 datafusion-vortex-partitioned/results/c6a.2xlarge.json           | 1 +
 datafusion-vortex-partitioned/results/c6a.4xlarge.json           | 1 +
 datafusion-vortex-partitioned/results/c6a.xlarge.json            | 1 +
 datafusion-vortex-partitioned/results/c8g.4xlarge.json           | 1 +
 datafusion-vortex/results/c6a.4xlarge.json                       | 1 +
 datafusion/results/c6a.2xlarge.json                              | 1 +
 datafusion/results/c6a.4xlarge.json                              | 1 +
 datafusion/results/c6a.xlarge.json                               | 1 +
 datafusion/results/c8g.4xlarge.json                              | 1 +
 doris-parquet/results/c6a.4xlarge.json                           | 1 +
 doris/results/c6a.2xlarge.json                                   | 1 +
 doris/results/c6a.4xlarge.json                                   | 1 +
 doris/results/c6a.metal.json                                     | 1 +
 doris/results/c7a.metal-48xl.json                                | 1 +
 drill/results/c6a.2xlarge.json                                   | 1 +
 drill/results/c6a.4xlarge.json                                   | 1 +
 druid/results/c6a.4xlarge.json                                   | 1 +
 duckdb-dataframe/results/c6a.metal.json                          | 1 +
 duckdb-dataframe/results/c7a.metal-48xl.json                     | 1 +
 duckdb-dataframe/results/c8g.metal-48xl.json                     | 1 +
 duckdb-datalake-partitioned/results/c6a.2xlarge.json             | 1 +
 duckdb-datalake-partitioned/results/c6a.4xlarge.json             | 1 +
 duckdb-datalake-partitioned/results/c6a.metal.json               | 1 +
 duckdb-datalake-partitioned/results/c6a.xlarge.json              | 1 +
 duckdb-datalake-partitioned/results/c7a.metal-48xl.json          | 1 +
 duckdb-datalake-partitioned/results/c8g.4xlarge.json             | 1 +
 duckdb-datalake-partitioned/results/c8g.metal-48xl.json          | 1 +
 duckdb-datalake/results/c6a.2xlarge.json                         | 1 +
 duckdb-datalake/results/c6a.4xlarge.json                         | 1 +
 duckdb-datalake/results/c6a.metal.json                           | 1 +
 duckdb-datalake/results/c6a.xlarge.json                          | 1 +
 duckdb-datalake/results/c7a.metal-48xl.json                      | 1 +
 duckdb-datalake/results/c8g.4xlarge.json                         | 1 +
 duckdb-datalake/results/c8g.metal-48xl.json                      | 1 +
 duckdb-memory/results/c6a.2xlarge.json                           | 1 +
 duckdb-memory/results/c6a.4xlarge.json                           | 1 +
 duckdb-memory/results/c6a.metal.json                             | 1 +
 duckdb-memory/results/c7a.metal-48xl.json                        | 1 +
 duckdb-memory/results/c8g.4xlarge.json                           | 1 +
 duckdb-memory/results/c8g.metal-48xl.json                        | 1 +
 duckdb-parquet-partitioned/results/c6a.2xlarge.json              | 1 +
 duckdb-parquet-partitioned/results/c6a.4xlarge.json              | 1 +
 duckdb-parquet-partitioned/results/c6a.large.json                | 1 +
 duckdb-parquet-partitioned/results/c6a.metal.json                | 1 +
 duckdb-parquet-partitioned/results/c6a.xlarge.json               | 1 +
 duckdb-parquet-partitioned/results/c7a.metal-48xl.json           | 1 +
 duckdb-parquet-partitioned/results/c8g.4xlarge.json              | 1 +
 duckdb-parquet-partitioned/results/c8g.metal-48xl.json           | 1 +
 duckdb-parquet/results/c6a.2xlarge.json                          | 1 +
 duckdb-parquet/results/c6a.4xlarge.json                          | 1 +
 duckdb-parquet/results/c6a.large.json                            | 1 +
 duckdb-parquet/results/c6a.metal.json                            | 1 +
 duckdb-parquet/results/c6a.xlarge.json                           | 1 +
 duckdb-parquet/results/c7a.metal-48xl.json                       | 1 +
 duckdb-parquet/results/c8g.4xlarge.json                          | 1 +
 duckdb-parquet/results/c8g.metal-48xl.json                       | 1 +
 duckdb-parquet/results/t3a.small.json                            | 1 +
 duckdb-vortex-partitioned/results/c6a.4xlarge.json               | 1 +
 duckdb-vortex/results/c6a.4xlarge.json                           | 1 +
 duckdb/results/c6a.2xlarge.json                                  | 1 +
 duckdb/results/c6a.4xlarge.json                                  | 1 +
 duckdb/results/c6a.large.json                                    | 1 +
 duckdb/results/c6a.metal.json                                    | 1 +
 duckdb/results/c6a.xlarge.json                                   | 1 +
 duckdb/results/c7a.metal-48xl.json                               | 1 +
 duckdb/results/c8g.4xlarge.json                                  | 1 +
 duckdb/results/c8g.metal-48xl.json                               | 1 +
 elasticsearch/results/c6a.4xlarge.json                           | 1 +
 elasticsearch/results/c6a.4xlarge.tuned.json                     | 1 +
 elasticsearch/results/c6a.metal.json                             | 1 +
 firebolt/results/c6a.2xlarge.json                                | 1 +
 firebolt/results/c6a.4xlarge.json                                | 1 +
 firebolt/results/c6a.4xlarge_scan_cache.json                     | 1 +
 firebolt/results/c6a.metal.json                                  | 1 +
 firebolt/results/c6a.metal_scan_cache.json                       | 1 +
 firebolt/results/c6a.xlarge.json                                 | 1 +
 firebolt/results/c7a.metal-48xl.json                             | 1 +
 firebolt/results/c8g.4xlarge.json                                | 1 +
 glaredb-partitioned/results/c6a.4xlarge.json                     | 1 +
 glaredb-partitioned/results/c8g.4xlarge.json                     | 1 +
 glaredb/results/c6a.4xlarge.json                                 | 1 +
 glaredb/results/c8g.4xlarge.json                                 | 1 +
 greenplum/results/c6a.4xlarge.json                               | 1 +
 heavyai/results/c6a.4xlarge.json                                 | 1 +
 hologres/results/128core.json                                    | 1 +
 hologres/results/32core.json                                     | 1 +
 hologres/results/64core.json                                     | 1 +
 hydra/results/hydra.json                                         | 1 +
 hyper-parquet/results/c6a.2xlarge.json                           | 1 +
 hyper-parquet/results/c6a.4xlarge.json                           | 1 +
 hyper-parquet/results/c6a.large.json                             | 1 +
 hyper-parquet/results/c6a.metal.json                             | 1 +
 hyper-parquet/results/c6a.xlarge.json                            | 1 +
 hyper-parquet/results/c7a.metal-48xl.json                        | 1 +
 hyper-parquet/results/t3a.small.json                             | 1 +
 hyper/results/c6a.2xlarge.json                                   | 1 +
 hyper/results/c6a.4xlarge.json                                   | 1 +
 hyper/results/c6a.large.json                                     | 1 +
 hyper/results/c6a.metal.json                                     | 1 +
 hyper/results/c6a.xlarge.json                                    | 1 +
 hyper/results/c7a.metal-48xl.json                                | 1 +
 infobright/results/c6a.4xlarge.json                              | 1 +
 kinetica/results/c6a.4xlarge.json                                | 1 +
 kinetica/results/c8g.4xlarge.json                                | 1 +
 mariadb-columnstore/results/c6a.4xlarge.json                     | 1 +
 mariadb/results/c6a.4xlarge.json                                 | 1 +
 monetdb/results/c6a.4xlarge.json                                 | 1 +
 mongodb/results/c6a.4xlarge.json                                 | 1 +
 motherduck/results/jumbo.json                                    | 1 +
 motherduck/results/mega.json                                     | 1 +
 motherduck/results/pulse.json                                    | 1 +
 motherduck/results/standard.json                                 | 1 +
 mysql-myisam/results/c6a.2xlarge.json                            | 1 +
 mysql-myisam/results/c6a.4xlarge.json                            | 1 +
 mysql/results/c6a.4xlarge.json                                   | 1 +
 octosql/results/c6a.2xlarge.json                                 | 1 +
 octosql/results/c6a.4xlarge.json                                 | 1 +
 octosql/results/c6a.large.json                                   | 1 +
 octosql/results/c6a.xlarge.json                                  | 1 +
 octosql/results/t3a.small.json                                   | 1 +
 opteryx/results/c6a.2xlarge.json                                 | 1 +
 opteryx/results/c6a.4xlarge.json                                 | 1 +
 opteryx/results/c6a.xlarge.json                                  | 1 +
 opteryx/results/t3a.small.json                                   | 1 +
 oxla/results/c6a.2xlarge.json                                    | 1 +
 oxla/results/c6a.4xlarge.json                                    | 1 +
 oxla/results/c8g.4xlarge.json                                    | 1 +
 pandas/results/c6a.metal.json                                    | 1 +
 paradedb-partitioned/results/c6a.4xlarge.json                    | 1 +
 paradedb/results/c6a.4xlarge.json                                | 1 +
 paradedb/results/c8g.4xlarge.json                                | 1 +
 parseable/results/c6a.4xlarge.json                               | 1 +
 parseable/results/c6a.metal.json                                 | 1 +
 pg_duckdb-indexed/results/c6a.4xlarge.json                       | 1 +
 pg_duckdb-motherduck/results/motherduck.json                     | 1 +
 pg_duckdb/results/c6a.2xlarge.json                               | 1 +
 pg_duckdb/results/c6a.4xlarge.json                               | 1 +
 pg_duckdb/results/c6a.xlarge.json                                | 1 +
 pg_duckdb/results/c8g.4xlarge.json                               | 1 +
 pg_duckdb_parquet/results/c6a.2xlarge.json                       | 1 +
 pg_duckdb_parquet/results/c6a.4xlarge.json                       | 1 +
 pg_duckdb_parquet/results/c6a.xlarge.json                        | 1 +
 pg_duckdb_parquet/results/c8g.4xlarge.json                       | 1 +
 pg_mooncake/results/c6a.2xlarge.json                             | 1 +
 pg_mooncake/results/c6a.4xlarge.json                             | 1 +
 pg_mooncake/results/c6a.xlarge.json                              | 1 +
 pg_mooncake/results/c8g.4xlarge.json                             | 1 +
 pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.json                | 1 +
 pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.parallel.json       | 1 +
 pgpro_tam/results/16vCPU.parquet_fmt.mem_fd_smgr.json            | 1 +
 pgpro_tam/results/c6a.2xlarge.json                               | 1 +
 pgpro_tam/results/c6a.4xlarge.json                               | 1 +
 pgpro_tam/results/c6a.metal.feather_fmt.mem_fd_smgr.json         | 1 +
 pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.json             | 1 +
 pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.parallel.json    | 1 +
 pgpro_tam/results/c6a.metal.parquet_fmt.mem_fd_smgr.json         | 1 +
 pgpro_tam/results/c6a.xlarge.json                                | 1 +
 pinot/results/c6a.4xlarge.json                                   | 1 +
 polars/results/c6a.4xlarge.json                                  | 1 +
 polars/results/c6a.metal.json                                    | 1 +
 polars/results/c7a.metal-48xl.json                               | 1 +
 polars/results/c8g.4xlarge.json                                  | 1 +
 polars_dataframe/results/c6a.2xlarge.json                        | 1 +
 polars_dataframe/results/c6a.4xlarge.json                        | 1 +
 polars_dataframe/results/c6a.metal.json                          | 1 +
 polars_dataframe/results/c6a.xlarge.json                         | 1 +
 polars_dataframe/results/c7a.metal-48xl.json                     | 1 +
 polars_dataframe/results/c8g.4xlarge.json                        | 1 +
 postgresql-indexed/results/c6a.4xlarge.json                      | 1 +
 postgresql-orioledb/results/c6a.4xlarge.json                     | 1 +
 postgresql/results/c6a.4xlarge.json                              | 1 +
 questdb/results/c6a.4xlarge.json                                 | 1 +
 questdb/results/c6a.metal.json                                   | 1 +
 redshift-serverless/results/serverless.json                      | 1 +
 redshift/results/2x.dc2.8xlarge.json                             | 1 +
 redshift/results/4x.ra3.16xlarge.json                            | 1 +
 redshift/results/4x.ra3.4xlarge.json                             | 1 +
 redshift/results/4x.ra3.xplus.json                               | 1 +
 sail-partitioned/results/c6a.2xlarge.json                        | 1 +
 sail-partitioned/results/c6a.4xlarge.json                        | 1 +
 sail-partitioned/results/c6a.metal.json                          | 1 +
 sail-partitioned/results/c7a.metal-48xl.json                     | 1 +
 sail-partitioned/results/c8g.4xlarge.json                        | 1 +
 sail/results/c6a.2xlarge.json                                    | 1 +
 sail/results/c6a.4xlarge.json                                    | 1 +
 sail/results/c6a.metal.json                                      | 1 +
 sail/results/c7a.metal-48xl.json                                 | 1 +
 sail/results/c8g.4xlarge.json                                    | 1 +
 selectdb/results/c6a.2xlarge.json                                | 1 +
 selectdb/results/c6a.4xlarge.json                                | 1 +
 selectdb/results/c6a.metal.json                                  | 1 +
 selectdb/results/c7a.metal-48xl.json                             | 1 +
 siglens/results/c6a.4xlarge.json                                 | 1 +
 singlestore/results/c6a.4xlarge.json                             | 1 +
 singlestore/results/s2.json                                      | 1 +
 singlestore/results/s24.json                                     | 1 +
 snowflake/results/2xl.json                                       | 1 +
 snowflake/results/3xl.json                                       | 1 +
 snowflake/results/4xl.json                                       | 1 +
 snowflake/results/l.json                                         | 1 +
 snowflake/results/m.json                                         | 1 +
 snowflake/results/s.json                                         | 1 +
 snowflake/results/xl.json                                        | 1 +
 snowflake/results/xs.json                                        | 1 +
 spark-auron/results/c6a.2xlarge.json                             | 1 +
 spark-auron/results/c6a.4xlarge.json                             | 1 +
 spark-auron/results/c6a.large.json                               | 1 +
 spark-auron/results/c6a.metal.json                               | 1 +
 spark-auron/results/c6a.xlarge.json                              | 1 +
 spark-auron/results/c7a.metal-48xl.json                          | 1 +
 spark-comet/results/c6a.2xlarge.json                             | 1 +
 spark-comet/results/c6a.4xlarge.json                             | 1 +
 spark-comet/results/c6a.metal.json                               | 1 +
 spark-comet/results/c6a.xlarge.json                              | 1 +
 spark-comet/results/c7a.metal-48xl.json                          | 1 +
 spark-comet/results/c8g.4xlarge.json                             | 1 +
 spark-comet/results/c8g.metal-48xl.json                          | 1 +
 spark-gluten/results/c6a.4xlarge.json                            | 1 +
 spark/results/c6a.2xlarge.json                                   | 1 +
 spark/results/c6a.4xlarge.json                                   | 1 +
 spark/results/c6a.xlarge.json                                    | 1 +
 spark/results/c8g.4xlarge.json                                   | 1 +
 sqlite/results/c6a.2xlarge.json                                  | 1 +
 sqlite/results/c6a.4xlarge.json                                  | 1 +
 sqlite/results/c6a.large.json                                    | 1 +
 sqlite/results/c6a.xlarge.json                                   | 1 +
 starrocks/results/c6a.2xlarge.json                               | 1 +
 starrocks/results/c6a.4xlarge.json                               | 1 +
 starrocks/results/c6a.metal.json                                 | 1 +
 starrocks/results/c6a.xlarge.json                                | 1 +
 starrocks/results/c7a.metal-48xl.json                            | 1 +
 starrocks/results/c8g.4xlarge.json                               | 1 +
 supabase/results/supabase.json                                   | 1 +
 tablespace/results/large-1.json                                  | 1 +
 tembo-olap/results/tembo-olap-col-c6a.json                       | 1 +
 tidb/results/c6a.4xlarge-tiflash-only.json                       | 1 +
 tidb/results/c6a.4xlarge-tikv-only.json                          | 1 +
 tidb/results/c6a.metal-tiflash.json                              | 1 +
 timescale-cloud/results/16cpu.json                               | 1 +
 timescale-cloud/results/4cpu.json                                | 1 +
 timescale-cloud/results/8cpu.json                                | 1 +
 timescaledb-no-columnstore/results/c6a.4xlarge.json              | 1 +
 timescaledb-no-columnstore/results/c8g.4xlarge.json              | 1 +
 timescaledb/results/c6a.4xlarge.json                             | 1 +
 timescaledb/results/c8g.4xlarge.json                             | 1 +
 tinybird/results/tinybird.json                                   | 1 +
 umbra/results/c6a.2xlarge.json                                   | 1 +
 umbra/results/c6a.4xlarge.json                                   | 1 +
 umbra/results/c6a.metal.json                                     | 1 +
 umbra/results/c6a.xlarge.json                                    | 1 +
 umbra/results/c7a.metal-48xl.json                                | 1 +
 ursa/results/c6a.2xlarge.json                                    | 1 +
 ursa/results/c6a.4xlarge.json                                    | 1 +
 ursa/results/c6a.large.json                                      | 1 +
 ursa/results/c6a.metal.json                                      | 1 +
 ursa/results/c6a.xlarge.json                                     | 1 +
 ursa/results/c7a.metal-48xl.json                                 | 1 +
 victorialogs/results/c6a.2xlarge.json                            | 1 +
 victorialogs/results/c6a.4xlarge.json                            | 1 +
 victorialogs/results/c8g.4xlarge.json                            | 1 +
 ydb/results/64vCPU.3nodes.json                                   | 1 +
 yugabytedb/results/c6a.4xlarge.json                              | 1 +
 460 files changed, 460 insertions(+)

diff --git a/alloydb/results/gcp.128GB_tuned.json b/alloydb/results/gcp.128GB_tuned.json
index 1ee78ad49..1c1a14ede 100644
--- a/alloydb/results/gcp.128GB_tuned.json
+++ b/alloydb/results/gcp.128GB_tuned.json
@@ -5,6 +5,7 @@
     "cluster_size": "serverless",
     "comment": "",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["C", "column-oriented", "PostgreSQL compatible", "managed", "gcp"],
diff --git a/alloydb/results/gcp.64GB.json b/alloydb/results/gcp.64GB.json
index 7cc709022..8d1df5108 100644
--- a/alloydb/results/gcp.64GB.json
+++ b/alloydb/results/gcp.64GB.json
@@ -4,6 +4,7 @@
     "machine": "AlloyDB: 8 vCPU 64 GB",
     "cluster_size": "serverless",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/alloydb/results/gcp.64GB_tuned.json b/alloydb/results/gcp.64GB_tuned.json
index 7035c61a7..da45d375f 100644
--- a/alloydb/results/gcp.64GB_tuned.json
+++ b/alloydb/results/gcp.64GB_tuned.json
@@ -4,6 +4,7 @@
     "machine": "AlloyDB: 8 vCPU 64 GB",
     "cluster_size": "serverless",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "yes",
     "comment": "",
 
diff --git a/arc/results/c6a.2xlarge.json b/arc/results/c6a.2xlarge.json
index dea09cb4d..1c43f4ce5 100644
--- a/arc/results/c6a.2xlarge.json
+++ b/arc/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Go", "column-oriented", "time-series"],
     "load_time": 0,
diff --git a/arc/results/c6a.4xlarge.json b/arc/results/c6a.4xlarge.json
index 58f533829..99d80f6f1 100644
--- a/arc/results/c6a.4xlarge.json
+++ b/arc/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Go", "column-oriented", "time-series"],
     "load_time": 0,
diff --git a/arc/results/c6a.metal.json b/arc/results/c6a.metal.json
index 8b6a7f8e1..2fec9806b 100644
--- a/arc/results/c6a.metal.json
+++ b/arc/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Go", "column-oriented", "time-series"],
     "load_time": 0,
diff --git a/arc/results/c8g.metal-48xl.json b/arc/results/c8g.metal-48xl.json
index afa236cbb..94633298e 100644
--- a/arc/results/c8g.metal-48xl.json
+++ b/arc/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Go", "column-oriented", "time-series"],
     "load_time": 0,
diff --git a/athena/results/partitioned.json b/athena/results/partitioned.json
index 0d2179799..0ca2ee7d4 100644
--- a/athena/results/partitioned.json
+++ b/athena/results/partitioned.json
@@ -4,6 +4,7 @@
     "machine": "serverless",
     "cluster_size": "serverless",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/athena/results/single.json b/athena/results/single.json
index 375c347f5..c4ac87a89 100644
--- a/athena/results/single.json
+++ b/athena/results/single.json
@@ -4,6 +4,7 @@
     "machine": "serverless",
     "cluster_size": "serverless",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/aurora-mysql/results/16acu.json b/aurora-mysql/results/16acu.json
index d15fbb3dd..bbbf50b4c 100644
--- a/aurora-mysql/results/16acu.json
+++ b/aurora-mysql/results/16acu.json
@@ -4,6 +4,7 @@
     "machine": "Aurora: 16acu",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Some queries cannot run due to ERROR 1114 (HY000) at line 1: The table '/rdsdbdata/tmp/#sqlaff_e5_0' is full",
 
diff --git a/aurora-postgresql/results/16acu.json b/aurora-postgresql/results/16acu.json
index f439997c5..7b6e18cb3 100644
--- a/aurora-postgresql/results/16acu.json
+++ b/aurora-postgresql/results/16acu.json
@@ -4,6 +4,7 @@
     "machine": "Aurora: 16acu",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/bigquery/results/result.json b/bigquery/results/result.json
index c46efe88b..19f067014 100644
--- a/bigquery/results/result.json
+++ b/bigquery/results/result.json
@@ -4,6 +4,7 @@
     "machine": "serverless",
     "cluster_size": "serverless",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/byconity/results/c6a.4xlarge.json b/byconity/results/c6a.4xlarge.json
index a809b8ec4..952084a5b 100644
--- a/byconity/results/c6a.4xlarge.json
+++ b/byconity/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/bytehouse/results/l.json b/bytehouse/results/l.json
index 781752671..aa1f94d04 100644
--- a/bytehouse/results/l.json
+++ b/bytehouse/results/l.json
@@ -4,6 +4,7 @@
     "machine": "ByteHouse: L",
     "cluster_size": 8,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented", "ClickHouse derivative", "C++"],
diff --git a/bytehouse/results/m.json b/bytehouse/results/m.json
index b55cae666..34e7cfa92 100644
--- a/bytehouse/results/m.json
+++ b/bytehouse/results/m.json
@@ -4,6 +4,7 @@
     "machine": "ByteHouse: M",
     "cluster_size": 4,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented", "ClickHouse derivative", "C++"],
diff --git a/bytehouse/results/s.json b/bytehouse/results/s.json
index a75c6e2c4..0f9489404 100644
--- a/bytehouse/results/s.json
+++ b/bytehouse/results/s.json
@@ -4,6 +4,7 @@
     "machine": "ByteHouse: S",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented", "ClickHouse derivative", "C++"],
diff --git a/bytehouse/results/xs.json b/bytehouse/results/xs.json
index 212735a82..160783cbd 100644
--- a/bytehouse/results/xs.json
+++ b/bytehouse/results/xs.json
@@ -4,6 +4,7 @@
     "machine": "ByteHouse: XS",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented", "ClickHouse derivative", "C++"],
diff --git a/cedardb/results/c6a.2xlarge.json b/cedardb/results/c6a.2xlarge.json
index 02d5e7d22..8e6755c39 100644
--- a/cedardb/results/c6a.2xlarge.json
+++ b/cedardb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 715,
diff --git a/cedardb/results/c6a.4xlarge.json b/cedardb/results/c6a.4xlarge.json
index 3c09e02cf..0c5f57478 100644
--- a/cedardb/results/c6a.4xlarge.json
+++ b/cedardb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 664,
diff --git a/cedardb/results/c6a.metal.json b/cedardb/results/c6a.metal.json
index 4e889f387..e13bcc2e4 100644
--- a/cedardb/results/c6a.metal.json
+++ b/cedardb/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 345,
diff --git a/cedardb/results/c6a.xlarge.json b/cedardb/results/c6a.xlarge.json
index 79c1c46d0..ae5013cb0 100644
--- a/cedardb/results/c6a.xlarge.json
+++ b/cedardb/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 814,
diff --git a/cedardb/results/c7a.metal-48xl.json b/cedardb/results/c7a.metal-48xl.json
index c21243660..b4a07d285 100644
--- a/cedardb/results/c7a.metal-48xl.json
+++ b/cedardb/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 336,
diff --git a/cedardb/results/c8g.4xlarge.json b/cedardb/results/c8g.4xlarge.json
index 2d0071dd6..62dea04e3 100644
--- a/cedardb/results/c8g.4xlarge.json
+++ b/cedardb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 665,
diff --git a/cedardb/results/c8g.metal-48xl.json b/cedardb/results/c8g.metal-48xl.json
index 7577b5a7f..b05c5ff9f 100644
--- a/cedardb/results/c8g.metal-48xl.json
+++ b/cedardb/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 327,
diff --git a/chdb-dataframe/results/c6a.metal.json b/chdb-dataframe/results/c6a.metal.json
index 3f3672c90..2175bb6f5 100644
--- a/chdb-dataframe/results/c6a.metal.json
+++ b/chdb-dataframe/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 101,
diff --git a/chdb-dataframe/results/c7a.metal-48xl.json b/chdb-dataframe/results/c7a.metal-48xl.json
index 68cccefd5..d0f06ff6f 100644
--- a/chdb-dataframe/results/c7a.metal-48xl.json
+++ b/chdb-dataframe/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 78,
diff --git a/chdb-dataframe/results/c7i.metal-48xl.json b/chdb-dataframe/results/c7i.metal-48xl.json
index ed2af270f..425fc69c5 100644
--- a/chdb-dataframe/results/c7i.metal-48xl.json
+++ b/chdb-dataframe/results/c7i.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7i.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 140,
diff --git a/chdb-dataframe/results/c8g.metal-48xl.json b/chdb-dataframe/results/c8g.metal-48xl.json
index fd1aefc3a..1cf8a2d95 100644
--- a/chdb-dataframe/results/c8g.metal-48xl.json
+++ b/chdb-dataframe/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 72,
diff --git a/chdb-parquet/results/c6a.2xlarge.json b/chdb-parquet/results/c6a.2xlarge.json
index df95d257c..c5d1792f2 100644
--- a/chdb-parquet/results/c6a.2xlarge.json
+++ b/chdb-parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c6a.4xlarge.json b/chdb-parquet/results/c6a.4xlarge.json
index c4c86a26a..50082ef80 100644
--- a/chdb-parquet/results/c6a.4xlarge.json
+++ b/chdb-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c6a.large.json b/chdb-parquet/results/c6a.large.json
index 8dc8d054b..0acbbd649 100644
--- a/chdb-parquet/results/c6a.large.json
+++ b/chdb-parquet/results/c6a.large.json
@@ -4,6 +4,7 @@
   "machine": "c6a.large",
   "cluster_size": 1,
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
   "load_time": 0,
diff --git a/chdb-parquet/results/c6a.metal.json b/chdb-parquet/results/c6a.metal.json
index e2711d023..22b3fe02f 100644
--- a/chdb-parquet/results/c6a.metal.json
+++ b/chdb-parquet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c6a.xlarge.json b/chdb-parquet/results/c6a.xlarge.json
index 27ce41438..e64e2491b 100644
--- a/chdb-parquet/results/c6a.xlarge.json
+++ b/chdb-parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c7a.metal-48xl.json b/chdb-parquet/results/c7a.metal-48xl.json
index b6d2fa1e4..22d2acd27 100644
--- a/chdb-parquet/results/c7a.metal-48xl.json
+++ b/chdb-parquet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c7i.metal-48xl.json b/chdb-parquet/results/c7i.metal-48xl.json
index 7853da05b..284622ee3 100644
--- a/chdb-parquet/results/c7i.metal-48xl.json
+++ b/chdb-parquet/results/c7i.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7i.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/c8g.4xlarge.json b/chdb-parquet/results/c8g.4xlarge.json
index 0ba22fa23..d5438c928 100644
--- a/chdb-parquet/results/c8g.4xlarge.json
+++ b/chdb-parquet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb-parquet/results/t3a.small.json b/chdb-parquet/results/t3a.small.json
index 5119d0bae..97d2388d7 100644
--- a/chdb-parquet/results/t3a.small.json
+++ b/chdb-parquet/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/chdb/results/c6a.2xlarge.json b/chdb/results/c6a.2xlarge.json
index fe05f97c5..b3d52bf93 100644
--- a/chdb/results/c6a.2xlarge.json
+++ b/chdb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 561,
diff --git a/chdb/results/c6a.4xlarge.json b/chdb/results/c6a.4xlarge.json
index e2e7148c1..6b5239c15 100644
--- a/chdb/results/c6a.4xlarge.json
+++ b/chdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 516,
diff --git a/chdb/results/c6a.large.json b/chdb/results/c6a.large.json
index 539be26f1..002fd852c 100644
--- a/chdb/results/c6a.large.json
+++ b/chdb/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 818,
diff --git a/chdb/results/c6a.metal.json b/chdb/results/c6a.metal.json
index 501b7662c..106b9b436 100644
--- a/chdb/results/c6a.metal.json
+++ b/chdb/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 134,
diff --git a/chdb/results/c6a.xlarge.json b/chdb/results/c6a.xlarge.json
index 33f56541c..1045fedaa 100644
--- a/chdb/results/c6a.xlarge.json
+++ b/chdb/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 608,
diff --git a/chdb/results/c7a.metal-48xl.json b/chdb/results/c7a.metal-48xl.json
index 8921906c1..67977f93f 100644
--- a/chdb/results/c7a.metal-48xl.json
+++ b/chdb/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 121,
diff --git a/chdb/results/c7i.metal-48xl.json b/chdb/results/c7i.metal-48xl.json
index 3d5266cf3..e5e0e023d 100644
--- a/chdb/results/c7i.metal-48xl.json
+++ b/chdb/results/c7i.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7i.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 449,
diff --git a/chdb/results/c8g.4xlarge.json b/chdb/results/c8g.4xlarge.json
index fe35bbbc9..4c154d499 100644
--- a/chdb/results/c8g.4xlarge.json
+++ b/chdb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 0.063,
diff --git a/chdb/results/t3a.small.json b/chdb/results/t3a.small.json
index 793bafdb4..7a44dc4d3 100644
--- a/chdb/results/t3a.small.json
+++ b/chdb/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless", "lukewarm-cold-run"],
     "load_time": 1490,
diff --git a/chyt/results/yt.192GB_YC.json b/chyt/results/yt.192GB_YC.json
index 16b8da5f5..c3d3d994d 100644
--- a/chyt/results/yt.192GB_YC.json
+++ b/chyt/results/yt.192GB_YC.json
@@ -5,6 +5,7 @@
     "machine": "CHYT: 12 vCPU 48GB",
     "cluster_size": 4,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/chyt/results/yt.360GB_YC.json b/chyt/results/yt.360GB_YC.json
index b0066386a..ed4fdc8e0 100644
--- a/chyt/results/yt.360GB_YC.json
+++ b/chyt/results/yt.360GB_YC.json
@@ -5,6 +5,7 @@
     "machine": "CHYT: 10 vCPU 40GB",
     "cluster_size": 9,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/chyt/results/yt.48GB_YC.json b/chyt/results/yt.48GB_YC.json
index 2504399cb..f7c1273ec 100644
--- a/chyt/results/yt.48GB_YC.json
+++ b/chyt/results/yt.48GB_YC.json
@@ -5,6 +5,7 @@
     "machine": "CHYT: 12 vCPU 48GB",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/chyt/results/yt.96GB_YC.json b/chyt/results/yt.96GB_YC.json
index b7d6a9d2c..58c25c7fb 100644
--- a/chyt/results/yt.96GB_YC.json
+++ b/chyt/results/yt.96GB_YC.json
@@ -5,6 +5,7 @@
     "machine": "CHYT: 12 vCPU 48GB",
     "cluster_size": 2,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/citus/results/c6a.2xlarge.json b/citus/results/c6a.2xlarge.json
index 0fe6f5da9..8e49cecfb 100644
--- a/citus/results/c6a.2xlarge.json
+++ b/citus/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","PostgreSQL compatible","column-oriented", "lukewarm-cold-run"],
     "load_time": 1439,
diff --git a/citus/results/c6a.4xlarge.json b/citus/results/c6a.4xlarge.json
index 5db476578..b98eb489d 100644
--- a/citus/results/c6a.4xlarge.json
+++ b/citus/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C","PostgreSQL compatible","column-oriented", "lukewarm-cold-run"],
     "load_time": 1408,
diff --git a/citus/results/c6a.large.json b/citus/results/c6a.large.json
index 95af835fb..daec8457a 100644
--- a/citus/results/c6a.large.json
+++ b/citus/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","PostgreSQL compatible","column-oriented", "lukewarm-cold-run"],
     "load_time": 1714,
diff --git a/citus/results/c6a.xlarge.json b/citus/results/c6a.xlarge.json
index 59874f707..4e70bb27e 100644
--- a/citus/results/c6a.xlarge.json
+++ b/citus/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","PostgreSQL compatible","column-oriented", "lukewarm-cold-run"],
     "load_time": 1596,
diff --git a/clickhouse-cloud/results/aws.1.12.json b/clickhouse-cloud/results/aws.1.12.json
index 02ed6ff4e..fc809b4aa 100644
--- a/clickhouse-cloud/results/aws.1.12.json
+++ b/clickhouse-cloud/results/aws.1.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.1.8.json b/clickhouse-cloud/results/aws.1.8.json
index 0f690aee7..66ded8639 100644
--- a/clickhouse-cloud/results/aws.1.8.json
+++ b/clickhouse-cloud/results/aws.1.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.12.json b/clickhouse-cloud/results/aws.2.12.json
index 797eb8be4..6a7e1c045 100644
--- a/clickhouse-cloud/results/aws.2.12.json
+++ b/clickhouse-cloud/results/aws.2.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.120.json b/clickhouse-cloud/results/aws.2.120.json
index d13c49afe..5734835cb 100644
--- a/clickhouse-cloud/results/aws.2.120.json
+++ b/clickhouse-cloud/results/aws.2.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.16.json b/clickhouse-cloud/results/aws.2.16.json
index c79c65e58..6cde16175 100644
--- a/clickhouse-cloud/results/aws.2.16.json
+++ b/clickhouse-cloud/results/aws.2.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.236.json b/clickhouse-cloud/results/aws.2.236.json
index efa6e0e36..02d7dbf03 100644
--- a/clickhouse-cloud/results/aws.2.236.json
+++ b/clickhouse-cloud/results/aws.2.236.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 236GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.32.json b/clickhouse-cloud/results/aws.2.32.json
index 848887cdb..63cbcd1b3 100644
--- a/clickhouse-cloud/results/aws.2.32.json
+++ b/clickhouse-cloud/results/aws.2.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.64.json b/clickhouse-cloud/results/aws.2.64.json
index 735c40bb0..1c0264d3a 100644
--- a/clickhouse-cloud/results/aws.2.64.json
+++ b/clickhouse-cloud/results/aws.2.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.2.8.json b/clickhouse-cloud/results/aws.2.8.json
index 867215845..acb170d65 100644
--- a/clickhouse-cloud/results/aws.2.8.json
+++ b/clickhouse-cloud/results/aws.2.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.12.json b/clickhouse-cloud/results/aws.3.12.json
index 824351a2d..8c60fa32c 100644
--- a/clickhouse-cloud/results/aws.3.12.json
+++ b/clickhouse-cloud/results/aws.3.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.120.json b/clickhouse-cloud/results/aws.3.120.json
index 863a350e6..8677bd14b 100644
--- a/clickhouse-cloud/results/aws.3.120.json
+++ b/clickhouse-cloud/results/aws.3.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.16.json b/clickhouse-cloud/results/aws.3.16.json
index 9a994e18d..7926512aa 100644
--- a/clickhouse-cloud/results/aws.3.16.json
+++ b/clickhouse-cloud/results/aws.3.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.236.json b/clickhouse-cloud/results/aws.3.236.json
index 8a23d7385..8fa13ca9b 100644
--- a/clickhouse-cloud/results/aws.3.236.json
+++ b/clickhouse-cloud/results/aws.3.236.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 236GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.32.json b/clickhouse-cloud/results/aws.3.32.json
index 30452446c..51903389f 100644
--- a/clickhouse-cloud/results/aws.3.32.json
+++ b/clickhouse-cloud/results/aws.3.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.64.json b/clickhouse-cloud/results/aws.3.64.json
index 6fdeb1316..b37be0dd4 100644
--- a/clickhouse-cloud/results/aws.3.64.json
+++ b/clickhouse-cloud/results/aws.3.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/aws.3.8.json b/clickhouse-cloud/results/aws.3.8.json
index 35f88a623..45adeaecd 100644
--- a/clickhouse-cloud/results/aws.3.8.json
+++ b/clickhouse-cloud/results/aws.3.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.1.12.json b/clickhouse-cloud/results/azure.1.12.json
index 10cce8ca7..0ded22b0e 100644
--- a/clickhouse-cloud/results/azure.1.12.json
+++ b/clickhouse-cloud/results/azure.1.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.1.8.json b/clickhouse-cloud/results/azure.1.8.json
index 9851d3772..94d843c4c 100644
--- a/clickhouse-cloud/results/azure.1.8.json
+++ b/clickhouse-cloud/results/azure.1.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.12.json b/clickhouse-cloud/results/azure.2.12.json
index 76ed7feff..a0f486526 100644
--- a/clickhouse-cloud/results/azure.2.12.json
+++ b/clickhouse-cloud/results/azure.2.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.120.json b/clickhouse-cloud/results/azure.2.120.json
index a58a3c41b..bcf1f6def 100644
--- a/clickhouse-cloud/results/azure.2.120.json
+++ b/clickhouse-cloud/results/azure.2.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.16.json b/clickhouse-cloud/results/azure.2.16.json
index a201f271d..999b9db7d 100644
--- a/clickhouse-cloud/results/azure.2.16.json
+++ b/clickhouse-cloud/results/azure.2.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.32.json b/clickhouse-cloud/results/azure.2.32.json
index 88987221a..db8a8f6af 100644
--- a/clickhouse-cloud/results/azure.2.32.json
+++ b/clickhouse-cloud/results/azure.2.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.64.json b/clickhouse-cloud/results/azure.2.64.json
index 4f57401e4..00ecf032a 100644
--- a/clickhouse-cloud/results/azure.2.64.json
+++ b/clickhouse-cloud/results/azure.2.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.2.8.json b/clickhouse-cloud/results/azure.2.8.json
index cfd2c898b..4d596a5e4 100644
--- a/clickhouse-cloud/results/azure.2.8.json
+++ b/clickhouse-cloud/results/azure.2.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.12.json b/clickhouse-cloud/results/azure.3.12.json
index 65d080dd2..a6a441e3f 100644
--- a/clickhouse-cloud/results/azure.3.12.json
+++ b/clickhouse-cloud/results/azure.3.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.120.json b/clickhouse-cloud/results/azure.3.120.json
index 04e58a4dd..51fd9f075 100644
--- a/clickhouse-cloud/results/azure.3.120.json
+++ b/clickhouse-cloud/results/azure.3.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.16.json b/clickhouse-cloud/results/azure.3.16.json
index 338f3d497..be3c90b4b 100644
--- a/clickhouse-cloud/results/azure.3.16.json
+++ b/clickhouse-cloud/results/azure.3.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.32.json b/clickhouse-cloud/results/azure.3.32.json
index f0ae29bd1..644ba8fce 100644
--- a/clickhouse-cloud/results/azure.3.32.json
+++ b/clickhouse-cloud/results/azure.3.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.64.json b/clickhouse-cloud/results/azure.3.64.json
index 7cb183116..355b30e00 100644
--- a/clickhouse-cloud/results/azure.3.64.json
+++ b/clickhouse-cloud/results/azure.3.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/azure.3.8.json b/clickhouse-cloud/results/azure.3.8.json
index 31fc246cb..0252784b7 100644
--- a/clickhouse-cloud/results/azure.3.8.json
+++ b/clickhouse-cloud/results/azure.3.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.1.12.json b/clickhouse-cloud/results/gcp.1.12.json
index 775d729d8..22a4a1bb3 100644
--- a/clickhouse-cloud/results/gcp.1.12.json
+++ b/clickhouse-cloud/results/gcp.1.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.1.8.json b/clickhouse-cloud/results/gcp.1.8.json
index dddc98951..a18580269 100644
--- a/clickhouse-cloud/results/gcp.1.8.json
+++ b/clickhouse-cloud/results/gcp.1.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.12.json b/clickhouse-cloud/results/gcp.2.12.json
index d8b047019..1d4894887 100644
--- a/clickhouse-cloud/results/gcp.2.12.json
+++ b/clickhouse-cloud/results/gcp.2.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.120.json b/clickhouse-cloud/results/gcp.2.120.json
index f243e3950..3bcaa3a2e 100644
--- a/clickhouse-cloud/results/gcp.2.120.json
+++ b/clickhouse-cloud/results/gcp.2.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.16.json b/clickhouse-cloud/results/gcp.2.16.json
index 7543e7c73..53b8d0bb7 100644
--- a/clickhouse-cloud/results/gcp.2.16.json
+++ b/clickhouse-cloud/results/gcp.2.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.236.json b/clickhouse-cloud/results/gcp.2.236.json
index 2891791e9..9443070b6 100644
--- a/clickhouse-cloud/results/gcp.2.236.json
+++ b/clickhouse-cloud/results/gcp.2.236.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 236GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.32.json b/clickhouse-cloud/results/gcp.2.32.json
index 4460f7a93..5f1f5bd77 100644
--- a/clickhouse-cloud/results/gcp.2.32.json
+++ b/clickhouse-cloud/results/gcp.2.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.64.json b/clickhouse-cloud/results/gcp.2.64.json
index d9abb644c..c8665fbfb 100644
--- a/clickhouse-cloud/results/gcp.2.64.json
+++ b/clickhouse-cloud/results/gcp.2.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.2.8.json b/clickhouse-cloud/results/gcp.2.8.json
index 3cc911a57..c0da75049 100644
--- a/clickhouse-cloud/results/gcp.2.8.json
+++ b/clickhouse-cloud/results/gcp.2.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.12.json b/clickhouse-cloud/results/gcp.3.12.json
index d0d39cdb4..491f5a416 100644
--- a/clickhouse-cloud/results/gcp.3.12.json
+++ b/clickhouse-cloud/results/gcp.3.12.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 12GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.120.json b/clickhouse-cloud/results/gcp.3.120.json
index 81404a452..016913605 100644
--- a/clickhouse-cloud/results/gcp.3.120.json
+++ b/clickhouse-cloud/results/gcp.3.120.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 120GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.16.json b/clickhouse-cloud/results/gcp.3.16.json
index 551f4b09a..69dbaa96a 100644
--- a/clickhouse-cloud/results/gcp.3.16.json
+++ b/clickhouse-cloud/results/gcp.3.16.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 16GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.236.json b/clickhouse-cloud/results/gcp.3.236.json
index fae134a93..6aabe1b39 100644
--- a/clickhouse-cloud/results/gcp.3.236.json
+++ b/clickhouse-cloud/results/gcp.3.236.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 236GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.32.json b/clickhouse-cloud/results/gcp.3.32.json
index d1cecd096..095e6111b 100644
--- a/clickhouse-cloud/results/gcp.3.32.json
+++ b/clickhouse-cloud/results/gcp.3.32.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 32GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.64.json b/clickhouse-cloud/results/gcp.3.64.json
index c31b54fe6..223046feb 100644
--- a/clickhouse-cloud/results/gcp.3.64.json
+++ b/clickhouse-cloud/results/gcp.3.64.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 64GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-cloud/results/gcp.3.8.json b/clickhouse-cloud/results/gcp.3.8.json
index 538bea27e..79341a733 100644
--- a/clickhouse-cloud/results/gcp.3.8.json
+++ b/clickhouse-cloud/results/gcp.3.8.json
@@ -5,6 +5,7 @@
     "machine": "ClickHouse ☁️: 8GiB",
     "cluster_size": 3,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.2xlarge.json b/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
index 5f5f9bc90..ff4c73d02 100644
--- a/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
index 3f99cf29d..629908f53 100644
--- a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c6a.large.json b/clickhouse-datalake-partitioned/results/c6a.large.json
index c5a367266..c0af00869 100644
--- a/clickhouse-datalake-partitioned/results/c6a.large.json
+++ b/clickhouse-datalake-partitioned/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c6a.metal.json b/clickhouse-datalake-partitioned/results/c6a.metal.json
index 3d8dc1786..24fe804ae 100644
--- a/clickhouse-datalake-partitioned/results/c6a.metal.json
+++ b/clickhouse-datalake-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c6a.xlarge.json b/clickhouse-datalake-partitioned/results/c6a.xlarge.json
index 88b529cb3..ed31ba3c8 100644
--- a/clickhouse-datalake-partitioned/results/c6a.xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
index 1be3cae21..704a1fe40 100644
--- a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
index 2fc29cee3..69a670032 100644
--- a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
index 8cca0f937..12c2a4a32 100644
--- a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake-partitioned/results/t3a.small.json b/clickhouse-datalake-partitioned/results/t3a.small.json
index 057003244..348f70c95 100644
--- a/clickhouse-datalake-partitioned/results/t3a.small.json
+++ b/clickhouse-datalake-partitioned/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c6a.2xlarge.json b/clickhouse-datalake/results/c6a.2xlarge.json
index fc741bec2..c35b0512a 100644
--- a/clickhouse-datalake/results/c6a.2xlarge.json
+++ b/clickhouse-datalake/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c6a.4xlarge.json b/clickhouse-datalake/results/c6a.4xlarge.json
index a27b01b19..e7e5db78a 100644
--- a/clickhouse-datalake/results/c6a.4xlarge.json
+++ b/clickhouse-datalake/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c6a.large.json b/clickhouse-datalake/results/c6a.large.json
index 3c024ab31..5cc63926b 100644
--- a/clickhouse-datalake/results/c6a.large.json
+++ b/clickhouse-datalake/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c6a.metal.json b/clickhouse-datalake/results/c6a.metal.json
index 233d45f26..a4e5c1a9e 100644
--- a/clickhouse-datalake/results/c6a.metal.json
+++ b/clickhouse-datalake/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c6a.xlarge.json b/clickhouse-datalake/results/c6a.xlarge.json
index dcd0b6cf7..a83bd3d95 100644
--- a/clickhouse-datalake/results/c6a.xlarge.json
+++ b/clickhouse-datalake/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c7a.metal-48xl.json b/clickhouse-datalake/results/c7a.metal-48xl.json
index f60b07e99..690df5381 100644
--- a/clickhouse-datalake/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c8g.4xlarge.json b/clickhouse-datalake/results/c8g.4xlarge.json
index 99b843766..c2d4ea682 100644
--- a/clickhouse-datalake/results/c8g.4xlarge.json
+++ b/clickhouse-datalake/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/c8g.metal-48xl.json b/clickhouse-datalake/results/c8g.metal-48xl.json
index 3382131ae..d5fbdd024 100644
--- a/clickhouse-datalake/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-datalake/results/t3a.small.json b/clickhouse-datalake/results/t3a.small.json
index 5885fcb80..79280185e 100644
--- a/clickhouse-datalake/results/t3a.small.json
+++ b/clickhouse-datalake/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c6a.2xlarge.json b/clickhouse-parquet-partitioned/results/c6a.2xlarge.json
index 8deed3565..79bd178d2 100644
--- a/clickhouse-parquet-partitioned/results/c6a.2xlarge.json
+++ b/clickhouse-parquet-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c6a.4xlarge.json b/clickhouse-parquet-partitioned/results/c6a.4xlarge.json
index 060c8d19c..4e8fc5d42 100644
--- a/clickhouse-parquet-partitioned/results/c6a.4xlarge.json
+++ b/clickhouse-parquet-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c6a.large.json b/clickhouse-parquet-partitioned/results/c6a.large.json
index dc1139dcb..91703c7df 100644
--- a/clickhouse-parquet-partitioned/results/c6a.large.json
+++ b/clickhouse-parquet-partitioned/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c6a.metal.json b/clickhouse-parquet-partitioned/results/c6a.metal.json
index fd8439aed..e9da6d4cc 100644
--- a/clickhouse-parquet-partitioned/results/c6a.metal.json
+++ b/clickhouse-parquet-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c6a.xlarge.json b/clickhouse-parquet-partitioned/results/c6a.xlarge.json
index 417bbc27a..946fa01a0 100644
--- a/clickhouse-parquet-partitioned/results/c6a.xlarge.json
+++ b/clickhouse-parquet-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c7a.metal-48xl.json b/clickhouse-parquet-partitioned/results/c7a.metal-48xl.json
index b175160eb..04c067e45 100644
--- a/clickhouse-parquet-partitioned/results/c7a.metal-48xl.json
+++ b/clickhouse-parquet-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c8g.4xlarge.json b/clickhouse-parquet-partitioned/results/c8g.4xlarge.json
index a123b8e23..f9a819e68 100644
--- a/clickhouse-parquet-partitioned/results/c8g.4xlarge.json
+++ b/clickhouse-parquet-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/c8g.metal-48xl.json b/clickhouse-parquet-partitioned/results/c8g.metal-48xl.json
index cd8b663e6..145f1abd5 100644
--- a/clickhouse-parquet-partitioned/results/c8g.metal-48xl.json
+++ b/clickhouse-parquet-partitioned/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet-partitioned/results/t3a.small.json b/clickhouse-parquet-partitioned/results/t3a.small.json
index 47113ebc4..f21688098 100644
--- a/clickhouse-parquet-partitioned/results/t3a.small.json
+++ b/clickhouse-parquet-partitioned/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c6a.2xlarge.json b/clickhouse-parquet/results/c6a.2xlarge.json
index 98a74d978..c7db25214 100644
--- a/clickhouse-parquet/results/c6a.2xlarge.json
+++ b/clickhouse-parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c6a.4xlarge.json b/clickhouse-parquet/results/c6a.4xlarge.json
index 214773b6c..e7bb9751f 100644
--- a/clickhouse-parquet/results/c6a.4xlarge.json
+++ b/clickhouse-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c6a.large.json b/clickhouse-parquet/results/c6a.large.json
index e79e2a757..4a79b37a7 100644
--- a/clickhouse-parquet/results/c6a.large.json
+++ b/clickhouse-parquet/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c6a.metal.json b/clickhouse-parquet/results/c6a.metal.json
index 04194563b..536355051 100644
--- a/clickhouse-parquet/results/c6a.metal.json
+++ b/clickhouse-parquet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c6a.xlarge.json b/clickhouse-parquet/results/c6a.xlarge.json
index dc1c82609..ebc19323b 100644
--- a/clickhouse-parquet/results/c6a.xlarge.json
+++ b/clickhouse-parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c7a.metal-48xl.json b/clickhouse-parquet/results/c7a.metal-48xl.json
index fc11aa688..ffff12548 100644
--- a/clickhouse-parquet/results/c7a.metal-48xl.json
+++ b/clickhouse-parquet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":     "no",
+  "hardware": "cpu",
     "tuned":     "no",
     "tags":     ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c8g.4xlarge.json b/clickhouse-parquet/results/c8g.4xlarge.json
index 58e50ba8e..63e608e2b 100644
--- a/clickhouse-parquet/results/c8g.4xlarge.json
+++ b/clickhouse-parquet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/c8g.metal-48xl.json b/clickhouse-parquet/results/c8g.metal-48xl.json
index 19978efc4..c6c79d99d 100644
--- a/clickhouse-parquet/results/c8g.metal-48xl.json
+++ b/clickhouse-parquet/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-parquet/results/t3a.small.json b/clickhouse-parquet/results/t3a.small.json
index 1296b434f..c0c08713a 100644
--- a/clickhouse-parquet/results/t3a.small.json
+++ b/clickhouse-parquet/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","embedded","stateless","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-tencent/results/c6a.2xlarge.json b/clickhouse-tencent/results/c6a.2xlarge.json
index 9716fd6c0..d7bd12e64 100644
--- a/clickhouse-tencent/results/c6a.2xlarge.json
+++ b/clickhouse-tencent/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 283,
diff --git a/clickhouse-tencent/results/c6a.4xlarge.json b/clickhouse-tencent/results/c6a.4xlarge.json
index 19f2755d9..af7c026f2 100644
--- a/clickhouse-tencent/results/c6a.4xlarge.json
+++ b/clickhouse-tencent/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 215,
diff --git a/clickhouse-tencent/results/c6a.large.json b/clickhouse-tencent/results/c6a.large.json
index c7d8a44b2..ff7a63615 100644
--- a/clickhouse-tencent/results/c6a.large.json
+++ b/clickhouse-tencent/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 417,
diff --git a/clickhouse-tencent/results/c6a.metal.json b/clickhouse-tencent/results/c6a.metal.json
index 1df34e3a9..e57b6da96 100644
--- a/clickhouse-tencent/results/c6a.metal.json
+++ b/clickhouse-tencent/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 7,
diff --git a/clickhouse-tencent/results/c6a.xlarge.json b/clickhouse-tencent/results/c6a.xlarge.json
index 57cf5d1d3..1cb9d9310 100644
--- a/clickhouse-tencent/results/c6a.xlarge.json
+++ b/clickhouse-tencent/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 321,
diff --git a/clickhouse-tencent/results/c7a.metal-48xl.json b/clickhouse-tencent/results/c7a.metal-48xl.json
index 2096fafc8..078ec173a 100644
--- a/clickhouse-tencent/results/c7a.metal-48xl.json
+++ b/clickhouse-tencent/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 5,
diff --git a/clickhouse-web/results/c6a.2xlarge.json b/clickhouse-web/results/c6a.2xlarge.json
index 35f73917f..117475e2b 100644
--- a/clickhouse-web/results/c6a.2xlarge.json
+++ b/clickhouse-web/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c6a.4xlarge.json b/clickhouse-web/results/c6a.4xlarge.json
index f939f1952..54bd3e15d 100644
--- a/clickhouse-web/results/c6a.4xlarge.json
+++ b/clickhouse-web/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c6a.metal.json b/clickhouse-web/results/c6a.metal.json
index 47994dfa0..6fafad81c 100644
--- a/clickhouse-web/results/c6a.metal.json
+++ b/clickhouse-web/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c6a.xlarge.json b/clickhouse-web/results/c6a.xlarge.json
index d5350f747..25b3a9712 100644
--- a/clickhouse-web/results/c6a.xlarge.json
+++ b/clickhouse-web/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c7a.metal-48xl.json b/clickhouse-web/results/c7a.metal-48xl.json
index 85ccad929..bd7364768 100644
--- a/clickhouse-web/results/c7a.metal-48xl.json
+++ b/clickhouse-web/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c8g.4xlarge.json b/clickhouse-web/results/c8g.4xlarge.json
index 024cea5fb..eb0992bba 100644
--- a/clickhouse-web/results/c8g.4xlarge.json
+++ b/clickhouse-web/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse-web/results/c8g.metal-48xl.json b/clickhouse-web/results/c8g.metal-48xl.json
index 88a4373ca..00136cb14 100644
--- a/clickhouse-web/results/c8g.metal-48xl.json
+++ b/clickhouse-web/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","serverless","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/clickhouse/results/c6a.2xlarge.json b/clickhouse/results/c6a.2xlarge.json
index 39d443f23..32ebf72dd 100644
--- a/clickhouse/results/c6a.2xlarge.json
+++ b/clickhouse/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 291,
diff --git a/clickhouse/results/c6a.4xlarge.json b/clickhouse/results/c6a.4xlarge.json
index 748519ab1..970176607 100644
--- a/clickhouse/results/c6a.4xlarge.json
+++ b/clickhouse/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 233,
diff --git a/clickhouse/results/c6a.large.json b/clickhouse/results/c6a.large.json
index fcdef27d8..6e891f8e8 100644
--- a/clickhouse/results/c6a.large.json
+++ b/clickhouse/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 440,
diff --git a/clickhouse/results/c6a.metal.json b/clickhouse/results/c6a.metal.json
index e7f4a8821..ad7eabcf9 100644
--- a/clickhouse/results/c6a.metal.json
+++ b/clickhouse/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 7,
diff --git a/clickhouse/results/c6a.metal.tuned.memory.json b/clickhouse/results/c6a.metal.tuned.memory.json
index 3eac233a2..23a156e98 100644
--- a/clickhouse/results/c6a.metal.tuned.memory.json
+++ b/clickhouse/results/c6a.metal.tuned.memory.json
@@ -5,6 +5,7 @@
     "cluster_size": 1,
     "comment": "",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "yes",
     "tags": ["C++", "column-oriented", "ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 284.697,
diff --git a/clickhouse/results/c6a.xlarge.json b/clickhouse/results/c6a.xlarge.json
index 0a84119e8..4c8af2179 100644
--- a/clickhouse/results/c6a.xlarge.json
+++ b/clickhouse/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 341,
diff --git a/clickhouse/results/c7a.metal-48xl.json b/clickhouse/results/c7a.metal-48xl.json
index e5ed05377..7895c7c8c 100644
--- a/clickhouse/results/c7a.metal-48xl.json
+++ b/clickhouse/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 5,
diff --git a/clickhouse/results/c8g.4xlarge.json b/clickhouse/results/c8g.4xlarge.json
index 9f9032c5b..ce4a43bbd 100644
--- a/clickhouse/results/c8g.4xlarge.json
+++ b/clickhouse/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 239,
diff --git a/clickhouse/results/c8g.metal-48xl.json b/clickhouse/results/c8g.metal-48xl.json
index 997507bd0..f34218105 100644
--- a/clickhouse/results/c8g.metal-48xl.json
+++ b/clickhouse/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 5,
diff --git a/cloudberry/results/c6a.4xlarge.json b/cloudberry/results/c6a.4xlarge.json
index 8355d5e7c..46b36eef9 100644
--- a/cloudberry/results/c6a.4xlarge.json
+++ b/cloudberry/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "14 segments, ORCA enabled",
 
diff --git a/cockroachdb/results/c6a.4xlarge.json b/cockroachdb/results/c6a.4xlarge.json
index 72921d58a..93e3787ac 100644
--- a/cockroachdb/results/c6a.4xlarge.json
+++ b/cockroachdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "CockroachDB v25.1.6. Cache size: 25%.",
 
diff --git a/cockroachdb/results/c8g.4xlarge.json b/cockroachdb/results/c8g.4xlarge.json
index 902f8aec0..dc035b3e9 100644
--- a/cockroachdb/results/c8g.4xlarge.json
+++ b/cockroachdb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Go", "row-oriented", "PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 760,
diff --git a/cratedb/results/c6a.2xlarge.json b/cratedb/results/c6a.2xlarge.json
index d3150ddb9..48e4ceeae 100644
--- a/cratedb/results/c6a.2xlarge.json
+++ b/cratedb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented", "lukewarm-cold-run"],
     "load_time": 10486,
diff --git a/cratedb/results/c6a.4xlarge-tuned.json b/cratedb/results/c6a.4xlarge-tuned.json
index 279d0645d..d22db4ef3 100644
--- a/cratedb/results/c6a.4xlarge-tuned.json
+++ b/cratedb/results/c6a.4xlarge-tuned.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "yes",
     "comment": "CrateDB 5.10.2. Some queries exceed the available heap space (CircuitBreakingException).",
 
diff --git a/cratedb/results/c6a.4xlarge.json b/cratedb/results/c6a.4xlarge.json
index 1c4fe3e53..a20d0b348 100644
--- a/cratedb/results/c6a.4xlarge.json
+++ b/cratedb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java","column-oriented", "lukewarm-cold-run"],
     "load_time": 5891,
diff --git a/cratedb/results/c6a.xlarge.json b/cratedb/results/c6a.xlarge.json
index 05c31edce..b236fc586 100644
--- a/cratedb/results/c6a.xlarge.json
+++ b/cratedb/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented", "lukewarm-cold-run"],
     "load_time": 35643,
diff --git a/cratedb/results/c8g.4xlarge.json b/cratedb/results/c8g.4xlarge.json
index a8cfb55b8..305ddad2a 100644
--- a/cratedb/results/c8g.4xlarge.json
+++ b/cratedb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented", "lukewarm-cold-run"],
     "load_time": 3696,
diff --git a/crunchy-bridge-for-analytics/results/crunchy-bridge-analytics-256.json b/crunchy-bridge-for-analytics/results/crunchy-bridge-analytics-256.json
index 31fb4c349..060cd2646 100644
--- a/crunchy-bridge-for-analytics/results/crunchy-bridge-analytics-256.json
+++ b/crunchy-bridge-for-analytics/results/crunchy-bridge-analytics-256.json
@@ -4,6 +4,7 @@
     "machine": "CrunchyBridge: Analytics-256GB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment":"",
     "tags": ["column-oriented", "PostgreSQL compatible", "managed"],
diff --git a/daft-parquet-partitioned/results/c6a.2xlarge.json b/daft-parquet-partitioned/results/c6a.2xlarge.json
index 858cc5713..6d0d88e87 100644
--- a/daft-parquet-partitioned/results/c6a.2xlarge.json
+++ b/daft-parquet-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c6a.4xlarge.json b/daft-parquet-partitioned/results/c6a.4xlarge.json
index 884c9d0b1..c722a6cd2 100644
--- a/daft-parquet-partitioned/results/c6a.4xlarge.json
+++ b/daft-parquet-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c6a.large.json b/daft-parquet-partitioned/results/c6a.large.json
index b081b7b03..c122f81ab 100644
--- a/daft-parquet-partitioned/results/c6a.large.json
+++ b/daft-parquet-partitioned/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c6a.metal.json b/daft-parquet-partitioned/results/c6a.metal.json
index b98c18b89..57a21c321 100644
--- a/daft-parquet-partitioned/results/c6a.metal.json
+++ b/daft-parquet-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c6a.xlarge.json b/daft-parquet-partitioned/results/c6a.xlarge.json
index e768f782d..191bb297e 100644
--- a/daft-parquet-partitioned/results/c6a.xlarge.json
+++ b/daft-parquet-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c7a.metal-48xl.json b/daft-parquet-partitioned/results/c7a.metal-48xl.json
index 9863ab7e6..44dfbe14e 100644
--- a/daft-parquet-partitioned/results/c7a.metal-48xl.json
+++ b/daft-parquet-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/c8g.4xlarge.json b/daft-parquet-partitioned/results/c8g.4xlarge.json
index d79129d3c..cbc73984a 100644
--- a/daft-parquet-partitioned/results/c8g.4xlarge.json
+++ b/daft-parquet-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet-partitioned/results/t3a.small.json b/daft-parquet-partitioned/results/t3a.small.json
index a126bcea7..238c70c52 100644
--- a/daft-parquet-partitioned/results/t3a.small.json
+++ b/daft-parquet-partitioned/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c6a.2xlarge.json b/daft-parquet/results/c6a.2xlarge.json
index 834ae9be2..a22bb33a8 100644
--- a/daft-parquet/results/c6a.2xlarge.json
+++ b/daft-parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c6a.4xlarge.json b/daft-parquet/results/c6a.4xlarge.json
index fb21582c5..c8ccf2413 100644
--- a/daft-parquet/results/c6a.4xlarge.json
+++ b/daft-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c6a.large.json b/daft-parquet/results/c6a.large.json
index 16dc1f45e..5fae191d7 100644
--- a/daft-parquet/results/c6a.large.json
+++ b/daft-parquet/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c6a.metal.json b/daft-parquet/results/c6a.metal.json
index 1e4feaa98..0c0bd4ac3 100644
--- a/daft-parquet/results/c6a.metal.json
+++ b/daft-parquet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c6a.xlarge.json b/daft-parquet/results/c6a.xlarge.json
index 3cdb22f64..a57695452 100644
--- a/daft-parquet/results/c6a.xlarge.json
+++ b/daft-parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c7a.metal-48xl.json b/daft-parquet/results/c7a.metal-48xl.json
index d3749180c..5c52ff634 100644
--- a/daft-parquet/results/c7a.metal-48xl.json
+++ b/daft-parquet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/c8g.4xlarge.json b/daft-parquet/results/c8g.4xlarge.json
index ef685d4df..a54bdcc55 100644
--- a/daft-parquet/results/c8g.4xlarge.json
+++ b/daft-parquet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/daft-parquet/results/t3a.small.json b/daft-parquet/results/t3a.small.json
index 69529393d..ad501ffb2 100644
--- a/daft-parquet/results/t3a.small.json
+++ b/daft-parquet/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","stateless","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/databend/results/c6a.4xlarge.json b/databend/results/c6a.4xlarge.json
index 1ee2e2bb6..dbbd95589 100644
--- a/databend/results/c6a.4xlarge.json
+++ b/databend/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 391,
diff --git a/databend/results/c6a.metal.json b/databend/results/c6a.metal.json
index 3acdfb459..1aa0cc715 100644
--- a/databend/results/c6a.metal.json
+++ b/databend/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 77,
diff --git a/databend/results/c7a.metal-48xl.json b/databend/results/c7a.metal-48xl.json
index 97e88ebbd..0935af09f 100644
--- a/databend/results/c7a.metal-48xl.json
+++ b/databend/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 95,
diff --git a/databricks/results/2x-large.json b/databricks/results/2x-large.json
index c6c68e508..771ab4d3b 100644
--- a/databricks/results/2x-large.json
+++ b/databricks/results/2x-large.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: 2X-Large",
   "cluster_size": 64,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 36.227,
diff --git a/databricks/results/2x-small.json b/databricks/results/2x-small.json
index 714e96ea6..f6ec058ce 100644
--- a/databricks/results/2x-small.json
+++ b/databricks/results/2x-small.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: 2X-Small",
   "cluster_size": 1,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 90.392,
diff --git a/databricks/results/4x-large.json b/databricks/results/4x-large.json
index 014b3d233..21a7ad383 100644
--- a/databricks/results/4x-large.json
+++ b/databricks/results/4x-large.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: 4X-Large",
   "cluster_size": 256,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 29.748,
diff --git a/databricks/results/large.json b/databricks/results/large.json
index 14b121ae9..940a0aace 100644
--- a/databricks/results/large.json
+++ b/databricks/results/large.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: Large",
   "cluster_size": 16,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 45.462,
diff --git a/databricks/results/medium.json b/databricks/results/medium.json
index 593983b15..89629330e 100644
--- a/databricks/results/medium.json
+++ b/databricks/results/medium.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: Medium",
   "cluster_size": 8,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 52.928,
diff --git a/databricks/results/small.json b/databricks/results/small.json
index 36c13d900..1e1688a53 100644
--- a/databricks/results/small.json
+++ b/databricks/results/small.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: Small",
   "cluster_size": 4,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 67.284,
diff --git a/databricks/results/x-large.json b/databricks/results/x-large.json
index ff9cdebe3..66aed80a3 100644
--- a/databricks/results/x-large.json
+++ b/databricks/results/x-large.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: X-Large",
   "cluster_size": 32,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 40.675,
diff --git a/databricks/results/x-small.json b/databricks/results/x-small.json
index c3a680b2a..02ec0d797 100644
--- a/databricks/results/x-small.json
+++ b/databricks/results/x-small.json
@@ -4,6 +4,7 @@
   "machine": "Databricks: X-Small",
   "cluster_size": 2,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["managed", "column-oriented"],
   "load_time": 91.254,
diff --git a/datafusion-partitioned/results/c6a.2xlarge.json b/datafusion-partitioned/results/c6a.2xlarge.json
index 02bb0600f..91347ab08 100644
--- a/datafusion-partitioned/results/c6a.2xlarge.json
+++ b/datafusion-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion-partitioned/results/c6a.4xlarge.json b/datafusion-partitioned/results/c6a.4xlarge.json
index 7fefbbf4d..24d2ed33f 100644
--- a/datafusion-partitioned/results/c6a.4xlarge.json
+++ b/datafusion-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion-partitioned/results/c6a.xlarge.json b/datafusion-partitioned/results/c6a.xlarge.json
index 223ec4fc8..61a31a342 100644
--- a/datafusion-partitioned/results/c6a.xlarge.json
+++ b/datafusion-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion-partitioned/results/c8g.4xlarge.json b/datafusion-partitioned/results/c8g.4xlarge.json
index a40c74e6c..a4c12a6a1 100644
--- a/datafusion-partitioned/results/c8g.4xlarge.json
+++ b/datafusion-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion-vortex-partitioned/results/c6a.2xlarge.json b/datafusion-vortex-partitioned/results/c6a.2xlarge.json
index 7db87df75..c5dedd03a 100644
--- a/datafusion-vortex-partitioned/results/c6a.2xlarge.json
+++ b/datafusion-vortex-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 2025,
diff --git a/datafusion-vortex-partitioned/results/c6a.4xlarge.json b/datafusion-vortex-partitioned/results/c6a.4xlarge.json
index dfef0b998..58c889d32 100644
--- a/datafusion-vortex-partitioned/results/c6a.4xlarge.json
+++ b/datafusion-vortex-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 208.63,
diff --git a/datafusion-vortex-partitioned/results/c6a.xlarge.json b/datafusion-vortex-partitioned/results/c6a.xlarge.json
index 04419fb92..e64044d34 100644
--- a/datafusion-vortex-partitioned/results/c6a.xlarge.json
+++ b/datafusion-vortex-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 2025,
diff --git a/datafusion-vortex-partitioned/results/c8g.4xlarge.json b/datafusion-vortex-partitioned/results/c8g.4xlarge.json
index 0486a2048..977ba3a1b 100644
--- a/datafusion-vortex-partitioned/results/c8g.4xlarge.json
+++ b/datafusion-vortex-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 2025,
diff --git a/datafusion-vortex/results/c6a.4xlarge.json b/datafusion-vortex/results/c6a.4xlarge.json
index 558fbde49..193d1f5b5 100644
--- a/datafusion-vortex/results/c6a.4xlarge.json
+++ b/datafusion-vortex/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 2025,
diff --git a/datafusion/results/c6a.2xlarge.json b/datafusion/results/c6a.2xlarge.json
index 9b9a914f5..d7eb3b2b1 100644
--- a/datafusion/results/c6a.2xlarge.json
+++ b/datafusion/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion/results/c6a.4xlarge.json b/datafusion/results/c6a.4xlarge.json
index 88d135fdf..91c0296aa 100644
--- a/datafusion/results/c6a.4xlarge.json
+++ b/datafusion/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion/results/c6a.xlarge.json b/datafusion/results/c6a.xlarge.json
index 9aa2b218b..6bf4b6fec 100644
--- a/datafusion/results/c6a.xlarge.json
+++ b/datafusion/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/datafusion/results/c8g.4xlarge.json b/datafusion/results/c8g.4xlarge.json
index b97143172..e201a4a96 100644
--- a/datafusion/results/c8g.4xlarge.json
+++ b/datafusion/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/doris-parquet/results/c6a.4xlarge.json b/doris-parquet/results/c6a.4xlarge.json
index 570497b80..518af6ee0 100644
--- a/doris-parquet/results/c6a.4xlarge.json
+++ b/doris-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["C++", "column-oriented", "MySQL compatible", "ClickHouse derivative", "lukewarm-cold-run"],
diff --git a/doris/results/c6a.2xlarge.json b/doris/results/c6a.2xlarge.json
index 395539712..72a9b472d 100644
--- a/doris/results/c6a.2xlarge.json
+++ b/doris/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 665,
diff --git a/doris/results/c6a.4xlarge.json b/doris/results/c6a.4xlarge.json
index 18e694f5e..029bac0b5 100644
--- a/doris/results/c6a.4xlarge.json
+++ b/doris/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 475,
diff --git a/doris/results/c6a.metal.json b/doris/results/c6a.metal.json
index 396a26166..faeefe7b2 100644
--- a/doris/results/c6a.metal.json
+++ b/doris/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 408,
diff --git a/doris/results/c7a.metal-48xl.json b/doris/results/c7a.metal-48xl.json
index b8756eeb8..363e1f240 100644
--- a/doris/results/c7a.metal-48xl.json
+++ b/doris/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 363,
diff --git a/drill/results/c6a.2xlarge.json b/drill/results/c6a.2xlarge.json
index c00e97098..c5a754d55 100644
--- a/drill/results/c6a.2xlarge.json
+++ b/drill/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/drill/results/c6a.4xlarge.json b/drill/results/c6a.4xlarge.json
index 104225b28..11c01af26 100644
--- a/drill/results/c6a.4xlarge.json
+++ b/drill/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java","column-oriented","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/druid/results/c6a.4xlarge.json b/druid/results/c6a.4xlarge.json
index e1871be61..f57b4f33c 100644
--- a/druid/results/c6a.4xlarge.json
+++ b/druid/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Druid is killed and restarted after every query. Otherwise some queries make Druid degraded and results are incorrect. For example after Q13 even SELECT 1 works for 7 seconds",
 
diff --git a/duckdb-dataframe/results/c6a.metal.json b/duckdb-dataframe/results/c6a.metal.json
index cb6797acd..74f6bb665 100644
--- a/duckdb-dataframe/results/c6a.metal.json
+++ b/duckdb-dataframe/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 82,
diff --git a/duckdb-dataframe/results/c7a.metal-48xl.json b/duckdb-dataframe/results/c7a.metal-48xl.json
index 7f5172131..b6319f82c 100644
--- a/duckdb-dataframe/results/c7a.metal-48xl.json
+++ b/duckdb-dataframe/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 93,
diff --git a/duckdb-dataframe/results/c8g.metal-48xl.json b/duckdb-dataframe/results/c8g.metal-48xl.json
index 6ffba0b33..1d0cddc93 100644
--- a/duckdb-dataframe/results/c8g.metal-48xl.json
+++ b/duckdb-dataframe/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","Python","dataframe", "lukewarm-cold-run"],
     "load_time": 73,
diff --git a/duckdb-datalake-partitioned/results/c6a.2xlarge.json b/duckdb-datalake-partitioned/results/c6a.2xlarge.json
index f7ca26aad..f608130cc 100644
--- a/duckdb-datalake-partitioned/results/c6a.2xlarge.json
+++ b/duckdb-datalake-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c6a.4xlarge.json b/duckdb-datalake-partitioned/results/c6a.4xlarge.json
index b7590d571..09684e9ea 100644
--- a/duckdb-datalake-partitioned/results/c6a.4xlarge.json
+++ b/duckdb-datalake-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c6a.metal.json b/duckdb-datalake-partitioned/results/c6a.metal.json
index 5701780a2..a1623b202 100644
--- a/duckdb-datalake-partitioned/results/c6a.metal.json
+++ b/duckdb-datalake-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c6a.xlarge.json b/duckdb-datalake-partitioned/results/c6a.xlarge.json
index ec7d41328..3bd6c4af9 100644
--- a/duckdb-datalake-partitioned/results/c6a.xlarge.json
+++ b/duckdb-datalake-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c7a.metal-48xl.json b/duckdb-datalake-partitioned/results/c7a.metal-48xl.json
index ad053bf99..bcc12943e 100644
--- a/duckdb-datalake-partitioned/results/c7a.metal-48xl.json
+++ b/duckdb-datalake-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c8g.4xlarge.json b/duckdb-datalake-partitioned/results/c8g.4xlarge.json
index 1080a43c5..d78d35230 100644
--- a/duckdb-datalake-partitioned/results/c8g.4xlarge.json
+++ b/duckdb-datalake-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake-partitioned/results/c8g.metal-48xl.json b/duckdb-datalake-partitioned/results/c8g.metal-48xl.json
index 4696e1167..daeb79c43 100644
--- a/duckdb-datalake-partitioned/results/c8g.metal-48xl.json
+++ b/duckdb-datalake-partitioned/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c6a.2xlarge.json b/duckdb-datalake/results/c6a.2xlarge.json
index bd4aba123..4f46a828f 100644
--- a/duckdb-datalake/results/c6a.2xlarge.json
+++ b/duckdb-datalake/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c6a.4xlarge.json b/duckdb-datalake/results/c6a.4xlarge.json
index b1d572f25..1ecbf8e67 100644
--- a/duckdb-datalake/results/c6a.4xlarge.json
+++ b/duckdb-datalake/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c6a.metal.json b/duckdb-datalake/results/c6a.metal.json
index f811e2fa4..c11c99108 100644
--- a/duckdb-datalake/results/c6a.metal.json
+++ b/duckdb-datalake/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c6a.xlarge.json b/duckdb-datalake/results/c6a.xlarge.json
index 1ee16046a..7142ca2ff 100644
--- a/duckdb-datalake/results/c6a.xlarge.json
+++ b/duckdb-datalake/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c7a.metal-48xl.json b/duckdb-datalake/results/c7a.metal-48xl.json
index af2d9e82d..1546dafe3 100644
--- a/duckdb-datalake/results/c7a.metal-48xl.json
+++ b/duckdb-datalake/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c8g.4xlarge.json b/duckdb-datalake/results/c8g.4xlarge.json
index 364c187be..75aa66352 100644
--- a/duckdb-datalake/results/c8g.4xlarge.json
+++ b/duckdb-datalake/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-datalake/results/c8g.metal-48xl.json b/duckdb-datalake/results/c8g.metal-48xl.json
index 007f110dc..dcd341116 100644
--- a/duckdb-datalake/results/c8g.metal-48xl.json
+++ b/duckdb-datalake/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-memory/results/c6a.2xlarge.json b/duckdb-memory/results/c6a.2xlarge.json
index 81230e03c..302326465 100644
--- a/duckdb-memory/results/c6a.2xlarge.json
+++ b/duckdb-memory/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 426,
diff --git a/duckdb-memory/results/c6a.4xlarge.json b/duckdb-memory/results/c6a.4xlarge.json
index 468acd340..afef14177 100644
--- a/duckdb-memory/results/c6a.4xlarge.json
+++ b/duckdb-memory/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 283,
diff --git a/duckdb-memory/results/c6a.metal.json b/duckdb-memory/results/c6a.metal.json
index edc40cb2a..3b473a706 100644
--- a/duckdb-memory/results/c6a.metal.json
+++ b/duckdb-memory/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 15,
diff --git a/duckdb-memory/results/c7a.metal-48xl.json b/duckdb-memory/results/c7a.metal-48xl.json
index 263be4713..e69a9df64 100644
--- a/duckdb-memory/results/c7a.metal-48xl.json
+++ b/duckdb-memory/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 12,
diff --git a/duckdb-memory/results/c8g.4xlarge.json b/duckdb-memory/results/c8g.4xlarge.json
index b93223a48..4d4e5e4a7 100644
--- a/duckdb-memory/results/c8g.4xlarge.json
+++ b/duckdb-memory/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 288,
diff --git a/duckdb-memory/results/c8g.metal-48xl.json b/duckdb-memory/results/c8g.metal-48xl.json
index c6519a882..e13ecd740 100644
--- a/duckdb-memory/results/c8g.metal-48xl.json
+++ b/duckdb-memory/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 13,
diff --git a/duckdb-parquet-partitioned/results/c6a.2xlarge.json b/duckdb-parquet-partitioned/results/c6a.2xlarge.json
index dfaa55ca9..58c0ece84 100644
--- a/duckdb-parquet-partitioned/results/c6a.2xlarge.json
+++ b/duckdb-parquet-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c6a.4xlarge.json b/duckdb-parquet-partitioned/results/c6a.4xlarge.json
index a5696f802..3b8ddcb42 100644
--- a/duckdb-parquet-partitioned/results/c6a.4xlarge.json
+++ b/duckdb-parquet-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c6a.large.json b/duckdb-parquet-partitioned/results/c6a.large.json
index 3b178b595..f77993189 100644
--- a/duckdb-parquet-partitioned/results/c6a.large.json
+++ b/duckdb-parquet-partitioned/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c6a.metal.json b/duckdb-parquet-partitioned/results/c6a.metal.json
index 565d34c03..5c0e6c37d 100644
--- a/duckdb-parquet-partitioned/results/c6a.metal.json
+++ b/duckdb-parquet-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c6a.xlarge.json b/duckdb-parquet-partitioned/results/c6a.xlarge.json
index a19e0df64..983fed401 100644
--- a/duckdb-parquet-partitioned/results/c6a.xlarge.json
+++ b/duckdb-parquet-partitioned/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 1,
diff --git a/duckdb-parquet-partitioned/results/c7a.metal-48xl.json b/duckdb-parquet-partitioned/results/c7a.metal-48xl.json
index 63930a36a..041ceec00 100644
--- a/duckdb-parquet-partitioned/results/c7a.metal-48xl.json
+++ b/duckdb-parquet-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c8g.4xlarge.json b/duckdb-parquet-partitioned/results/c8g.4xlarge.json
index bac1d933a..6b2ed8efd 100644
--- a/duckdb-parquet-partitioned/results/c8g.4xlarge.json
+++ b/duckdb-parquet-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet-partitioned/results/c8g.metal-48xl.json b/duckdb-parquet-partitioned/results/c8g.metal-48xl.json
index 65cbf71d7..6e26e8e9a 100644
--- a/duckdb-parquet-partitioned/results/c8g.metal-48xl.json
+++ b/duckdb-parquet-partitioned/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c6a.2xlarge.json b/duckdb-parquet/results/c6a.2xlarge.json
index baa05072b..19aa34a98 100644
--- a/duckdb-parquet/results/c6a.2xlarge.json
+++ b/duckdb-parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c6a.4xlarge.json b/duckdb-parquet/results/c6a.4xlarge.json
index 185693582..6166926a6 100644
--- a/duckdb-parquet/results/c6a.4xlarge.json
+++ b/duckdb-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c6a.large.json b/duckdb-parquet/results/c6a.large.json
index 9796ff9bc..2e30b9b79 100644
--- a/duckdb-parquet/results/c6a.large.json
+++ b/duckdb-parquet/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 1,
diff --git a/duckdb-parquet/results/c6a.metal.json b/duckdb-parquet/results/c6a.metal.json
index ffc9ef8d0..85dd813ee 100644
--- a/duckdb-parquet/results/c6a.metal.json
+++ b/duckdb-parquet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c6a.xlarge.json b/duckdb-parquet/results/c6a.xlarge.json
index 2e8d2bd3a..e8e478237 100644
--- a/duckdb-parquet/results/c6a.xlarge.json
+++ b/duckdb-parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c7a.metal-48xl.json b/duckdb-parquet/results/c7a.metal-48xl.json
index 3ae44cc00..f183baadb 100644
--- a/duckdb-parquet/results/c7a.metal-48xl.json
+++ b/duckdb-parquet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c8g.4xlarge.json b/duckdb-parquet/results/c8g.4xlarge.json
index 10be8660a..c9f3b2680 100644
--- a/duckdb-parquet/results/c8g.4xlarge.json
+++ b/duckdb-parquet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/c8g.metal-48xl.json b/duckdb-parquet/results/c8g.metal-48xl.json
index 531eb15df..87a862b50 100644
--- a/duckdb-parquet/results/c8g.metal-48xl.json
+++ b/duckdb-parquet/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-parquet/results/t3a.small.json b/duckdb-parquet/results/t3a.small.json
index 2c5845f3a..0dc9d0b7d 100644
--- a/duckdb-parquet/results/t3a.small.json
+++ b/duckdb-parquet/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/duckdb-vortex-partitioned/results/c6a.4xlarge.json b/duckdb-vortex-partitioned/results/c6a.4xlarge.json
index cfe217c7e..eb6d2886f 100644
--- a/duckdb-vortex-partitioned/results/c6a.4xlarge.json
+++ b/duckdb-vortex-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/duckdb-vortex/results/c6a.4xlarge.json b/duckdb-vortex/results/c6a.4xlarge.json
index b9c2565a4..3682fb4fd 100644
--- a/duckdb-vortex/results/c6a.4xlarge.json
+++ b/duckdb-vortex/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/duckdb/results/c6a.2xlarge.json b/duckdb/results/c6a.2xlarge.json
index c6afeafa5..2908a0380 100644
--- a/duckdb/results/c6a.2xlarge.json
+++ b/duckdb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 148,
diff --git a/duckdb/results/c6a.4xlarge.json b/duckdb/results/c6a.4xlarge.json
index 3f2e511e4..07bc2d2a8 100644
--- a/duckdb/results/c6a.4xlarge.json
+++ b/duckdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 119,
diff --git a/duckdb/results/c6a.large.json b/duckdb/results/c6a.large.json
index 2e2214989..468308832 100644
--- a/duckdb/results/c6a.large.json
+++ b/duckdb/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 846,
diff --git a/duckdb/results/c6a.metal.json b/duckdb/results/c6a.metal.json
index f874a43a4..5ff1da43d 100644
--- a/duckdb/results/c6a.metal.json
+++ b/duckdb/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 103,
diff --git a/duckdb/results/c6a.xlarge.json b/duckdb/results/c6a.xlarge.json
index 91f793bb5..5e3c19a44 100644
--- a/duckdb/results/c6a.xlarge.json
+++ b/duckdb/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 250,
diff --git a/duckdb/results/c7a.metal-48xl.json b/duckdb/results/c7a.metal-48xl.json
index be44231d4..96fa723f7 100644
--- a/duckdb/results/c7a.metal-48xl.json
+++ b/duckdb/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 97,
diff --git a/duckdb/results/c8g.4xlarge.json b/duckdb/results/c8g.4xlarge.json
index 800342a2e..c047bcf35 100644
--- a/duckdb/results/c8g.4xlarge.json
+++ b/duckdb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 113,
diff --git a/duckdb/results/c8g.metal-48xl.json b/duckdb/results/c8g.metal-48xl.json
index 9500d2d5e..fbf00a98a 100644
--- a/duckdb/results/c8g.metal-48xl.json
+++ b/duckdb/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","embedded", "lukewarm-cold-run"],
     "load_time": 95,
diff --git a/elasticsearch/results/c6a.4xlarge.json b/elasticsearch/results/c6a.4xlarge.json
index c4372aa13..8322b9ce3 100644
--- a/elasticsearch/results/c6a.4xlarge.json
+++ b/elasticsearch/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","search", "lukewarm-cold-run"],
     "load_time": 9531,
diff --git a/elasticsearch/results/c6a.4xlarge.tuned.json b/elasticsearch/results/c6a.4xlarge.tuned.json
index 60a6dfae1..092652d4b 100644
--- a/elasticsearch/results/c6a.4xlarge.tuned.json
+++ b/elasticsearch/results/c6a.4xlarge.tuned.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "yes",
     "comment": "Tuned by repeated benchmark to find the optimal Elasticsearch shard number and size for this resource type and workload",
 
diff --git a/elasticsearch/results/c6a.metal.json b/elasticsearch/results/c6a.metal.json
index 4f3ceafdf..e813d7a71 100644
--- a/elasticsearch/results/c6a.metal.json
+++ b/elasticsearch/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","search", "lukewarm-cold-run"],
     "load_time": 9565,
diff --git a/firebolt/results/c6a.2xlarge.json b/firebolt/results/c6a.2xlarge.json
index 0a22d5ab9..fc9ba1fab 100644
--- a/firebolt/results/c6a.2xlarge.json
+++ b/firebolt/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible","ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 264,
diff --git a/firebolt/results/c6a.4xlarge.json b/firebolt/results/c6a.4xlarge.json
index 9557d2569..df5967dd1 100644
--- a/firebolt/results/c6a.4xlarge.json
+++ b/firebolt/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible","ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 232,
diff --git a/firebolt/results/c6a.4xlarge_scan_cache.json b/firebolt/results/c6a.4xlarge_scan_cache.json
index 60a868fa5..938dc7123 100644
--- a/firebolt/results/c6a.4xlarge_scan_cache.json
+++ b/firebolt/results/c6a.4xlarge_scan_cache.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "yes",
     "tags": ["C++", "column-oriented", "PostgreSQL compatible", "ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 418.292,
diff --git a/firebolt/results/c6a.metal.json b/firebolt/results/c6a.metal.json
index 8e9f5edeb..d7d14fabe 100644
--- a/firebolt/results/c6a.metal.json
+++ b/firebolt/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++", "column-oriented", "PostgreSQL compatible", "ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 189.244,
diff --git a/firebolt/results/c6a.metal_scan_cache.json b/firebolt/results/c6a.metal_scan_cache.json
index 783a0dd66..cd25e13c9 100644
--- a/firebolt/results/c6a.metal_scan_cache.json
+++ b/firebolt/results/c6a.metal_scan_cache.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "yes",
     "tags": ["C++", "column-oriented", "PostgreSQL compatible", "ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 156.778,
diff --git a/firebolt/results/c6a.xlarge.json b/firebolt/results/c6a.xlarge.json
index a53356027..6dc2a47c7 100644
--- a/firebolt/results/c6a.xlarge.json
+++ b/firebolt/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible","ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 368,
diff --git a/firebolt/results/c7a.metal-48xl.json b/firebolt/results/c7a.metal-48xl.json
index 6d8984716..130722359 100644
--- a/firebolt/results/c7a.metal-48xl.json
+++ b/firebolt/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","PostgreSQL compatible","ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 199,
diff --git a/firebolt/results/c8g.4xlarge.json b/firebolt/results/c8g.4xlarge.json
index 18e9a0de5..9b33549f6 100644
--- a/firebolt/results/c8g.4xlarge.json
+++ b/firebolt/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","PostgreSQL compatible","ClickHouse derivative","lukewarm-cold-run"],
     "load_time": 235,
diff --git a/glaredb-partitioned/results/c6a.4xlarge.json b/glaredb-partitioned/results/c6a.4xlarge.json
index 3349153eb..5d2412e21 100644
--- a/glaredb-partitioned/results/c6a.4xlarge.json
+++ b/glaredb-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/glaredb-partitioned/results/c8g.4xlarge.json b/glaredb-partitioned/results/c8g.4xlarge.json
index bdef7ee43..01316a173 100644
--- a/glaredb-partitioned/results/c8g.4xlarge.json
+++ b/glaredb-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/glaredb/results/c6a.4xlarge.json b/glaredb/results/c6a.4xlarge.json
index 2bd746151..611c592c3 100644
--- a/glaredb/results/c6a.4xlarge.json
+++ b/glaredb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/glaredb/results/c8g.4xlarge.json b/glaredb/results/c8g.4xlarge.json
index 2d20e8e6c..f68a574e0 100644
--- a/glaredb/results/c8g.4xlarge.json
+++ b/glaredb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Rust","serverless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/greenplum/results/c6a.4xlarge.json b/greenplum/results/c6a.4xlarge.json
index c292e15f6..ae6c07c3a 100644
--- a/greenplum/results/c6a.4xlarge.json
+++ b/greenplum/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/heavyai/results/c6a.4xlarge.json b/heavyai/results/c6a.4xlarge.json
index c8486b567..ff4a3f39c 100644
--- a/heavyai/results/c6a.4xlarge.json
+++ b/heavyai/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Previous names: OmniSci, mapD. Many queries cannot run due to errors and limitations.",
 
diff --git a/hologres/results/128core.json b/hologres/results/128core.json
index edf99472c..476565372 100644
--- a/hologres/results/128core.json
+++ b/hologres/results/128core.json
@@ -4,6 +4,7 @@
     "machine": "Hologres: 16 CU",
     "cluster_size": 8,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["managed", "PostgreSQL compatible", "column-oriented", "managed"],
     "load_time": 321,
diff --git a/hologres/results/32core.json b/hologres/results/32core.json
index 27b204ab8..8f6400e70 100644
--- a/hologres/results/32core.json
+++ b/hologres/results/32core.json
@@ -4,6 +4,7 @@
     "machine": "Hologres: 16 CU",
     "cluster_size": 2,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["managed", "PostgreSQL compatible", "column-oriented", "managed"],
     "load_time": 388,
diff --git a/hologres/results/64core.json b/hologres/results/64core.json
index 1b8cee218..e13a30e7b 100644
--- a/hologres/results/64core.json
+++ b/hologres/results/64core.json
@@ -4,6 +4,7 @@
     "machine": "Hologres: 16 CU",
     "cluster_size": 4,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["managed", "PostgreSQL compatible", "column-oriented", "managed"],
     "load_time": 366,
diff --git a/hydra/results/hydra.json b/hydra/results/hydra.json
index 571aba4a3..ed6583091 100644
--- a/hydra/results/hydra.json
+++ b/hydra/results/hydra.json
@@ -4,6 +4,7 @@
     "machine": "Hydra: XL",
     "cluster_size": "serverless",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["managed", "PostgreSQL compatible", "column-oriented", "lukewarm-cold-run"],
     "load_time": 136,
diff --git a/hyper-parquet/results/c6a.2xlarge.json b/hyper-parquet/results/c6a.2xlarge.json
index c9f60b1aa..6c5519287 100644
--- a/hyper-parquet/results/c6a.2xlarge.json
+++ b/hyper-parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/c6a.4xlarge.json b/hyper-parquet/results/c6a.4xlarge.json
index 83b478533..446cdeb13 100644
--- a/hyper-parquet/results/c6a.4xlarge.json
+++ b/hyper-parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/c6a.large.json b/hyper-parquet/results/c6a.large.json
index ba48978df..cfba2a2e7 100644
--- a/hyper-parquet/results/c6a.large.json
+++ b/hyper-parquet/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/c6a.metal.json b/hyper-parquet/results/c6a.metal.json
index 730e88a92..e11923dae 100644
--- a/hyper-parquet/results/c6a.metal.json
+++ b/hyper-parquet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/c6a.xlarge.json b/hyper-parquet/results/c6a.xlarge.json
index 065fb2010..c9cc7181b 100644
--- a/hyper-parquet/results/c6a.xlarge.json
+++ b/hyper-parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/c7a.metal-48xl.json b/hyper-parquet/results/c7a.metal-48xl.json
index d74ca9e81..c3fc37ea1 100644
--- a/hyper-parquet/results/c7a.metal-48xl.json
+++ b/hyper-parquet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper-parquet/results/t3a.small.json b/hyper-parquet/results/t3a.small.json
index 814d60139..df5f9a68f 100644
--- a/hyper-parquet/results/t3a.small.json
+++ b/hyper-parquet/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 0,
diff --git a/hyper/results/c6a.2xlarge.json b/hyper/results/c6a.2xlarge.json
index dd1d00d53..c6542788c 100644
--- a/hyper/results/c6a.2xlarge.json
+++ b/hyper/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 666,
diff --git a/hyper/results/c6a.4xlarge.json b/hyper/results/c6a.4xlarge.json
index 44b4ebf2d..9583c3150 100644
--- a/hyper/results/c6a.4xlarge.json
+++ b/hyper/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 674,
diff --git a/hyper/results/c6a.large.json b/hyper/results/c6a.large.json
index 67435311c..6ce792437 100644
--- a/hyper/results/c6a.large.json
+++ b/hyper/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 781,
diff --git a/hyper/results/c6a.metal.json b/hyper/results/c6a.metal.json
index 156250eb1..13edc484a 100644
--- a/hyper/results/c6a.metal.json
+++ b/hyper/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 441,
diff --git a/hyper/results/c6a.xlarge.json b/hyper/results/c6a.xlarge.json
index 7a70a60c3..53fcb3ece 100644
--- a/hyper/results/c6a.xlarge.json
+++ b/hyper/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 646,
diff --git a/hyper/results/c7a.metal-48xl.json b/hyper/results/c7a.metal-48xl.json
index f620da457..023ad12b0 100644
--- a/hyper/results/c7a.metal-48xl.json
+++ b/hyper/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
     "load_time": 380,
diff --git a/infobright/results/c6a.4xlarge.json b/infobright/results/c6a.4xlarge.json
index 01a97b0cf..6d081d34b 100644
--- a/infobright/results/c6a.4xlarge.json
+++ b/infobright/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Only 90% of data successfully loaded. Some queries run for days.",
 
diff --git a/kinetica/results/c6a.4xlarge.json b/kinetica/results/c6a.4xlarge.json
index 92fc81137..2af9784d5 100644
--- a/kinetica/results/c6a.4xlarge.json
+++ b/kinetica/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented", "lukewarm-cold-run"],
     "load_time": 668,
diff --git a/kinetica/results/c8g.4xlarge.json b/kinetica/results/c8g.4xlarge.json
index b1a8769cd..e242150a0 100644
--- a/kinetica/results/c8g.4xlarge.json
+++ b/kinetica/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented", "lukewarm-cold-run"],
     "load_time": 655,
diff --git a/mariadb-columnstore/results/c6a.4xlarge.json b/mariadb-columnstore/results/c6a.4xlarge.json
index 9ac0949ae..5b436372d 100644
--- a/mariadb-columnstore/results/c6a.4xlarge.json
+++ b/mariadb-columnstore/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Previous name: InfiniDB.",
 
diff --git a/mariadb/results/c6a.4xlarge.json b/mariadb/results/c6a.4xlarge.json
index da5f7ed8b..992ee1cfd 100644
--- a/mariadb/results/c6a.4xlarge.json
+++ b/mariadb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","row-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 8875,
diff --git a/monetdb/results/c6a.4xlarge.json b/monetdb/results/c6a.4xlarge.json
index 36cbd5910..0c017b9e6 100644
--- a/monetdb/results/c6a.4xlarge.json
+++ b/monetdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/mongodb/results/c6a.4xlarge.json b/mongodb/results/c6a.4xlarge.json
index bdc344e98..8fbc0a5f0 100644
--- a/mongodb/results/c6a.4xlarge.json
+++ b/mongodb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
   "machine": "c6a.4xlarge",
   "cluster_size": 1,
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/motherduck/results/jumbo.json b/motherduck/results/jumbo.json
index 223e13c00..bdf4a2307 100644
--- a/motherduck/results/jumbo.json
+++ b/motherduck/results/jumbo.json
@@ -4,6 +4,7 @@
 	"machine": "Motherduck: jumbo",
 	"cluster_size": 1,
 	"proprietary": "yes",
+  "hardware": "cpu",
 	"tuned": "no",
 	"tags": ["C++", "column-oriented", "serverless", "managed"],
 	"load_time": 75.859,
diff --git a/motherduck/results/mega.json b/motherduck/results/mega.json
index fbc4d74b6..e49bb5525 100644
--- a/motherduck/results/mega.json
+++ b/motherduck/results/mega.json
@@ -4,6 +4,7 @@
 	"machine": "Motherduck: mega",
 	"cluster_size": 1,
 	"proprietary": "yes",
+  "hardware": "cpu",
 	"tuned": "no",
 	"tags": ["C++", "column-oriented", "serverless", "managed"],
 	"load_time": 60.662,
diff --git a/motherduck/results/pulse.json b/motherduck/results/pulse.json
index 04b4a4939..e45e6b01a 100644
--- a/motherduck/results/pulse.json
+++ b/motherduck/results/pulse.json
@@ -4,6 +4,7 @@
 	"machine": "Motherduck: pulse",
 	"cluster_size": 1,
 	"proprietary": "yes",
+  "hardware": "cpu",
 	"tuned": "no",
 	"tags": ["C++", "column-oriented", "serverless", "managed"],
 	"load_time": 633.188,
diff --git a/motherduck/results/standard.json b/motherduck/results/standard.json
index acbbda87b..fd5a4d86e 100644
--- a/motherduck/results/standard.json
+++ b/motherduck/results/standard.json
@@ -4,6 +4,7 @@
 	"machine": "Motherduck: standard",
 	"cluster_size": 1,
 	"proprietary": "yes",
+  "hardware": "cpu",
 	"tuned": "no",
 	"tags": ["C++", "column-oriented", "serverless", "managed"],
 	"load_time": 181.192,
diff --git a/mysql-myisam/results/c6a.2xlarge.json b/mysql-myisam/results/c6a.2xlarge.json
index 7df16b017..99ce56bfa 100644
--- a/mysql-myisam/results/c6a.2xlarge.json
+++ b/mysql-myisam/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","row-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 1506,
diff --git a/mysql-myisam/results/c6a.4xlarge.json b/mysql-myisam/results/c6a.4xlarge.json
index ffc20b27f..fcfc023dd 100644
--- a/mysql-myisam/results/c6a.4xlarge.json
+++ b/mysql-myisam/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","row-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 1458,
diff --git a/mysql/results/c6a.4xlarge.json b/mysql/results/c6a.4xlarge.json
index 3e7049891..1e3cc128f 100644
--- a/mysql/results/c6a.4xlarge.json
+++ b/mysql/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","row-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 10004,
diff --git a/octosql/results/c6a.2xlarge.json b/octosql/results/c6a.2xlarge.json
index 095e94935..bfa02248e 100644
--- a/octosql/results/c6a.2xlarge.json
+++ b/octosql/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/octosql/results/c6a.4xlarge.json b/octosql/results/c6a.4xlarge.json
index 359739106..3312f8b35 100644
--- a/octosql/results/c6a.4xlarge.json
+++ b/octosql/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Go","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/octosql/results/c6a.large.json b/octosql/results/c6a.large.json
index f5bec02cf..2dd4578bb 100644
--- a/octosql/results/c6a.large.json
+++ b/octosql/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/octosql/results/c6a.xlarge.json b/octosql/results/c6a.xlarge.json
index 0c1fbf93a..2470cc637 100644
--- a/octosql/results/c6a.xlarge.json
+++ b/octosql/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/octosql/results/t3a.small.json b/octosql/results/t3a.small.json
index 8d4059f74..825e93e5a 100644
--- a/octosql/results/t3a.small.json
+++ b/octosql/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","stateless", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/opteryx/results/c6a.2xlarge.json b/opteryx/results/c6a.2xlarge.json
index 016f083fc..191f2d19a 100644
--- a/opteryx/results/c6a.2xlarge.json
+++ b/opteryx/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["stateless","column-oriented","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/opteryx/results/c6a.4xlarge.json b/opteryx/results/c6a.4xlarge.json
index 3dc52f9ed..06b80d21d 100644
--- a/opteryx/results/c6a.4xlarge.json
+++ b/opteryx/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["stateless","column-oriented","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/opteryx/results/c6a.xlarge.json b/opteryx/results/c6a.xlarge.json
index b01bf23f4..a051572c5 100644
--- a/opteryx/results/c6a.xlarge.json
+++ b/opteryx/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["stateless","column-oriented","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/opteryx/results/t3a.small.json b/opteryx/results/t3a.small.json
index f492027ce..c2c1cb56b 100644
--- a/opteryx/results/t3a.small.json
+++ b/opteryx/results/t3a.small.json
@@ -4,6 +4,7 @@
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["stateless","column-oriented","serverless","embedded", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/oxla/results/c6a.2xlarge.json b/oxla/results/c6a.2xlarge.json
index a9ed53360..8cbcd3db8 100644
--- a/oxla/results/c6a.2xlarge.json
+++ b/oxla/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C", "lukewarm-cold-run"],
     "load_time": 764,
diff --git a/oxla/results/c6a.4xlarge.json b/oxla/results/c6a.4xlarge.json
index 77d1dcae4..abd2047de 100644
--- a/oxla/results/c6a.4xlarge.json
+++ b/oxla/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C", "lukewarm-cold-run"],
     "load_time": 632,
diff --git a/oxla/results/c8g.4xlarge.json b/oxla/results/c8g.4xlarge.json
index 7d20f63b8..9014f73a2 100644
--- a/oxla/results/c8g.4xlarge.json
+++ b/oxla/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C", "lukewarm-cold-run"],
     "load_time": 633,
diff --git a/pandas/results/c6a.metal.json b/pandas/results/c6a.metal.json
index d92ed6868..c109f7346 100644
--- a/pandas/results/c6a.metal.json
+++ b/pandas/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["C++", "column-oriented", "embedded", "stateless", "serverless", "dataframe", "lukewarm-cold-run"],
diff --git a/paradedb-partitioned/results/c6a.4xlarge.json b/paradedb-partitioned/results/c6a.4xlarge.json
index b4b5b6d27..3d733b9e9 100644
--- a/paradedb-partitioned/results/c6a.4xlarge.json
+++ b/paradedb-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
   "machine": "c6a.4xlarge",
   "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
   "tags": ["Rust", "column-oriented", "search", "PostgreSQL compatible", "lukewarm-cold-run"],
diff --git a/paradedb/results/c6a.4xlarge.json b/paradedb/results/c6a.4xlarge.json
index b4675781a..4c5d2dbdd 100644
--- a/paradedb/results/c6a.4xlarge.json
+++ b/paradedb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
   "machine": "c6a.4xlarge",
   "cluster_size": 1,
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
   "tags": ["Rust", "column-oriented", "search", "PostgreSQL compatible", "lukewarm-cold-run"],
diff --git a/paradedb/results/c8g.4xlarge.json b/paradedb/results/c8g.4xlarge.json
index ead8a9c44..5608da6e1 100644
--- a/paradedb/results/c8g.4xlarge.json
+++ b/paradedb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Rust", "column-oriented", "search", "PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/parseable/results/c6a.4xlarge.json b/parseable/results/c6a.4xlarge.json
index 85838d83e..67943d301 100644
--- a/parseable/results/c6a.4xlarge.json
+++ b/parseable/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "v1.7.5 (6e5242f)",
 
diff --git a/parseable/results/c6a.metal.json b/parseable/results/c6a.metal.json
index 7a888e300..063a828d6 100644
--- a/parseable/results/c6a.metal.json
+++ b/parseable/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "v1.7.5 (6e5242f)",
 
diff --git a/pg_duckdb-indexed/results/c6a.4xlarge.json b/pg_duckdb-indexed/results/c6a.4xlarge.json
index 750ebadcd..28ef821d6 100644
--- a/pg_duckdb-indexed/results/c6a.4xlarge.json
+++ b/pg_duckdb-indexed/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["column-oriented", "PostgreSQL compatible", "lukewarm-cold-run"],
diff --git a/pg_duckdb-motherduck/results/motherduck.json b/pg_duckdb-motherduck/results/motherduck.json
index 375f53284..23b98ffd9 100644
--- a/pg_duckdb-motherduck/results/motherduck.json
+++ b/pg_duckdb-motherduck/results/motherduck.json
@@ -4,6 +4,7 @@
     "machine": "Motherduck: Jumbo",
     "cluster_size": "serverless",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented", "PostgreSQL compatible", "serverless", "lukewarm-cold-run"],
diff --git a/pg_duckdb/results/c6a.2xlarge.json b/pg_duckdb/results/c6a.2xlarge.json
index 403fa552b..f9034f91c 100644
--- a/pg_duckdb/results/c6a.2xlarge.json
+++ b/pg_duckdb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 1012,
diff --git a/pg_duckdb/results/c6a.4xlarge.json b/pg_duckdb/results/c6a.4xlarge.json
index a491fb8e4..560732621 100644
--- a/pg_duckdb/results/c6a.4xlarge.json
+++ b/pg_duckdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 1003,
diff --git a/pg_duckdb/results/c6a.xlarge.json b/pg_duckdb/results/c6a.xlarge.json
index 7801df4d7..2beeb1ff7 100644
--- a/pg_duckdb/results/c6a.xlarge.json
+++ b/pg_duckdb/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 989,
diff --git a/pg_duckdb/results/c8g.4xlarge.json b/pg_duckdb/results/c8g.4xlarge.json
index 9dd78ba09..f9ff107b4 100644
--- a/pg_duckdb/results/c8g.4xlarge.json
+++ b/pg_duckdb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 967,
diff --git a/pg_duckdb_parquet/results/c6a.2xlarge.json b/pg_duckdb_parquet/results/c6a.2xlarge.json
index ecd260876..a5d5abb61 100644
--- a/pg_duckdb_parquet/results/c6a.2xlarge.json
+++ b/pg_duckdb_parquet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/pg_duckdb_parquet/results/c6a.4xlarge.json b/pg_duckdb_parquet/results/c6a.4xlarge.json
index 016299494..360dbc228 100644
--- a/pg_duckdb_parquet/results/c6a.4xlarge.json
+++ b/pg_duckdb_parquet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/pg_duckdb_parquet/results/c6a.xlarge.json b/pg_duckdb_parquet/results/c6a.xlarge.json
index 182ceddfb..988378474 100644
--- a/pg_duckdb_parquet/results/c6a.xlarge.json
+++ b/pg_duckdb_parquet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/pg_duckdb_parquet/results/c8g.4xlarge.json b/pg_duckdb_parquet/results/c8g.4xlarge.json
index b90f04329..e54051dbb 100644
--- a/pg_duckdb_parquet/results/c8g.4xlarge.json
+++ b/pg_duckdb_parquet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/pg_mooncake/results/c6a.2xlarge.json b/pg_mooncake/results/c6a.2xlarge.json
index 214b35773..7f5ed9641 100644
--- a/pg_mooncake/results/c6a.2xlarge.json
+++ b/pg_mooncake/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 594,
diff --git a/pg_mooncake/results/c6a.4xlarge.json b/pg_mooncake/results/c6a.4xlarge.json
index 8dab326b5..22e3ce1d5 100644
--- a/pg_mooncake/results/c6a.4xlarge.json
+++ b/pg_mooncake/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 537,
diff --git a/pg_mooncake/results/c6a.xlarge.json b/pg_mooncake/results/c6a.xlarge.json
index d14ffd265..0f5babcf6 100644
--- a/pg_mooncake/results/c6a.xlarge.json
+++ b/pg_mooncake/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 607,
diff --git a/pg_mooncake/results/c8g.4xlarge.json b/pg_mooncake/results/c8g.4xlarge.json
index adb24c57e..1ce43f46d 100644
--- a/pg_mooncake/results/c8g.4xlarge.json
+++ b/pg_mooncake/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 579,
diff --git a/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.json b/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.json
index 9cb33a5f7..7d769a109 100644
--- a/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.json
+++ b/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.json
@@ -4,6 +4,7 @@
     "machine": "pgpro_tam: 16 vCPU 32GB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.parallel.json b/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.parallel.json
index cf74f6f4b..539fd9150 100644
--- a/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.parallel.json
+++ b/pgpro_tam/results/16vCPU.parquet_fmt.fd_smgr.parallel.json
@@ -4,6 +4,7 @@
     "machine": "pgpro_tam: 16 vCPU 32GB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/16vCPU.parquet_fmt.mem_fd_smgr.json b/pgpro_tam/results/16vCPU.parquet_fmt.mem_fd_smgr.json
index 11ab12daf..660a74604 100644
--- a/pgpro_tam/results/16vCPU.parquet_fmt.mem_fd_smgr.json
+++ b/pgpro_tam/results/16vCPU.parquet_fmt.mem_fd_smgr.json
@@ -4,6 +4,7 @@
     "machine": "pgpro_tam: 16 vCPU 32GB",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/c6a.2xlarge.json b/pgpro_tam/results/c6a.2xlarge.json
index 7f838e789..9870f6156 100644
--- a/pgpro_tam/results/c6a.2xlarge.json
+++ b/pgpro_tam/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 1001,
diff --git a/pgpro_tam/results/c6a.4xlarge.json b/pgpro_tam/results/c6a.4xlarge.json
index 65b8f2ab0..7df8199bf 100644
--- a/pgpro_tam/results/c6a.4xlarge.json
+++ b/pgpro_tam/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 984,
diff --git a/pgpro_tam/results/c6a.metal.feather_fmt.mem_fd_smgr.json b/pgpro_tam/results/c6a.metal.feather_fmt.mem_fd_smgr.json
index cad1b22be..dcfecba3b 100644
--- a/pgpro_tam/results/c6a.metal.feather_fmt.mem_fd_smgr.json
+++ b/pgpro_tam/results/c6a.metal.feather_fmt.mem_fd_smgr.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.json b/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.json
index aefdd8a00..1313fef38 100644
--- a/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.json
+++ b/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.parallel.json b/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.parallel.json
index f953a2aa9..678b9e0f0 100644
--- a/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.parallel.json
+++ b/pgpro_tam/results/c6a.metal.parquet_fmt.fd_smgr.parallel.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/c6a.metal.parquet_fmt.mem_fd_smgr.json b/pgpro_tam/results/c6a.metal.parquet_fmt.mem_fd_smgr.json
index e0ffb6f85..3d0edc399 100644
--- a/pgpro_tam/results/c6a.metal.parquet_fmt.mem_fd_smgr.json
+++ b/pgpro_tam/results/c6a.metal.parquet_fmt.mem_fd_smgr.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/pgpro_tam/results/c6a.xlarge.json b/pgpro_tam/results/c6a.xlarge.json
index a96b32cf9..a104337e0 100644
--- a/pgpro_tam/results/c6a.xlarge.json
+++ b/pgpro_tam/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","column-oriented","PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 937,
diff --git a/pinot/results/c6a.4xlarge.json b/pinot/results/c6a.4xlarge.json
index ffbc552c5..192ce903d 100644
--- a/pinot/results/c6a.4xlarge.json
+++ b/pinot/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "It successfully loaded only 94465149 out of 99997497 records. Some queries returned NullPointerException. The loading process is painful - splitting to 100 pieces required. It does not correctly report errors on data loading, the results may be incorrect.",
 
diff --git a/polars/results/c6a.4xlarge.json b/polars/results/c6a.4xlarge.json
index 08dc33b24..792688440 100644
--- a/polars/results/c6a.4xlarge.json
+++ b/polars/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["column-oriented", "lukewarm-cold-run"],
diff --git a/polars/results/c6a.metal.json b/polars/results/c6a.metal.json
index a0b825c31..33dd2ebbd 100644
--- a/polars/results/c6a.metal.json
+++ b/polars/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["column-oriented", "lukewarm-cold-run"],
diff --git a/polars/results/c7a.metal-48xl.json b/polars/results/c7a.metal-48xl.json
index b20ddb045..9d411a317 100644
--- a/polars/results/c7a.metal-48xl.json
+++ b/polars/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/polars/results/c8g.4xlarge.json b/polars/results/c8g.4xlarge.json
index 6ce004776..deef91556 100644
--- a/polars/results/c8g.4xlarge.json
+++ b/polars/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/polars_dataframe/results/c6a.2xlarge.json b/polars_dataframe/results/c6a.2xlarge.json
index bc1bddb37..30f5e9c19 100644
--- a/polars_dataframe/results/c6a.2xlarge.json
+++ b/polars_dataframe/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","dataframe", "lukewarm-cold-run"],
     "load_time": 381,
diff --git a/polars_dataframe/results/c6a.4xlarge.json b/polars_dataframe/results/c6a.4xlarge.json
index 6534e4f55..667457809 100644
--- a/polars_dataframe/results/c6a.4xlarge.json
+++ b/polars_dataframe/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented","dataframe", "lukewarm-cold-run"],
     "load_time": 321,
diff --git a/polars_dataframe/results/c6a.metal.json b/polars_dataframe/results/c6a.metal.json
index 73b0d36ea..4f093a838 100644
--- a/polars_dataframe/results/c6a.metal.json
+++ b/polars_dataframe/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["column-oriented", "dataframe", "lukewarm-cold-run"],
diff --git a/polars_dataframe/results/c6a.xlarge.json b/polars_dataframe/results/c6a.xlarge.json
index 514fd557c..1c0d43926 100644
--- a/polars_dataframe/results/c6a.xlarge.json
+++ b/polars_dataframe/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","dataframe", "lukewarm-cold-run"],
     "load_time": 410,
diff --git a/polars_dataframe/results/c7a.metal-48xl.json b/polars_dataframe/results/c7a.metal-48xl.json
index 68b4b6289..18f9c2421 100644
--- a/polars_dataframe/results/c7a.metal-48xl.json
+++ b/polars_dataframe/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["column-oriented","dataframe", "lukewarm-cold-run"],
     "load_time": 3,
diff --git a/polars_dataframe/results/c8g.4xlarge.json b/polars_dataframe/results/c8g.4xlarge.json
index f54644c69..1f53c6e59 100644
--- a/polars_dataframe/results/c8g.4xlarge.json
+++ b/polars_dataframe/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["column-oriented","dataframe", "lukewarm-cold-run"],
     "load_time": 313,
diff --git a/postgresql-indexed/results/c6a.4xlarge.json b/postgresql-indexed/results/c6a.4xlarge.json
index 51ea28a2e..4652f52ef 100644
--- a/postgresql-indexed/results/c6a.4xlarge.json
+++ b/postgresql-indexed/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "yes",
     "comment": "",
 
diff --git a/postgresql-orioledb/results/c6a.4xlarge.json b/postgresql-orioledb/results/c6a.4xlarge.json
index a932eeacd..6d46879bb 100644
--- a/postgresql-orioledb/results/c6a.4xlarge.json
+++ b/postgresql-orioledb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "beta12-pg17",
     "tags": ["C", "row-oriented", "PostgreSQL compatible", "lukewarm-cold-run"],
diff --git a/postgresql/results/c6a.4xlarge.json b/postgresql/results/c6a.4xlarge.json
index a15d3e6ef..ee485acb0 100644
--- a/postgresql/results/c6a.4xlarge.json
+++ b/postgresql/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/questdb/results/c6a.4xlarge.json b/questdb/results/c6a.4xlarge.json
index 3aabeb7d6..770bbba87 100644
--- a/questdb/results/c6a.4xlarge.json
+++ b/questdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["Java", "time-series", "lukewarm-cold-run"],
diff --git a/questdb/results/c6a.metal.json b/questdb/results/c6a.metal.json
index c354cbc6b..473f407a2 100644
--- a/questdb/results/c6a.metal.json
+++ b/questdb/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Uses multi-threaded COPY SQL for data load.",
     "tags": ["Java", "time-series", "lukewarm-cold-run"],
diff --git a/redshift-serverless/results/serverless.json b/redshift-serverless/results/serverless.json
index 055c550f2..e3c0f1bbf 100644
--- a/redshift-serverless/results/serverless.json
+++ b/redshift-serverless/results/serverless.json
@@ -4,6 +4,7 @@
   "machine": "serverless",
   "cluster_size": "serverless",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/redshift/results/2x.dc2.8xlarge.json b/redshift/results/2x.dc2.8xlarge.json
index e78168b45..96aa1c50b 100644
--- a/redshift/results/2x.dc2.8xlarge.json
+++ b/redshift/results/2x.dc2.8xlarge.json
@@ -4,6 +4,7 @@
   "machine": "Redshift: dc2.8xlarge",
   "cluster_size": 2,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/redshift/results/4x.ra3.16xlarge.json b/redshift/results/4x.ra3.16xlarge.json
index 5c4d7ca1b..d8ecadcbb 100644
--- a/redshift/results/4x.ra3.16xlarge.json
+++ b/redshift/results/4x.ra3.16xlarge.json
@@ -4,6 +4,7 @@
   "machine": "Redshift: ra3.16xlarge",
   "cluster_size": 4,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/redshift/results/4x.ra3.4xlarge.json b/redshift/results/4x.ra3.4xlarge.json
index 39c813abf..38ed04c83 100644
--- a/redshift/results/4x.ra3.4xlarge.json
+++ b/redshift/results/4x.ra3.4xlarge.json
@@ -4,6 +4,7 @@
   "machine": "Redshift: ra3.4xlarge",
   "cluster_size": 4,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/redshift/results/4x.ra3.xplus.json b/redshift/results/4x.ra3.xplus.json
index d88115e83..227435f27 100644
--- a/redshift/results/4x.ra3.xplus.json
+++ b/redshift/results/4x.ra3.xplus.json
@@ -4,6 +4,7 @@
   "machine": "Redshift: ra3.xlplus",
   "cluster_size": 4,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/sail-partitioned/results/c6a.2xlarge.json b/sail-partitioned/results/c6a.2xlarge.json
index 638a3f2f8..628627e28 100644
--- a/sail-partitioned/results/c6a.2xlarge.json
+++ b/sail-partitioned/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail-partitioned/results/c6a.4xlarge.json b/sail-partitioned/results/c6a.4xlarge.json
index e1b134926..0d3cbf4e4 100644
--- a/sail-partitioned/results/c6a.4xlarge.json
+++ b/sail-partitioned/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail-partitioned/results/c6a.metal.json b/sail-partitioned/results/c6a.metal.json
index e4cf7e307..2eb25087f 100644
--- a/sail-partitioned/results/c6a.metal.json
+++ b/sail-partitioned/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail-partitioned/results/c7a.metal-48xl.json b/sail-partitioned/results/c7a.metal-48xl.json
index 69ba767a5..62e199f27 100644
--- a/sail-partitioned/results/c7a.metal-48xl.json
+++ b/sail-partitioned/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail-partitioned/results/c8g.4xlarge.json b/sail-partitioned/results/c8g.4xlarge.json
index 707e72d21..810018132 100644
--- a/sail-partitioned/results/c8g.4xlarge.json
+++ b/sail-partitioned/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail/results/c6a.2xlarge.json b/sail/results/c6a.2xlarge.json
index 90364cecf..afeac2a3b 100644
--- a/sail/results/c6a.2xlarge.json
+++ b/sail/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail/results/c6a.4xlarge.json b/sail/results/c6a.4xlarge.json
index 3c31be239..25eacf2ca 100644
--- a/sail/results/c6a.4xlarge.json
+++ b/sail/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail/results/c6a.metal.json b/sail/results/c6a.metal.json
index b091e4281..f88d5fb27 100644
--- a/sail/results/c6a.metal.json
+++ b/sail/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail/results/c7a.metal-48xl.json b/sail/results/c7a.metal-48xl.json
index 5c98758d2..5a7f82537 100644
--- a/sail/results/c7a.metal-48xl.json
+++ b/sail/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/sail/results/c8g.4xlarge.json b/sail/results/c8g.4xlarge.json
index 07dddacbd..18c5791b6 100644
--- a/sail/results/c8g.4xlarge.json
+++ b/sail/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["column-oriented"],
     "load_time": 0,
diff --git a/selectdb/results/c6a.2xlarge.json b/selectdb/results/c6a.2xlarge.json
index 4283f8472..034689639 100644
--- a/selectdb/results/c6a.2xlarge.json
+++ b/selectdb/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 716,
diff --git a/selectdb/results/c6a.4xlarge.json b/selectdb/results/c6a.4xlarge.json
index 763f8da41..2c8b0a80f 100644
--- a/selectdb/results/c6a.4xlarge.json
+++ b/selectdb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 487,
diff --git a/selectdb/results/c6a.metal.json b/selectdb/results/c6a.metal.json
index 5dec9ff71..311815664 100644
--- a/selectdb/results/c6a.metal.json
+++ b/selectdb/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["C++", "column-oriented", "MySQL compatible", "ClickHouse derivative", "lukewarm-cold-run"],
diff --git a/selectdb/results/c7a.metal-48xl.json b/selectdb/results/c7a.metal-48xl.json
index d6e701bd4..a23dca6df 100644
--- a/selectdb/results/c7a.metal-48xl.json
+++ b/selectdb/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","MySQL compatible","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 364,
diff --git a/siglens/results/c6a.4xlarge.json b/siglens/results/c6a.4xlarge.json
index 90b8deb2b..27c85ed43 100644
--- a/siglens/results/c6a.4xlarge.json
+++ b/siglens/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Go", "search", "lukewarm-cold-run"],
     "load_time": 5070.66,
diff --git a/singlestore/results/c6a.4xlarge.json b/singlestore/results/c6a.4xlarge.json
index b703f5ba8..e4f40f0b8 100644
--- a/singlestore/results/c6a.4xlarge.json
+++ b/singlestore/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "yes",
     "comment": "Previous name: MemSQL. Some queries did not run due to memory limits",
 
diff --git a/singlestore/results/s2.json b/singlestore/results/s2.json
index d61bc058f..b90c6595a 100644
--- a/singlestore/results/s2.json
+++ b/singlestore/results/s2.json
@@ -4,6 +4,7 @@
     "machine": "SingleStore: S2",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Previous name: MemSQL. Some queries did not run due to unsupported regex",
 
diff --git a/singlestore/results/s24.json b/singlestore/results/s24.json
index 28e844be1..a5a8c44f1 100644
--- a/singlestore/results/s24.json
+++ b/singlestore/results/s24.json
@@ -4,6 +4,7 @@
     "machine": "SingleStore: S24",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Previous name: MemSQL. Some queries did not run due to unsupported regex",
 
diff --git a/snowflake/results/2xl.json b/snowflake/results/2xl.json
index ad2391f54..8e5931025 100644
--- a/snowflake/results/2xl.json
+++ b/snowflake/results/2xl.json
@@ -4,6 +4,7 @@
     "machine": "Snowflake: 2XL",
     "cluster_size": 32,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/snowflake/results/3xl.json b/snowflake/results/3xl.json
index b0e7d6b9f..b4a7d1820 100644
--- a/snowflake/results/3xl.json
+++ b/snowflake/results/3xl.json
@@ -4,6 +4,7 @@
     "machine": "Snowflake: 3XL",
     "cluster_size": 64,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/snowflake/results/4xl.json b/snowflake/results/4xl.json
index 9bfb54847..c810cdce1 100644
--- a/snowflake/results/4xl.json
+++ b/snowflake/results/4xl.json
@@ -4,6 +4,7 @@
     "machine": "Snowflake: 4XL",
     "cluster_size": 128,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/snowflake/results/l.json b/snowflake/results/l.json
index 200414245..6d8b072d0 100644
--- a/snowflake/results/l.json
+++ b/snowflake/results/l.json
@@ -4,6 +4,7 @@
     "machine": "Snowflake: L",
     "cluster_size": 8,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/snowflake/results/m.json b/snowflake/results/m.json
index ca43d67a6..5a6a307bf 100644
--- a/snowflake/results/m.json
+++ b/snowflake/results/m.json
@@ -4,6 +4,7 @@
     "machine": "Snowflake: M",
     "cluster_size": 4,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/snowflake/results/s.json b/snowflake/results/s.json
index 4f5549d25..2c181638d 100644
--- a/snowflake/results/s.json
+++ b/snowflake/results/s.json
@@ -5,6 +5,7 @@
     "cluster_size": 2,
     "comment": "",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented"],
diff --git a/snowflake/results/xl.json b/snowflake/results/xl.json
index c3deba678..c6a07b03c 100644
--- a/snowflake/results/xl.json
+++ b/snowflake/results/xl.json
@@ -5,6 +5,7 @@
     "cluster_size": 16,
     "comment": "",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented"],
diff --git a/snowflake/results/xs.json b/snowflake/results/xs.json
index df1b47c31..c967820bb 100644
--- a/snowflake/results/xs.json
+++ b/snowflake/results/xs.json
@@ -5,6 +5,7 @@
     "cluster_size": 1,
     "comment": "",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
 
     "tags": ["managed", "column-oriented"],
diff --git a/spark-auron/results/c6a.2xlarge.json b/spark-auron/results/c6a.2xlarge.json
index 8681f33cd..e2cec9753 100644
--- a/spark-auron/results/c6a.2xlarge.json
+++ b/spark-auron/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-auron/results/c6a.4xlarge.json b/spark-auron/results/c6a.4xlarge.json
index 4228f21d8..d5746e26e 100644
--- a/spark-auron/results/c6a.4xlarge.json
+++ b/spark-auron/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-auron/results/c6a.large.json b/spark-auron/results/c6a.large.json
index 161ddb8d7..902a66ad2 100644
--- a/spark-auron/results/c6a.large.json
+++ b/spark-auron/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-auron/results/c6a.metal.json b/spark-auron/results/c6a.metal.json
index 680ecdcbe..7e474e4ce 100644
--- a/spark-auron/results/c6a.metal.json
+++ b/spark-auron/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-auron/results/c6a.xlarge.json b/spark-auron/results/c6a.xlarge.json
index 8fff31bc0..8423f9876 100644
--- a/spark-auron/results/c6a.xlarge.json
+++ b/spark-auron/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-auron/results/c7a.metal-48xl.json b/spark-auron/results/c7a.metal-48xl.json
index 84cc749eb..44cd13251 100644
--- a/spark-auron/results/c7a.metal-48xl.json
+++ b/spark-auron/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Java","Rust","column-oriented","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c6a.2xlarge.json b/spark-comet/results/c6a.2xlarge.json
index 8021fc81a..f79b769f0 100644
--- a/spark-comet/results/c6a.2xlarge.json
+++ b/spark-comet/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c6a.4xlarge.json b/spark-comet/results/c6a.4xlarge.json
index cbf73da72..21a8ad372 100644
--- a/spark-comet/results/c6a.4xlarge.json
+++ b/spark-comet/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c6a.metal.json b/spark-comet/results/c6a.metal.json
index 57328df71..081eedfd4 100644
--- a/spark-comet/results/c6a.metal.json
+++ b/spark-comet/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c6a.xlarge.json b/spark-comet/results/c6a.xlarge.json
index be2ea11a5..4e055dda0 100644
--- a/spark-comet/results/c6a.xlarge.json
+++ b/spark-comet/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c7a.metal-48xl.json b/spark-comet/results/c7a.metal-48xl.json
index 25326136a..5a9472807 100644
--- a/spark-comet/results/c7a.metal-48xl.json
+++ b/spark-comet/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c8g.4xlarge.json b/spark-comet/results/c8g.4xlarge.json
index e77e53495..51d8bd6d3 100644
--- a/spark-comet/results/c8g.4xlarge.json
+++ b/spark-comet/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-comet/results/c8g.metal-48xl.json b/spark-comet/results/c8g.metal-48xl.json
index ae1199e08..d0cb798d6 100644
--- a/spark-comet/results/c8g.metal-48xl.json
+++ b/spark-comet/results/c8g.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java", "Rust", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark-gluten/results/c6a.4xlarge.json b/spark-gluten/results/c6a.4xlarge.json
index 59c3010ab..162e5ff56 100644
--- a/spark-gluten/results/c6a.4xlarge.json
+++ b/spark-gluten/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "Using Gluten 1.4.0 with Spark 3.5.2",
     "tags": ["Java", "C++", "column-oriented", "Spark derivative", "lukewarm-cold-run"],
diff --git a/spark/results/c6a.2xlarge.json b/spark/results/c6a.2xlarge.json
index d4abb99d2..0b0d6959d 100644
--- a/spark/results/c6a.2xlarge.json
+++ b/spark/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented","stateless","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark/results/c6a.4xlarge.json b/spark/results/c6a.4xlarge.json
index 139fa97a4..748973abc 100644
--- a/spark/results/c6a.4xlarge.json
+++ b/spark/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Java","column-oriented","stateless","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark/results/c6a.xlarge.json b/spark/results/c6a.xlarge.json
index 8e52dc9b1..b203a3844 100644
--- a/spark/results/c6a.xlarge.json
+++ b/spark/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented","stateless","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/spark/results/c8g.4xlarge.json b/spark/results/c8g.4xlarge.json
index 8741dbfe0..2018bc317 100644
--- a/spark/results/c8g.4xlarge.json
+++ b/spark/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Java","column-oriented","stateless","Spark derivative", "lukewarm-cold-run"],
     "load_time": 0,
diff --git a/sqlite/results/c6a.2xlarge.json b/sqlite/results/c6a.2xlarge.json
index 54f00a8b5..8bcc97c06 100644
--- a/sqlite/results/c6a.2xlarge.json
+++ b/sqlite/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","embedded","row-oriented", "lukewarm-cold-run"],
     "load_time": 3189,
diff --git a/sqlite/results/c6a.4xlarge.json b/sqlite/results/c6a.4xlarge.json
index 803d5a93a..a503627dc 100644
--- a/sqlite/results/c6a.4xlarge.json
+++ b/sqlite/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C","embedded","row-oriented", "lukewarm-cold-run"],
     "load_time": 2674,
diff --git a/sqlite/results/c6a.large.json b/sqlite/results/c6a.large.json
index d2ee89e88..97bc5a3a3 100644
--- a/sqlite/results/c6a.large.json
+++ b/sqlite/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","embedded","row-oriented", "lukewarm-cold-run"],
     "load_time": 3539,
diff --git a/sqlite/results/c6a.xlarge.json b/sqlite/results/c6a.xlarge.json
index 6f8d618c3..590e9b111 100644
--- a/sqlite/results/c6a.xlarge.json
+++ b/sqlite/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","embedded","row-oriented", "lukewarm-cold-run"],
     "load_time": 3496,
diff --git a/starrocks/results/c6a.2xlarge.json b/starrocks/results/c6a.2xlarge.json
index 32e709c65..12b32d671 100644
--- a/starrocks/results/c6a.2xlarge.json
+++ b/starrocks/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 408,
diff --git a/starrocks/results/c6a.4xlarge.json b/starrocks/results/c6a.4xlarge.json
index 4c011e596..5040f0b90 100644
--- a/starrocks/results/c6a.4xlarge.json
+++ b/starrocks/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 396,
diff --git a/starrocks/results/c6a.metal.json b/starrocks/results/c6a.metal.json
index 2a74d701b..5998f309c 100644
--- a/starrocks/results/c6a.metal.json
+++ b/starrocks/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
     "tags": ["C++", "column-oriented", "MySQL compatible", "lukewarm-cold-run"],
diff --git a/starrocks/results/c6a.xlarge.json b/starrocks/results/c6a.xlarge.json
index 2766db38e..21132d9f7 100644
--- a/starrocks/results/c6a.xlarge.json
+++ b/starrocks/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 477,
diff --git a/starrocks/results/c7a.metal-48xl.json b/starrocks/results/c7a.metal-48xl.json
index 233315b86..0e985ae13 100644
--- a/starrocks/results/c7a.metal-48xl.json
+++ b/starrocks/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 386,
diff --git a/starrocks/results/c8g.4xlarge.json b/starrocks/results/c8g.4xlarge.json
index 3fd500050..508039abf 100644
--- a/starrocks/results/c8g.4xlarge.json
+++ b/starrocks/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","MySQL compatible", "lukewarm-cold-run"],
     "load_time": 444,
diff --git a/supabase/results/supabase.json b/supabase/results/supabase.json
index 9793f7fc3..de5c4a370 100644
--- a/supabase/results/supabase.json
+++ b/supabase/results/supabase.json
@@ -4,6 +4,7 @@
     "machine": "Supabase: 4XL",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/tablespace/results/large-1.json b/tablespace/results/large-1.json
index 37c329ea4..1c17e08d6 100644
--- a/tablespace/results/large-1.json
+++ b/tablespace/results/large-1.json
@@ -4,6 +4,7 @@
   "machine": "Tablespace: L1 - 16CPU 32GB",
   "cluster_size": 1,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
 
diff --git a/tembo-olap/results/tembo-olap-col-c6a.json b/tembo-olap/results/tembo-olap-col-c6a.json
index 16e428b2d..ec170417b 100644
--- a/tembo-olap/results/tembo-olap-col-c6a.json
+++ b/tembo-olap/results/tembo-olap-col-c6a.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/tidb/results/c6a.4xlarge-tiflash-only.json b/tidb/results/c6a.4xlarge-tiflash-only.json
index 1ad18cb68..b82e24687 100644
--- a/tidb/results/c6a.4xlarge-tiflash-only.json
+++ b/tidb/results/c6a.4xlarge-tiflash-only.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "v8.5.1",
     "tags": ["C++", "column-oriented", "MySQL compatible", "ClickHouse derivative", "lukewarm-cold-run"],
diff --git a/tidb/results/c6a.4xlarge-tikv-only.json b/tidb/results/c6a.4xlarge-tikv-only.json
index 633300735..da28aefb0 100644
--- a/tidb/results/c6a.4xlarge-tikv-only.json
+++ b/tidb/results/c6a.4xlarge-tikv-only.json
@@ -5,6 +5,7 @@
     "cluster_size": 1,
     "comment": "v8.5.1",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Rust", "row-oriented", "MySQL compatible", "lukewarm-cold-run"],
     "load_time": 4069,
diff --git a/tidb/results/c6a.metal-tiflash.json b/tidb/results/c6a.metal-tiflash.json
index 454c67c14..c25bcdd75 100644
--- a/tidb/results/c6a.metal-tiflash.json
+++ b/tidb/results/c6a.metal-tiflash.json
@@ -4,6 +4,7 @@
   "machine": "c6a.metal",
   "cluster_size": 1,
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "v8.5.1",
   "tags": ["C++", "column-oriented", "MySQL compatible", "ClickHouse derivative", "lukewarm-cold-run"],
diff --git a/timescale-cloud/results/16cpu.json b/timescale-cloud/results/16cpu.json
index c0e6edc28..e5c560794 100644
--- a/timescale-cloud/results/16cpu.json
+++ b/timescale-cloud/results/16cpu.json
@@ -4,6 +4,7 @@
   "cluster_size": 1,
   "tags": ["C", "PostgreSQL compatible", "column-oriented", "time-series", "managed"],
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "load_time": 3582,
   "data_size": 19304824832,
diff --git a/timescale-cloud/results/4cpu.json b/timescale-cloud/results/4cpu.json
index 6763bc107..902b290dd 100644
--- a/timescale-cloud/results/4cpu.json
+++ b/timescale-cloud/results/4cpu.json
@@ -4,6 +4,7 @@
   "cluster_size": 1,
   "tags": ["C", "PostgreSQL compatible", "column-oriented", "time-series", "managed"],
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "load_time": 4536,
   "data_size": 19304824832,
diff --git a/timescale-cloud/results/8cpu.json b/timescale-cloud/results/8cpu.json
index 5d1b29d8c..d7e48a843 100644
--- a/timescale-cloud/results/8cpu.json
+++ b/timescale-cloud/results/8cpu.json
@@ -4,6 +4,7 @@
   "cluster_size": 1,
   "tags": ["C", "PostgreSQL compatible", "column-oriented", "time-series", "managed"],
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "load_time": 4100,
   "data_size": 19304824832,
diff --git a/timescaledb-no-columnstore/results/c6a.4xlarge.json b/timescaledb-no-columnstore/results/c6a.4xlarge.json
index 3f0d2b59d..a5e1ac3ac 100644
--- a/timescaledb-no-columnstore/results/c6a.4xlarge.json
+++ b/timescaledb-no-columnstore/results/c6a.4xlarge.json
@@ -3,6 +3,7 @@
   "machine": "c6a.4xlarge",
   "cluster_size": 1,
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
   "tags": ["C", "PostgreSQL compatible", "row-oriented", "time-series", "lukewarm-cold-run"],
diff --git a/timescaledb-no-columnstore/results/c8g.4xlarge.json b/timescaledb-no-columnstore/results/c8g.4xlarge.json
index f70dc33a2..c5b5613a6 100644
--- a/timescaledb-no-columnstore/results/c8g.4xlarge.json
+++ b/timescaledb-no-columnstore/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C", "PostgreSQL compatible", "row-oriented", "time-series", "lukewarm-cold-run"],
     "load_time": 2477,
diff --git a/timescaledb/results/c6a.4xlarge.json b/timescaledb/results/c6a.4xlarge.json
index 89f4efb74..aa41a6cb6 100644
--- a/timescaledb/results/c6a.4xlarge.json
+++ b/timescaledb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C","PostgreSQL compatible","column-oriented","time-series", "lukewarm-cold-run"],
     "load_time": 1265,
diff --git a/timescaledb/results/c8g.4xlarge.json b/timescaledb/results/c8g.4xlarge.json
index f0f493bbb..cfcfc9665 100644
--- a/timescaledb/results/c8g.4xlarge.json
+++ b/timescaledb/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C","PostgreSQL compatible","column-oriented","time-series", "lukewarm-cold-run"],
     "load_time": 1194,
diff --git a/tinybird/results/tinybird.json b/tinybird/results/tinybird.json
index 40982c700..5b3aec3d2 100644
--- a/tinybird/results/tinybird.json
+++ b/tinybird/results/tinybird.json
@@ -4,6 +4,7 @@
     "machine": "serverless",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/umbra/results/c6a.2xlarge.json b/umbra/results/c6a.2xlarge.json
index ace1af01a..a5077e161 100644
--- a/umbra/results/c6a.2xlarge.json
+++ b/umbra/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 209,
diff --git a/umbra/results/c6a.4xlarge.json b/umbra/results/c6a.4xlarge.json
index 24598af3f..d5473248d 100644
--- a/umbra/results/c6a.4xlarge.json
+++ b/umbra/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 736,
diff --git a/umbra/results/c6a.metal.json b/umbra/results/c6a.metal.json
index 744d7f0a8..ac8b66ba9 100644
--- a/umbra/results/c6a.metal.json
+++ b/umbra/results/c6a.metal.json
@@ -4,6 +4,7 @@
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 441,
diff --git a/umbra/results/c6a.xlarge.json b/umbra/results/c6a.xlarge.json
index 4e4665f76..fc87fc534 100644
--- a/umbra/results/c6a.xlarge.json
+++ b/umbra/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 227,
diff --git a/umbra/results/c7a.metal-48xl.json b/umbra/results/c7a.metal-48xl.json
index 579e8f95f..a03a30270 100644
--- a/umbra/results/c7a.metal-48xl.json
+++ b/umbra/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
     "load_time": 435,
diff --git a/ursa/results/c6a.2xlarge.json b/ursa/results/c6a.2xlarge.json
index f9039580e..0f4eccd06 100644
--- a/ursa/results/c6a.2xlarge.json
+++ b/ursa/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 277,
diff --git a/ursa/results/c6a.4xlarge.json b/ursa/results/c6a.4xlarge.json
index 39e2e1886..0c6caea45 100644
--- a/ursa/results/c6a.4xlarge.json
+++ b/ursa/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 211,
diff --git a/ursa/results/c6a.large.json b/ursa/results/c6a.large.json
index 7b699a957..03a7f0aa6 100644
--- a/ursa/results/c6a.large.json
+++ b/ursa/results/c6a.large.json
@@ -4,6 +4,7 @@
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 479,
diff --git a/ursa/results/c6a.metal.json b/ursa/results/c6a.metal.json
index 6fe7f116f..bac350f1b 100644
--- a/ursa/results/c6a.metal.json
+++ b/ursa/results/c6a.metal.json
@@ -4,6 +4,7 @@
   "machine": "c6a.metal",
   "cluster_size": 1,
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "comment": "",
   "tags": ["C++", "column-oriented", "ClickHouse derivative", "lukewarm-cold-run"],
diff --git a/ursa/results/c6a.xlarge.json b/ursa/results/c6a.xlarge.json
index 78b900f37..d435e8d95 100644
--- a/ursa/results/c6a.xlarge.json
+++ b/ursa/results/c6a.xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary":   "yes",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 322,
diff --git a/ursa/results/c7a.metal-48xl.json b/ursa/results/c7a.metal-48xl.json
index 129d870c3..c0460120d 100644
--- a/ursa/results/c7a.metal-48xl.json
+++ b/ursa/results/c7a.metal-48xl.json
@@ -4,6 +4,7 @@
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary":  "yes",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["C++","column-oriented","ClickHouse derivative", "lukewarm-cold-run"],
     "load_time": 7,
diff --git a/victorialogs/results/c6a.2xlarge.json b/victorialogs/results/c6a.2xlarge.json
index 0b3951da8..51aa8a1dc 100644
--- a/victorialogs/results/c6a.2xlarge.json
+++ b/victorialogs/results/c6a.2xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","column-oriented", "lukewarm-cold-run"],
     "load_time": 5137,
diff --git a/victorialogs/results/c6a.4xlarge.json b/victorialogs/results/c6a.4xlarge.json
index 2b5d52a2c..85ffa53cb 100644
--- a/victorialogs/results/c6a.4xlarge.json
+++ b/victorialogs/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary":  "no",
+  "hardware": "cpu",
     "tuned":  "no",
     "tags":  ["Go","column-oriented", "lukewarm-cold-run"],
     "load_time": 1050,
diff --git a/victorialogs/results/c8g.4xlarge.json b/victorialogs/results/c8g.4xlarge.json
index 0d4a783ce..0eb7fd610 100644
--- a/victorialogs/results/c8g.4xlarge.json
+++ b/victorialogs/results/c8g.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
+  "hardware": "cpu",
     "tuned":   "no",
     "tags":   ["Go","column-oriented", "lukewarm-cold-run"],
     "load_time": 1055,
diff --git a/ydb/results/64vCPU.3nodes.json b/ydb/results/64vCPU.3nodes.json
index 2b3b2aae0..d60be8272 100644
--- a/ydb/results/64vCPU.3nodes.json
+++ b/ydb/results/64vCPU.3nodes.json
@@ -4,6 +4,7 @@
     "machine": "64 vCPU 256GB",
     "cluster_size": 3,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "comment": "",
 
diff --git a/yugabytedb/results/c6a.4xlarge.json b/yugabytedb/results/c6a.4xlarge.json
index ab5fbdb72..47dcb660c 100644
--- a/yugabytedb/results/c6a.4xlarge.json
+++ b/yugabytedb/results/c6a.4xlarge.json
@@ -4,6 +4,7 @@
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++", "row-oriented", "PostgreSQL compatible", "lukewarm-cold-run"],
     "load_time": 4683,

From 780405f7222c71ad18f33adbc5eff01f4d1bcca0 Mon Sep 17 00:00:00 2001
From: Robert Schulze <robert@clickhouse.com>
Date: Wed, 10 Dec 2025 22:51:31 +0000
Subject: [PATCH 2/2] Update templates

---
 arc/template.json                             | 1 +
 byconity/template.json                        | 1 +
 cedardb/template.json                         | 1 +
 chdb-dataframe/template.json                  | 1 +
 chdb-parquet/template.json                    | 1 +
 chdb/template.json                            | 1 +
 citus/template.json                           | 1 +
 clickhouse-datalake-partitioned/template.json | 1 +
 clickhouse-datalake/template.json             | 1 +
 clickhouse-parquet-partitioned/template.json  | 1 +
 clickhouse-parquet/template.json              | 1 +
 clickhouse-tencent/template.json              | 1 +
 clickhouse-web/template.json                  | 1 +
 clickhouse/template.json                      | 1 +
 cloudberry/template.json                      | 1 +
 cockroachdb/template.json                     | 1 +
 cratedb/template.json                         | 1 +
 daft-parquet-partitioned/template.json        | 1 +
 daft-parquet/template.json                    | 1 +
 databend/template.json                        | 1 +
 datafusion-partitioned/template.json          | 1 +
 datafusion-vortex-partitioned/template.json   | 1 +
 datafusion-vortex/template.json               | 1 +
 datafusion/template.json                      | 1 +
 doris-parquet/template.json                   | 1 +
 doris/template.json                           | 1 +
 drill/template.json                           | 1 +
 druid/template.json                           | 1 +
 duckdb-dataframe/template.json                | 1 +
 duckdb-datalake-partitioned/template.json     | 1 +
 duckdb-datalake/template.json                 | 1 +
 duckdb-memory/template.json                   | 1 +
 duckdb-parquet-partitioned/template.json      | 1 +
 duckdb-parquet/template.json                  | 1 +
 duckdb-vortex-partitioned/template.json       | 1 +
 duckdb-vortex/template.json                   | 1 +
 duckdb/template.json                          | 1 +
 elasticsearch/template.json                   | 1 +
 firebolt/template.json                        | 1 +
 glaredb-partitioned/template.json             | 1 +
 glaredb/template.json                         | 1 +
 greenplum/template.json                       | 1 +
 heavyai/template.json                         | 1 +
 hyper-parquet/template.json                   | 1 +
 hyper/template.json                           | 1 +
 infobright/template.json                      | 1 +
 kinetica/template.json                        | 1 +
 mariadb-columnstore/template.json             | 1 +
 mariadb/template.json                         | 1 +
 monetdb/template.json                         | 1 +
 mongodb/template.json                         | 1 +
 mysql-myisam/template.json                    | 1 +
 mysql/template.json                           | 1 +
 octosql/template.json                         | 1 +
 opteryx/template.json                         | 1 +
 oxla/template.json                            | 1 +
 pandas/template.json                          | 1 +
 paradedb-partitioned/template.json            | 1 +
 paradedb/template.json                        | 1 +
 parseable/template.json                       | 1 +
 pg_duckdb-indexed/template.json               | 1 +
 pg_duckdb/template.json                       | 1 +
 pg_duckdb_parquet/template.json               | 1 +
 pg_mooncake/template.json                     | 1 +
 pgpro_tam/template.json                       | 1 +
 pinot/template.json                           | 1 +
 polars/template.json                          | 1 +
 polars_dataframe/template.json                | 1 +
 postgresql-indexed/template.json              | 1 +
 postgresql-orioledb/template.json             | 1 +
 postgresql/template.json                      | 1 +
 questdb/template.json                         | 1 +
 sail-partitioned/template.json                | 1 +
 sail/template.json                            | 1 +
 selectdb/template.json                        | 1 +
 siglens/template.json                         | 1 +
 singlestore/template.json                     | 1 +
 spark-auron/template.json                     | 1 +
 spark-comet/template.json                     | 1 +
 spark-gluten/template.json                    | 1 +
 spark/template.json                           | 1 +
 sqlite/template.json                          | 1 +
 starrocks/template.json                       | 1 +
 tidb/template.json                            | 1 +
 timescaledb-no-columnstore/template.json      | 1 +
 timescaledb/template.json                     | 1 +
 umbra/template.json                           | 1 +
 ursa/template.json                            | 1 +
 victorialogs/template.json                    | 1 +
 yugabytedb/template.json                      | 1 +
 90 files changed, 90 insertions(+)

diff --git a/arc/template.json b/arc/template.json
index 66aadd08a..6918ea720 100644
--- a/arc/template.json
+++ b/arc/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Arc",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": ["Go", "column-oriented", "time-series"]
 }
diff --git a/byconity/template.json b/byconity/template.json
index f41fed6b1..c72704da8 100644
--- a/byconity/template.json
+++ b/byconity/template.json
@@ -1,6 +1,7 @@
 {
     "system": "ByConity",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++", "column-oriented", "ClickHouse derivative","lukewarm-cold-run"]
 }
diff --git a/cedardb/template.json b/cedardb/template.json
index 8be854ff7..0ca174215 100644
--- a/cedardb/template.json
+++ b/cedardb/template.json
@@ -1,6 +1,7 @@
 {
     "system": "CedarDB",
     "proprietary": "yes",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"]
 }
diff --git a/chdb-dataframe/template.json b/chdb-dataframe/template.json
index 61d984129..55063eaef 100644
--- a/chdb-dataframe/template.json
+++ b/chdb-dataframe/template.json
@@ -1,6 +1,7 @@
 {
     "system": "chDB (DataFrame)",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe","lukewarm-cold-run"]
 }
diff --git a/chdb-parquet/template.json b/chdb-parquet/template.json
index 55a131176..e70ae5f0a 100644
--- a/chdb-parquet/template.json
+++ b/chdb-parquet/template.json
@@ -1,6 +1,7 @@
 {
     "system": "chDB (Parquet, partitioned)",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","lukewarm-cold-run"]
 }
diff --git a/chdb/template.json b/chdb/template.json
index 5203fc173..556674701 100644
--- a/chdb/template.json
+++ b/chdb/template.json
@@ -1,6 +1,7 @@
 {
     "system": "chDB",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","lukewarm-cold-run"]
 }
diff --git a/citus/template.json b/citus/template.json
index ee3ed3a2f..3ea670a03 100644
--- a/citus/template.json
+++ b/citus/template.json
@@ -1,6 +1,7 @@
 {
     "system": "Citus",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["C","PostgreSQL compatible","column-oriented","lukewarm-cold-run"]
 }
diff --git a/clickhouse-datalake-partitioned/template.json b/clickhouse-datalake-partitioned/template.json
index da9ec5ec8..145c95441 100644
--- a/clickhouse-datalake-partitioned/template.json
+++ b/clickhouse-datalake-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (data lake, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse-datalake/template.json b/clickhouse-datalake/template.json
index ebf16624b..3ee246c23 100644
--- a/clickhouse-datalake/template.json
+++ b/clickhouse-datalake/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (data lake, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse-parquet-partitioned/template.json b/clickhouse-parquet-partitioned/template.json
index 821bd61bc..71f979f7c 100644
--- a/clickhouse-parquet-partitioned/template.json
+++ b/clickhouse-parquet-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse-parquet/template.json b/clickhouse-parquet/template.json
index 3f2736a83..31b022202 100644
--- a/clickhouse-parquet/template.json
+++ b/clickhouse-parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (Parquet, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse-tencent/template.json b/clickhouse-tencent/template.json
index 5d5ff113b..3404ce29b 100644
--- a/clickhouse-tencent/template.json
+++ b/clickhouse-tencent/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (TCHouse-C)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse-web/template.json b/clickhouse-web/template.json
index a4995f184..9686fefe6 100644
--- a/clickhouse-web/template.json
+++ b/clickhouse-web/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse (web)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/clickhouse/template.json b/clickhouse/template.json
index f40efa435..2a0189dbc 100644
--- a/clickhouse/template.json
+++ b/clickhouse/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ClickHouse",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/cloudberry/template.json b/cloudberry/template.json
index cf01e649f..c0d0b70f1 100644
--- a/cloudberry/template.json
+++ b/cloudberry/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Cloudberry",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/cockroachdb/template.json b/cockroachdb/template.json
index 212ca4f56..4fcce1fc7 100644
--- a/cockroachdb/template.json
+++ b/cockroachdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "CockroachDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Go",
diff --git a/cratedb/template.json b/cratedb/template.json
index d60a99bf2..9f5838ec0 100644
--- a/cratedb/template.json
+++ b/cratedb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "CrateDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/daft-parquet-partitioned/template.json b/daft-parquet-partitioned/template.json
index 36efbfada..5f38c60ea 100644
--- a/daft-parquet-partitioned/template.json
+++ b/daft-parquet-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Daft (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/daft-parquet/template.json b/daft-parquet/template.json
index 718092aeb..d331ee5e8 100644
--- a/daft-parquet/template.json
+++ b/daft-parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Daft (Parquet, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/databend/template.json b/databend/template.json
index 7f6a0425a..e3b6500c3 100644
--- a/databend/template.json
+++ b/databend/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Databend",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/datafusion-partitioned/template.json b/datafusion-partitioned/template.json
index cff8f92c0..2550f6c39 100644
--- a/datafusion-partitioned/template.json
+++ b/datafusion-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DataFusion (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/datafusion-vortex-partitioned/template.json b/datafusion-vortex-partitioned/template.json
index 1ee5bea09..430571cad 100644
--- a/datafusion-vortex-partitioned/template.json
+++ b/datafusion-vortex-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DataFusion (Vortex, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/datafusion-vortex/template.json b/datafusion-vortex/template.json
index 403e51dc8..dda844de2 100644
--- a/datafusion-vortex/template.json
+++ b/datafusion-vortex/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DataFusion (Vortex, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/datafusion/template.json b/datafusion/template.json
index 351463fd6..5297b29fa 100644
--- a/datafusion/template.json
+++ b/datafusion/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DataFusion (Parquet, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/doris-parquet/template.json b/doris-parquet/template.json
index 3bf321862..70f2f29a6 100644
--- a/doris-parquet/template.json
+++ b/doris-parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Apache Doris (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/doris/template.json b/doris/template.json
index 0ab89c8e8..c565de1f6 100644
--- a/doris/template.json
+++ b/doris/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Apache Doris",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/drill/template.json b/drill/template.json
index 00130beb6..1543469bb 100644
--- a/drill/template.json
+++ b/drill/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Drill",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/druid/template.json b/druid/template.json
index fa83cecf5..832f9bb48 100644
--- a/druid/template.json
+++ b/druid/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Druid",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/duckdb-dataframe/template.json b/duckdb-dataframe/template.json
index c88b79de5..40865b10f 100644
--- a/duckdb-dataframe/template.json
+++ b/duckdb-dataframe/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (DataFrame)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-datalake-partitioned/template.json b/duckdb-datalake-partitioned/template.json
index 2d9cd5d4f..fe53b200d 100644
--- a/duckdb-datalake-partitioned/template.json
+++ b/duckdb-datalake-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (data lake, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-datalake/template.json b/duckdb-datalake/template.json
index 82968301e..51cc36825 100644
--- a/duckdb-datalake/template.json
+++ b/duckdb-datalake/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (data lake, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-memory/template.json b/duckdb-memory/template.json
index 0d9b235a7..b4d238cba 100644
--- a/duckdb-memory/template.json
+++ b/duckdb-memory/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (memory)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-parquet-partitioned/template.json b/duckdb-parquet-partitioned/template.json
index 1be2cdf48..0999709b0 100644
--- a/duckdb-parquet-partitioned/template.json
+++ b/duckdb-parquet-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-parquet/template.json b/duckdb-parquet/template.json
index e9a7ac889..4bd08d877 100644
--- a/duckdb-parquet/template.json
+++ b/duckdb-parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (Parquet, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/duckdb-vortex-partitioned/template.json b/duckdb-vortex-partitioned/template.json
index 84cd7c645..58d31e350 100644
--- a/duckdb-vortex-partitioned/template.json
+++ b/duckdb-vortex-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (Vortex, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/duckdb-vortex/template.json b/duckdb-vortex/template.json
index ded05d80c..db3105475 100644
--- a/duckdb-vortex/template.json
+++ b/duckdb-vortex/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB (Vortex, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/duckdb/template.json b/duckdb/template.json
index 8f7861425..7ff3e05ee 100644
--- a/duckdb/template.json
+++ b/duckdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "DuckDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/elasticsearch/template.json b/elasticsearch/template.json
index bd06493b4..018d07231 100644
--- a/elasticsearch/template.json
+++ b/elasticsearch/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Elasticsearch",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/firebolt/template.json b/firebolt/template.json
index 653a31154..b48735638 100644
--- a/firebolt/template.json
+++ b/firebolt/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Firebolt",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/glaredb-partitioned/template.json b/glaredb-partitioned/template.json
index 8e8b63fce..9c37f617b 100644
--- a/glaredb-partitioned/template.json
+++ b/glaredb-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "GlareDB (Parquet, partitioned)",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/glaredb/template.json b/glaredb/template.json
index 27c137df5..dfd763ce4 100644
--- a/glaredb/template.json
+++ b/glaredb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "GlareDB (Parquet, single)",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/greenplum/template.json b/greenplum/template.json
index 453c01c10..c06550602 100644
--- a/greenplum/template.json
+++ b/greenplum/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Greenplum",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/heavyai/template.json b/heavyai/template.json
index b15224ad5..110ed3065 100644
--- a/heavyai/template.json
+++ b/heavyai/template.json
@@ -1,6 +1,7 @@
 {
   "system": "HeavyAI",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/hyper-parquet/template.json b/hyper-parquet/template.json
index 124b2312e..eab92840c 100644
--- a/hyper-parquet/template.json
+++ b/hyper-parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Salesforce Hyper (Parquet)",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/hyper/template.json b/hyper/template.json
index 261ff5561..0b3c49afe 100644
--- a/hyper/template.json
+++ b/hyper/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Salesforce Hyper",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/infobright/template.json b/infobright/template.json
index 1abfa3bc8..8dc19d694 100644
--- a/infobright/template.json
+++ b/infobright/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Infobright",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/kinetica/template.json b/kinetica/template.json
index 8eaf61d66..ee5413506 100644
--- a/kinetica/template.json
+++ b/kinetica/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Kinetica",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/mariadb-columnstore/template.json b/mariadb-columnstore/template.json
index cf4b0fb23..f62c7ce78 100644
--- a/mariadb-columnstore/template.json
+++ b/mariadb-columnstore/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MariaDB ColumnStore",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/mariadb/template.json b/mariadb/template.json
index 592667bd3..17d3044d4 100644
--- a/mariadb/template.json
+++ b/mariadb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MariaDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/monetdb/template.json b/monetdb/template.json
index f3b022edb..a68b5be12 100644
--- a/monetdb/template.json
+++ b/monetdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MonetDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/mongodb/template.json b/mongodb/template.json
index fa4b7e50d..2fe149a98 100644
--- a/mongodb/template.json
+++ b/mongodb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MongoDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "row-oriented",
diff --git a/mysql-myisam/template.json b/mysql-myisam/template.json
index 1d2e1121e..83f281c33 100644
--- a/mysql-myisam/template.json
+++ b/mysql-myisam/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MySQL (MyISAM)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/mysql/template.json b/mysql/template.json
index acb6ab89e..e80bc1724 100644
--- a/mysql/template.json
+++ b/mysql/template.json
@@ -1,6 +1,7 @@
 {
   "system": "MySQL",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/octosql/template.json b/octosql/template.json
index 290a2dd46..72f8549b8 100644
--- a/octosql/template.json
+++ b/octosql/template.json
@@ -1,6 +1,7 @@
 {
   "system": "OctoSQL",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Go",
diff --git a/opteryx/template.json b/opteryx/template.json
index 5b447a22a..5fefb793f 100644
--- a/opteryx/template.json
+++ b/opteryx/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Opteryx",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "stateless",
diff --git a/oxla/template.json b/oxla/template.json
index f31c39bd1..0f1198b60 100644
--- a/oxla/template.json
+++ b/oxla/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Oxla",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/pandas/template.json b/pandas/template.json
index 2a89fe1b3..b5044021d 100644
--- a/pandas/template.json
+++ b/pandas/template.json
@@ -1,6 +1,7 @@
 {
     "system": "pandas",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": ["Python","dataframe","row-oriented", "lukewarm-cold-run"]
 }
diff --git a/paradedb-partitioned/template.json b/paradedb-partitioned/template.json
index 7d980103d..b22991665 100644
--- a/paradedb-partitioned/template.json
+++ b/paradedb-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ParadeDB (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/paradedb/template.json b/paradedb/template.json
index 3858b8e5a..439f218af 100644
--- a/paradedb/template.json
+++ b/paradedb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "ParadeDB (Parquet, single)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/parseable/template.json b/parseable/template.json
index cee92820e..c5224159e 100644
--- a/parseable/template.json
+++ b/parseable/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Parseable (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Rust",
diff --git a/pg_duckdb-indexed/template.json b/pg_duckdb-indexed/template.json
index 61e7ac23b..bda50c178 100644
--- a/pg_duckdb-indexed/template.json
+++ b/pg_duckdb-indexed/template.json
@@ -1,6 +1,7 @@
 {
   "system": "pg_duckdb (with indexes)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/pg_duckdb/template.json b/pg_duckdb/template.json
index 7be63ce47..d90996c31 100644
--- a/pg_duckdb/template.json
+++ b/pg_duckdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "pg_duckdb",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/pg_duckdb_parquet/template.json b/pg_duckdb_parquet/template.json
index 588893f88..8bf4d4eaf 100644
--- a/pg_duckdb_parquet/template.json
+++ b/pg_duckdb_parquet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "pg_duckdb (Parquet)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/pg_mooncake/template.json b/pg_mooncake/template.json
index f8c1302e0..073c1f3fd 100644
--- a/pg_mooncake/template.json
+++ b/pg_mooncake/template.json
@@ -1,6 +1,7 @@
 {
   "system": "PostgreSQL with pg_mooncake",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/pgpro_tam/template.json b/pgpro_tam/template.json
index 56e3806b2..732b8e861 100644
--- a/pgpro_tam/template.json
+++ b/pgpro_tam/template.json
@@ -1,6 +1,7 @@
 {
   "system": "pgpro_tam",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/pinot/template.json b/pinot/template.json
index fcf2d79c2..4530022bb 100644
--- a/pinot/template.json
+++ b/pinot/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Pinot",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/polars/template.json b/polars/template.json
index 717b342bc..a15b1f34b 100644
--- a/polars/template.json
+++ b/polars/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Polars (Parquet)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/polars_dataframe/template.json b/polars_dataframe/template.json
index 372cd60ea..855e7f4c6 100644
--- a/polars_dataframe/template.json
+++ b/polars_dataframe/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Polars (DataFrame)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented",
diff --git a/postgresql-indexed/template.json b/postgresql-indexed/template.json
index 71de5983f..ed2801782 100644
--- a/postgresql-indexed/template.json
+++ b/postgresql-indexed/template.json
@@ -1,6 +1,7 @@
 {
   "system": "PostgreSQL (with indexes)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "yes",
   "tags": [
     "C",
diff --git a/postgresql-orioledb/template.json b/postgresql-orioledb/template.json
index cae45b9ac..2bed5ab6c 100644
--- a/postgresql-orioledb/template.json
+++ b/postgresql-orioledb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "PostgreSQL (OrioleDB)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/postgresql/template.json b/postgresql/template.json
index 221840c7e..e6ac6e368 100644
--- a/postgresql/template.json
+++ b/postgresql/template.json
@@ -1,6 +1,7 @@
 {
   "system": "PostgreSQL",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/questdb/template.json b/questdb/template.json
index 1dd5768c8..f09a77410 100644
--- a/questdb/template.json
+++ b/questdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "QuestDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/sail-partitioned/template.json b/sail-partitioned/template.json
index 01b3ac542..ffa1dda85 100644
--- a/sail-partitioned/template.json
+++ b/sail-partitioned/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Sail (Parquet, partitioned)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented"
diff --git a/sail/template.json b/sail/template.json
index e1af3739d..ab820b2db 100644
--- a/sail/template.json
+++ b/sail/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Sail (Parquet)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "column-oriented"
diff --git a/selectdb/template.json b/selectdb/template.json
index 9de7fd62a..674d5ef5a 100644
--- a/selectdb/template.json
+++ b/selectdb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "SelectDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/siglens/template.json b/siglens/template.json
index cd6e97641..803a10e92 100644
--- a/siglens/template.json
+++ b/siglens/template.json
@@ -1,6 +1,7 @@
 {
   "system": "SigLens",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Go",
diff --git a/singlestore/template.json b/singlestore/template.json
index 08d29ddcf..37de7a19e 100644
--- a/singlestore/template.json
+++ b/singlestore/template.json
@@ -1,6 +1,7 @@
 {
   "system": "SingleStore",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "yes",
   "tags": [
     "MySQL compatible",
diff --git a/spark-auron/template.json b/spark-auron/template.json
index f568ddccc..3f6116d5c 100644
--- a/spark-auron/template.json
+++ b/spark-auron/template.json
@@ -1,6 +1,7 @@
 {
     "system": "Spark (Auron)",
     "proprietary": "no",
+  "hardware": "cpu",
     "tuned": "no",
     "tags": [
       "Java",
diff --git a/spark-comet/template.json b/spark-comet/template.json
index fd1a1cd20..aa512af26 100644
--- a/spark-comet/template.json
+++ b/spark-comet/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Spark (Comet)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/spark-gluten/template.json b/spark-gluten/template.json
index b2ca76311..674f71ad2 100644
--- a/spark-gluten/template.json
+++ b/spark-gluten/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Spark (Gluten-on-Velox)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/spark/template.json b/spark/template.json
index d4705374e..977016192 100644
--- a/spark/template.json
+++ b/spark/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Spark",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Java",
diff --git a/sqlite/template.json b/sqlite/template.json
index 3a8533819..005e369a7 100644
--- a/sqlite/template.json
+++ b/sqlite/template.json
@@ -1,6 +1,7 @@
 {
   "system": "SQLite",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/starrocks/template.json b/starrocks/template.json
index 2459e6fec..43d5af648 100644
--- a/starrocks/template.json
+++ b/starrocks/template.json
@@ -1,6 +1,7 @@
 {
   "system": "StarRocks",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/tidb/template.json b/tidb/template.json
index 407314dbd..c7e7716e5 100644
--- a/tidb/template.json
+++ b/tidb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "TiDB (TiFlash only)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/timescaledb-no-columnstore/template.json b/timescaledb-no-columnstore/template.json
index 1ca4b54c8..74c2b2a80 100644
--- a/timescaledb-no-columnstore/template.json
+++ b/timescaledb-no-columnstore/template.json
@@ -1,6 +1,7 @@
 {
   "system": "TimescaleDB (no columnstore)",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/timescaledb/template.json b/timescaledb/template.json
index 872502665..ee4281bc5 100644
--- a/timescaledb/template.json
+++ b/timescaledb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "TimescaleDB",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C",
diff --git a/umbra/template.json b/umbra/template.json
index ebc2e6a63..4c52a7fa6 100644
--- a/umbra/template.json
+++ b/umbra/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Umbra",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/ursa/template.json b/ursa/template.json
index 097a62391..5b4b5371c 100644
--- a/ursa/template.json
+++ b/ursa/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Ursa",
   "proprietary": "yes",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",
diff --git a/victorialogs/template.json b/victorialogs/template.json
index 9f7e4ba94..9b4ba4002 100644
--- a/victorialogs/template.json
+++ b/victorialogs/template.json
@@ -1,6 +1,7 @@
 {
   "system": "VictoriaLogs",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "Go",
diff --git a/yugabytedb/template.json b/yugabytedb/template.json
index 1e9d7af89..6147ce1f9 100644
--- a/yugabytedb/template.json
+++ b/yugabytedb/template.json
@@ -1,6 +1,7 @@
 {
   "system": "Yugabyte",
   "proprietary": "no",
+  "hardware": "cpu",
   "tuned": "no",
   "tags": [
     "C++",