diff --git a/CHANGELOG.md b/CHANGELOG.md
index dda2e1655..8cdb6dc83 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,7 @@ All notable changes to this project will be documented in this file.
 - opa: Add `1.16.2` ([#1509]).
 - kafka: Add `3.9.2` and `4.2.1` ([#1483]).
 - trino: Add `481` ([#1518]).
+- airflow: Add `3.2.1` ([#1519]).
 
 ### Changed
 
@@ -51,6 +52,7 @@ All notable changes to this project will be documented in this file.
 [#1510]: https://github.com/stackabletech/docker-images/pull/1510
 [#1512]: https://github.com/stackabletech/docker-images/pull/1512
 [#1518]: https://github.com/stackabletech/docker-images/pull/1518
+[#1519]: https://github.com/stackabletech/docker-images/pull/1519
 [#1520]: https://github.com/stackabletech/docker-images/pull/1520
 
 ## [26.3.0] - 2026-03-16
diff --git a/airflow/Dockerfile b/airflow/Dockerfile
index 12cddcb02..a90813a20 100644
--- a/airflow/Dockerfile
+++ b/airflow/Dockerfile
@@ -164,6 +164,7 @@ else
 fi
 
 # Needed for pandas S3 integration to e.g. write and read csv and parquet files to/from S3
+# TODO: s3fs may already be installed via the s3fs extra and constraints. Check if this explicit install is still needed.
 uv pip install --no-cache-dir s3fs==${S3FS_VERSION} cyclonedx-bom==${CYCLONEDX_BOM_VERSION}
 # Needed for OIDC
 uv pip install --no-cache-dir Flask_OIDC==2.2.0 Flask-OpenID==1.3.1
@@ -172,11 +173,7 @@ uv pip install --no-cache-dir /tmp/opa_auth_manager-0.1.0-py3-none-any.whl
 
 # Create the SBOM for Airflow
 # Important: All `pip install` commands must be above this line, otherwise the SBOM will be incomplete
-if [ "$PRODUCT_VERSION" == "2.9.3" ] || [ "$PRODUCT_VERSION" == "3.0.6" ]; then
-  cyclonedx-py environment --schema-version 1.5 --outfile /tmp/sbom.json
-else
-  cyclonedx-py environment --spec-version 1.5 --output-file /tmp/sbom.json
-fi
+cyclonedx-py environment --spec-version 1.5 --output-file /tmp/sbom.json
 uv pip uninstall cyclonedx-bom
 
 # Break circular dependencies by removing the apache-airflow dependency from the providers
diff --git a/airflow/boil-config.toml b/airflow/boil-config.toml
index 7835a1352..a915c50f9 100644
--- a/airflow/boil-config.toml
+++ b/airflow/boil-config.toml
@@ -8,12 +8,15 @@ vector = "0.55.0"
 stackable-devel = "1.0.0"
 
 [versions."2.9.3".build-arguments]
+# NOTE: Python version is kept stable unless the new Airflow version drops support for it.
 python-version = "3.9"
-git-sync-version = "v4.4.1"
+git-sync-version = "v4.6.0"
+# Must match the version in the constraints file.
+# TODO: Check if this can be removed in favour of letting it come in via the s3fs extra and constraints.
 s3fs-version = "2024.9.0"
-cyclonedx-bom-version = "6.0.0"
+cyclonedx-bom-version = "7.3.0"
 tini-version = "0.19.0"
-uv-version = "0.7.8"
+uv-version = "0.11.7"
 airflow-extras-other = "async,amazon,celery,cncf.kubernetes,docker,dask,elasticsearch,ftp,grpc,hashicorp,http,ldap,google,google_auth,microsoft.azure,odbc,pandas,postgres,redis,sendgrid,sftp,slack,ssh,statsd,virtualenv,trino"
 opa-auth-manager = "airflow-2"
 nodejs-version = "20"
@@ -25,14 +28,19 @@ vector = "0.55.0"
 stackable-devel = "1.0.0"
 
 [versions."3.0.6".build-arguments]
+# NOTE: Python version is kept stable unless the new Airflow version drops support for it.
 python-version = "3.12"
-git-sync-version = "v4.4.1"
+git-sync-version = "v4.6.0"
+# Must match the version in the constraints file.
+# TODO: Check if this can be removed in favour of letting it come in via the s3fs extra and constraints.
 s3fs-version = "2024.9.0"
-cyclonedx-bom-version = "6.0.0"
+cyclonedx-bom-version = "7.3.0"
 tini-version = "0.19.0"
-uv-version = "0.7.8"
+uv-version = "0.11.7"
 
-# Airflow extras are defined in separate lists to make them easier to check against the links below. The lists will be concatenated and duplicates removed in the dockerfile.
+# Airflow extras are defined in separate lists to make them easier to check against the links below.
+# The lists will be concatenated and duplicates removed in the dockerfile.
+# TODO: Add policy for when to add extras.
 # See https://airflow.apache.org/docs/apache-airflow/3.0.6/extra-packages-ref.html#core-airflow-extras
 airflow-extras-core = "async,graphviz,kerberos,otel,sentry,standard,statsd"
 
@@ -54,39 +62,83 @@ airflow-extras-other = "common-compat,common-io,common-messaging,common-sql,ftp,
 opa-auth-manager = "airflow-3"
 nodejs-version = "20"
 
-# Supported
+# Deprecated
 [versions."3.1.6".local-images]
 "shared/statsd-exporter" = "0.28.0"
 vector = "0.55.0"
 stackable-devel = "1.0.0"
 
 [versions."3.1.6".build-arguments]
-# NOTE (@Techassi): Maybe this version can be bumped
+# NOTE: Python version is kept stable unless the new Airflow version drops support for it.
 python-version = "3.12"
-git-sync-version = "v4.5.1"
+git-sync-version = "v4.6.0"
+# Must match the version in the constraints file.
+# TODO: Check if this can be removed in favour of letting it come in via the s3fs extra and constraints.
 s3fs-version = "2026.1.0"
-cyclonedx-bom-version = "7.2.1"
+cyclonedx-bom-version = "7.3.0"
+tini-version = "0.19.0"
+uv-version = "0.11.7"
+
+# Airflow extras are defined in separate lists to make them easier to check against the links below.
+# The lists will be concatenated and duplicates removed in the dockerfile.
+# TODO: Add policy for when to add extras.
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#core-airflow-extras
+airflow-extras-core = "async,graphviz,kerberos,otel,sentry,standard,statsd"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#meta-airflow-package-extras
+airflow-extras-meta = "aiobotocore,cloudpickle,github-enterprise,google-auth,graphviz,ldap,leveldb,pandas,polars,rabbitmq,s3fs,saml,uv"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#apache-software-extras
+airflow-extras-provider-apache = "apache-beam,apache-cassandra,apache-drill,apache-druid,apache-flink,apache-hdfs,apache-hive,apache-iceberg,apache-impala,apache-kafka,apache-kylin,apache-livy,apache-pig,apache-pinot"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#external-services-extras
+airflow-extras-external-services = "airbyte,alibaba,apprise,amazon,asana,atlassian-jira,microsoft-azure,cloudant,cohere,databricks,datadog,dbt-cloud,dingding,discord,facebook,github,google,hashicorp,openai,opsgenie,pagerduty,pgvector,pinecone,qdrant,salesforce,sendgrid,segment,slack,snowflake,tableau,tabular,telegram,vertica,weaviate,yandex,ydb,zendesk"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#locally-installed-software-extras
+airflow-extras-locally-installed-software = "arangodb,celery,cncf-kubernetes,docker,edge3,elasticsearch,exasol,fab,git,github,influxdb,jenkins,mongo,microsoft-mssql,neo4j,odbc,openfaas,oracle,postgres,presto,redis,samba,singularity,teradata,trino"
+
+# See https://airflow.apache.org/docs/apache-airflow/3.1.6/extra-packages-ref.html#other-extras
+airflow-extras-other = "common-compat,common-io,common-messaging,common-sql,ftp,grpc,http,imap,jdbc,microsoft-psrp,microsoft-winrm,openlineage,opensearch,papermill,sftp,smtp,sqlite,ssh"
+
+opa-auth-manager = "airflow-3"
+nodejs-version = "22"
+
+# Supported
+[versions."3.2.1".local-images]
+"shared/statsd-exporter" = "0.28.0"
+vector = "0.55.0"
+stackable-devel = "1.0.0"
+
+[versions."3.2.1".build-arguments]
+# NOTE: Python version is kept stable unless the new Airflow version drops support for it.
+python-version = "3.12"
+git-sync-version = "v4.6.0"
+# Must match the version in the constraints file.
+# TODO: Check if this can be removed in favour of letting it come in via the s3fs extra and constraints.
+s3fs-version = "2026.3.0"
+cyclonedx-bom-version = "7.3.0"
 tini-version = "0.19.0"
-# NOTE (@Techassi): Maybe this version can be bumped
-uv-version = "0.7.22"
+uv-version = "0.11.7"
 
-# Airflow extras are defined in separate lists to make them easier to check against the links below. The lists will be concatenated and duplicates removed in the dockerfile.
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#core-airflow-extras
+# Airflow extras are defined in separate lists to make them easier to check against the links below.
+# The lists will be concatenated and duplicates removed in the dockerfile.
+# TODO: Add policy for when to add extras.
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#core-airflow-extras
 airflow-extras-core = "async,graphviz,kerberos,otel,sentry,standard,statsd"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#meta-airflow-package-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#meta-airflow-package-extras
 airflow-extras-meta = "aiobotocore,cloudpickle,github-enterprise,google-auth,graphviz,ldap,leveldb,pandas,polars,rabbitmq,s3fs,saml,uv"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#apache-software-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#apache-software-extras
 airflow-extras-provider-apache = "apache-beam,apache-cassandra,apache-drill,apache-druid,apache-flink,apache-hdfs,apache-hive,apache-iceberg,apache-impala,apache-kafka,apache-kylin,apache-livy,apache-pig,apache-pinot"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#external-services-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#external-services-extras
 airflow-extras-external-services = "airbyte,alibaba,apprise,amazon,asana,atlassian-jira,microsoft-azure,cloudant,cohere,databricks,datadog,dbt-cloud,dingding,discord,facebook,github,google,hashicorp,openai,opsgenie,pagerduty,pgvector,pinecone,qdrant,salesforce,sendgrid,segment,slack,snowflake,tableau,tabular,telegram,vertica,weaviate,yandex,ydb,zendesk"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#locally-installed-software-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#locally-installed-software-extras
 airflow-extras-locally-installed-software = "arangodb,celery,cncf-kubernetes,docker,edge3,elasticsearch,exasol,fab,git,github,influxdb,jenkins,mongo,microsoft-mssql,neo4j,odbc,openfaas,oracle,postgres,presto,redis,samba,singularity,teradata,trino"
 
-# See https://airflow.apache.org/docs/apache-airflow/3.1.5/extra-packages-ref.html#other-extras
+# See https://airflow.apache.org/docs/apache-airflow/3.2.1/extra-packages-ref.html#other-extras
 airflow-extras-other = "common-compat,common-io,common-messaging,common-sql,ftp,grpc,http,imap,jdbc,microsoft-psrp,microsoft-winrm,openlineage,opensearch,papermill,sftp,smtp,sqlite,ssh"
 
 opa-auth-manager = "airflow-3"
diff --git a/airflow/stackable/constraints/3.2.1/build-constraints-python3.12.txt b/airflow/stackable/constraints/3.2.1/build-constraints-python3.12.txt
new file mode 100644
index 000000000..c2761bf04
--- /dev/null
+++ b/airflow/stackable/constraints/3.2.1/build-constraints-python3.12.txt
@@ -0,0 +1 @@
+Cython>=3.1.0
diff --git a/airflow/stackable/constraints/3.2.1/constraints-python3.12.txt b/airflow/stackable/constraints/3.2.1/constraints-python3.12.txt
new file mode 100644
index 000000000..caf107584
--- /dev/null
+++ b/airflow/stackable/constraints/3.2.1/constraints-python3.12.txt
@@ -0,0 +1,710 @@
+
+#
+# This constraints file was automatically generated on 2026-04-21T00:39:47.116640
+# via `uv pip install --resolution highest` for the "v3-2-test" branch of Airflow.
+# This variant of constraints install uses the HEAD of the branch version for 'apache-airflow' but installs
+# the providers from PIP-released packages at the moment of the constraint generation.
+#
+# Those constraints are actually those that regular users use to install released version of Airflow.
+# We also use those constraints after "apache-airflow" is released and the constraints are tagged with
+# "constraints-X.Y.Z" tag to build the production image for that version.
+#
+# This constraints file is meant to be used only in the "apache-airflow" installation command and not
+# in all subsequent pip commands. By using a constraints.txt file, we ensure that solely the Airflow
+# installation step is reproducible. Subsequent pip commands may install packages that would have
+# been incompatible with the constraints used in Airflow reproducible installation step. Finally, pip
+# commands that might change the installed version of apache-airflow should include "apache-airflow==X.Y.Z"
+# in the list of install targets to prevent Airflow accidental upgrade or downgrade.
+#
+# Typical installation process of airflow for Python 3.12 is (with random selection of extras and custom
+# dependencies added), usually consists of two steps:
+#
+# 1. Reproducible installation of airflow with selected providers (note constraints are used):
+#
+# pip install "apache-airflow[celery,cncf.kubernetes,google,amazon,snowflake]==X.Y.Z" \
+#     --constraint \
+#    "https://raw.githubusercontent.com/apache/airflow/constraints-X.Y.Z/constraints-3.12.txt"
+#
+# 2. Installing own dependencies that are potentially not matching the constraints (note constraints are not
+#    used, and apache-airflow==X.Y.Z is used to make sure there is no accidental airflow upgrade/downgrade.
+#
+# pip install "apache-airflow==X.Y.Z" "snowflake-connector-python[pandas]=N.M.O"
+#
+APScheduler==3.11.2
+Authlib==1.6.11
+Deprecated==1.3.1
+Events==0.5
+Flask-JWT-Extended==4.7.1
+Flask-Limiter==3.12
+Flask-Login==0.6.3
+Flask-SQLAlchemy==3.1.1
+Flask-Session==0.8.0
+Flask-WTF==1.2.2
+Flask==3.1.3
+GitPython==3.1.46
+JayDeBeApi==1.2.3
+Jinja2==3.1.6
+Mako==1.3.11
+Markdown==3.10.2
+MarkupSafe==3.0.3
+PyAthena==3.30.1
+PyGithub==2.9.1
+PyHive==0.7.0
+PyJWT==2.12.1
+PyMySQL==1.1.2
+PyNaCl==1.6.2
+PyYAML==6.0.3
+Pygments==2.20.0
+SQLAlchemy-Utils==0.42.1
+SQLAlchemy==2.0.49
+SecretStorage==3.5.0
+WTForms==3.2.1
+Werkzeug==3.1.8
+a2wsgi==1.10.10
+adal==1.2.7
+adbc-driver-manager==1.11.0
+adbc-driver-postgresql==1.11.0
+adbc-driver-sqlite==1.11.0
+adlfs==2026.4.0
+aenum==3.1.17
+aiobotocore==3.4.0
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp-cors==0.8.1
+aiohttp==3.13.5
+aioitertools==0.13.0
+aiomysql==0.3.2
+aiosignal==1.4.0
+aiosmtplib==5.1.0
+aiosqlite==0.21.0
+airbyte-api==0.53.0
+alembic==1.18.4
+alibabacloud-adb20211201==3.7.1
+alibabacloud-credentials-api==1.0.0
+alibabacloud-credentials==1.0.8
+alibabacloud-oss-v2==1.2.5
+alibabacloud-tea-openapi==0.4.4
+alibabacloud-tea-util==0.3.14
+alibabacloud-tea==0.4.3
+alibabacloud_gateway_spi==0.0.3
+amqp==5.3.1
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.13.0
+apache-airflow-providers-airbyte==5.4.1
+apache-airflow-providers-alibaba==3.3.7
+apache-airflow-providers-amazon==9.25.0
+apache-airflow-providers-apache-cassandra==3.9.4
+apache-airflow-providers-apache-drill==3.3.2
+apache-airflow-providers-apache-druid==4.5.2
+apache-airflow-providers-apache-flink==1.8.4
+apache-airflow-providers-apache-hdfs==4.11.5
+apache-airflow-providers-apache-hive==9.4.2
+apache-airflow-providers-apache-iceberg==2.0.2
+apache-airflow-providers-apache-impala==1.9.2
+apache-airflow-providers-apache-kafka==1.13.2
+apache-airflow-providers-apache-kylin==3.10.4
+apache-airflow-providers-apache-livy==4.5.5
+apache-airflow-providers-apache-pig==4.8.4
+apache-airflow-providers-apache-pinot==4.10.2
+apache-airflow-providers-apache-spark==6.0.1
+apache-airflow-providers-apache-tinkerpop==1.1.3
+apache-airflow-providers-apprise==2.3.3
+apache-airflow-providers-arangodb==2.9.4
+apache-airflow-providers-asana==2.11.3
+apache-airflow-providers-atlassian-jira==3.3.3
+apache-airflow-providers-celery==3.18.0
+apache-airflow-providers-cloudant==4.3.4
+apache-airflow-providers-cncf-kubernetes==10.16.0
+apache-airflow-providers-cohere==1.6.5
+apache-airflow-providers-common-ai==0.1.0
+apache-airflow-providers-common-compat==1.14.3
+apache-airflow-providers-common-io==1.7.2
+apache-airflow-providers-common-messaging==2.0.3
+apache-airflow-providers-common-sql==1.34.0
+apache-airflow-providers-databricks==7.12.1
+apache-airflow-providers-datadog==3.10.4
+apache-airflow-providers-dbt-cloud==4.8.1
+apache-airflow-providers-dingding==3.9.4
+apache-airflow-providers-discord==3.12.2
+apache-airflow-providers-docker==4.5.5
+apache-airflow-providers-edge3==3.4.0
+apache-airflow-providers-elasticsearch==6.5.2
+apache-airflow-providers-exasol==4.10.2
+apache-airflow-providers-fab==3.6.1
+apache-airflow-providers-facebook==3.9.4
+apache-airflow-providers-ftp==3.14.3
+apache-airflow-providers-git==0.3.1
+apache-airflow-providers-github==2.11.2
+apache-airflow-providers-google==21.1.0
+apache-airflow-providers-grpc==3.9.4
+apache-airflow-providers-hashicorp==4.5.2
+apache-airflow-providers-http==6.0.2
+apache-airflow-providers-imap==3.11.2
+apache-airflow-providers-influxdb==2.10.4
+apache-airflow-providers-informatica==0.1.3
+apache-airflow-providers-jdbc==5.4.3
+apache-airflow-providers-jenkins==4.2.5
+apache-airflow-providers-keycloak==0.7.1
+apache-airflow-providers-microsoft-azure==13.1.1
+apache-airflow-providers-microsoft-mssql==4.5.2
+apache-airflow-providers-microsoft-psrp==3.2.5
+apache-airflow-providers-microsoft-winrm==3.14.2
+apache-airflow-providers-mongo==5.3.5
+apache-airflow-providers-mysql==6.5.2
+apache-airflow-providers-neo4j==3.11.5
+apache-airflow-providers-odbc==4.12.2
+apache-airflow-providers-openai==1.7.4
+apache-airflow-providers-openfaas==3.9.4
+apache-airflow-providers-openlineage==2.14.0
+apache-airflow-providers-opensearch==1.9.0
+apache-airflow-providers-opsgenie==5.10.3
+apache-airflow-providers-oracle==4.5.3
+apache-airflow-providers-pagerduty==5.2.5
+apache-airflow-providers-papermill==3.12.3
+apache-airflow-providers-pgvector==1.7.1
+apache-airflow-providers-pinecone==2.4.4
+apache-airflow-providers-postgres==6.6.3
+apache-airflow-providers-presto==5.11.2
+apache-airflow-providers-qdrant==1.5.5
+apache-airflow-providers-redis==4.4.4
+apache-airflow-providers-salesforce==5.14.0
+apache-airflow-providers-samba==4.12.5
+apache-airflow-providers-segment==3.9.4
+apache-airflow-providers-sendgrid==4.2.2
+apache-airflow-providers-sftp==5.7.3
+apache-airflow-providers-singularity==3.9.3
+apache-airflow-providers-slack==9.10.0
+apache-airflow-providers-smtp==2.4.5
+apache-airflow-providers-snowflake==6.12.1
+apache-airflow-providers-sqlite==4.3.2
+apache-airflow-providers-ssh==5.0.0
+apache-airflow-providers-standard==1.12.3
+apache-airflow-providers-tableau==5.4.0
+apache-airflow-providers-telegram==4.9.4
+apache-airflow-providers-teradata==3.5.2
+apache-airflow-providers-trino==6.5.2
+apache-airflow-providers-vertica==4.3.2
+apache-airflow-providers-weaviate==3.3.3
+apache-airflow-providers-yandex==4.4.2
+apache-airflow-providers-ydb==2.5.2
+apache-airflow-providers-zendesk==4.11.3
+apispec==6.10.0
+apprise==1.9.9
+argcomplete==3.6.3
+asana==5.2.4
+asgiref==3.11.1
+asn1crypto==1.5.1
+asttokens==3.0.1
+async-timeout==4.0.3
+asyncpg==0.31.0
+asyncssh==2.22.0
+atlasclient==1.0.0
+atlassian-python-api==4.0.7
+attrs==26.1.0
+azure-batch==14.2.0
+azure-common==1.1.28
+azure-core==1.39.0
+azure-cosmos==4.15.0
+azure-datalake-store==0.0.53
+azure-identity==1.25.3
+azure-keyvault-secrets==4.10.0
+azure-kusto-data==6.0.3
+azure-mgmt-compute==37.2.0
+azure-mgmt-containerinstance==10.1.0
+azure-mgmt-containerregistry==15.0.0
+azure-mgmt-core==1.6.0
+azure-mgmt-cosmosdb==9.9.0
+azure-mgmt-datafactory==9.3.0
+azure-mgmt-datalake-nspkg==3.0.1
+azure-mgmt-datalake-store==0.5.0
+azure-mgmt-nspkg==3.0.2
+azure-mgmt-resource==25.0.0
+azure-mgmt-storage==24.0.1
+azure-nspkg==3.0.2
+azure-servicebus==7.14.3
+azure-storage-blob==12.28.0
+azure-storage-file-datalake==12.23.0
+azure-storage-file-share==12.24.0
+azure-synapse-artifacts==0.22.0
+azure-synapse-spark==0.7.0
+babel==2.18.0
+backoff==2.2.1
+bcrypt==5.0.0
+beautifulsoup4==4.14.3
+billiard==4.2.4
+bitarray==3.8.1
+black==26.3.1
+bleach==6.3.0
+blinker==1.9.0
+boto3==1.42.84
+botocore==1.42.84
+cachelib==0.13.0
+cachetools==6.2.6
+cadwyn==6.2.0
+cassandra-driver==3.30.0
+cattrs==26.1.0
+celery==5.6.3
+certifi==2026.2.25
+cffi==2.0.0
+chardet==6.0.0.post1
+charset-normalizer==3.4.7
+ciso8601==2.3.3
+click-didyoumean==0.3.1
+click-plugins==1.1.1.2
+click-repl==0.3.0
+click==8.3.2
+cloudpickle==3.1.1
+cohere==5.21.1
+colorama==0.4.6
+colorful==0.5.8
+colorlog==6.10.1
+comm==0.2.3
+confluent-kafka==2.14.0
+crcmod-plus==2.3.1
+cron_descriptor==2.0.8
+croniter==6.2.2
+cryptography==46.0.7
+curlify==3.0.0
+darabonba-core==1.0.5
+databricks-sql-connector==4.2.5
+dataclasses-json==0.6.7
+datadog==0.52.1
+db-dtypes==1.5.1
+debugpy==1.8.20
+decorator==5.2.1
+defusedxml==0.7.1
+deprecation==2.1.0
+dill==0.4.1
+distlib==0.4.0
+distro==1.9.0
+dnspython==2.8.0
+docker==7.1.0
+docopt==0.6.2
+docstring_parser==0.18.0
+durationpy==0.10
+ecdsa==0.19.2
+elastic-transport==9.2.1
+elasticsearch==9.3.0
+email-validator==2.3.0
+entrypoints==0.4
+et_xmlfile==2.0.0
+eventlet==0.41.0
+executing==2.2.1
+facebook_business==25.0.1
+fastapi-cli==0.0.24
+fastapi==0.136.0
+fastavro==1.12.1
+fastjsonschema==2.21.2
+fastuuid==0.14.0
+filelock==3.28.0
+flask-appbuilder==5.2.0
+flask-babel==4.0.0
+flower==2.0.1
+frozenlist==1.8.0
+fsspec==2026.3.0
+future==1.0.0
+gcloud-aio-auth==5.4.4
+gcloud-aio-bigquery==7.1.0
+gcloud-aio-storage==9.6.4
+gcsfs==2026.3.0
+genai-prices==0.0.56
+geomet==1.1.0
+gevent==26.4.0
+gitdb==4.0.12
+google-ads==30.0.0
+google-analytics-admin==0.28.0
+google-api-core==2.30.3
+google-api-python-client==2.194.0
+google-auth-httplib2==0.3.1
+google-auth-oauthlib==1.3.1
+google-auth==2.49.2
+google-cloud-aiplatform==1.148.0
+google-cloud-alloydb==0.9.0
+google-cloud-appengine-logging==1.9.0
+google-cloud-audit-log==0.5.0
+google-cloud-automl==2.19.0
+google-cloud-batch==0.21.0
+google-cloud-bigquery-datatransfer==3.22.0
+google-cloud-bigquery-storage==2.37.0
+google-cloud-bigquery==3.41.0
+google-cloud-bigtable==2.36.0
+google-cloud-build==3.36.0
+google-cloud-compute==1.47.0
+google-cloud-container==2.64.0
+google-cloud-core==2.5.1
+google-cloud-datacatalog==3.30.0
+google-cloud-dataflow-client==0.13.0
+google-cloud-dataform==0.10.0
+google-cloud-dataplex==2.18.0
+google-cloud-dataproc-metastore==1.22.0
+google-cloud-dataproc==5.27.0
+google-cloud-dlp==3.36.0
+google-cloud-kms==3.12.0
+google-cloud-language==2.20.0
+google-cloud-logging==3.15.0
+google-cloud-managedkafka==0.4.0
+google-cloud-memcache==1.15.0
+google-cloud-monitoring==2.30.0
+google-cloud-orchestration-airflow==1.20.0
+google-cloud-os-login==2.20.0
+google-cloud-pubsub==2.37.0
+google-cloud-redis==2.21.0
+google-cloud-resource-manager==1.17.0
+google-cloud-run==0.16.0
+google-cloud-secret-manager==2.27.0
+google-cloud-spanner==3.65.0
+google-cloud-speech==2.38.0
+google-cloud-storage-control==1.11.0
+google-cloud-storage-transfer==1.20.0
+google-cloud-storage==3.10.1
+google-cloud-tasks==2.22.0
+google-cloud-texttospeech==2.36.0
+google-cloud-translate==3.26.0
+google-cloud-videointelligence==2.19.0
+google-cloud-vision==3.13.0
+google-cloud-workflows==1.21.0
+google-crc32c==1.8.0
+google-genai==1.73.1
+google-resumable-media==2.8.2
+googleapis-common-protos==1.74.0
+graphviz==0.21
+greenback==1.3.0
+greenlet==3.4.0
+gremlinpython==3.8.1
+griffelib==2.0.2
+grpc-google-iam-v1==0.14.4
+grpc-interceptor==0.15.4
+grpcio-gcp==0.2.2
+grpcio-health-checking==1.80.0
+grpcio-status==1.80.0
+grpcio-tools==1.80.0
+grpcio==1.80.0
+gssapi==1.11.1
+gunicorn==25.3.0
+h11==0.16.0
+h2==4.3.0
+hdfs==2.7.3
+hf-xet==1.4.3
+hmsclient==0.1.1
+hpack==4.1.0
+httpcore==1.0.9
+httplib2==0.31.2
+httptools==0.7.1
+httpx==0.28.1
+huggingface_hub==1.11.0
+humanize==4.15.0
+hvac==2.4.0
+hyperframe==6.1.0
+ibm-cloud-sdk-core==3.24.4
+ibmcloudant==0.11.5
+idna==3.11
+ijson==3.4.0.post0
+immutabledict==4.3.1
+importlib_metadata==8.7.1
+importlib_resources==7.1.0
+impyla==0.22.0
+inflection==0.5.1
+influxdb-client==1.50.0
+ipykernel==7.2.0
+ipython==9.12.0
+ipython_pygments_lexers==1.1.1
+isodate==0.7.2
+itsdangerous==2.2.0
+jaraco.classes==3.4.0
+jaraco.context==6.1.2
+jaraco.functools==4.4.0
+jedi==0.19.2
+jeepney==0.9.0
+jiter==0.14.0
+jmespath==1.1.0
+joblib==1.5.3
+jpype1==1.7.0
+jsonpath-ng==1.8.0
+jsonpath-python==1.1.5
+jsonschema-specifications==2025.9.1
+jsonschema==4.26.0
+jupyter_client==8.8.0
+jupyter_core==5.9.1
+jupyterlab_pygments==0.3.0
+jwcrypto==1.5.7
+keyring==25.7.0
+kombu==5.6.2
+krb5==0.9.0
+kubernetes==35.0.0
+kubernetes_asyncio==35.0.1
+kylinpy==2.8.4
+lazy-object-proxy==1.12.0
+libcst==1.8.6
+limits==5.8.0
+linkify-it-py==2.1.0
+litellm==1.82.6
+lockfile==0.12.2
+logfire-api==4.32.1
+looker_sdk==26.6.1
+lxml==6.0.2
+lz4==4.4.5
+markdown-it-py==4.0.0
+marshmallow-sqlalchemy==1.5.0
+marshmallow==3.26.2
+matplotlib-inline==0.2.1
+mdit-py-plugins==0.5.0
+mdurl==0.1.2
+memray==1.19.3
+mergedeep==1.3.4
+methodtools==0.4.7
+microsoft-kiota-abstractions==1.10.1
+microsoft-kiota-authentication-azure==1.10.1
+microsoft-kiota-http==1.10.1
+microsoft-kiota-serialization-json==1.10.1
+microsoft-kiota-serialization-text==1.10.1
+mistune==3.2.0
+mmh3==5.2.1
+more-itertools==11.0.2
+msal-extensions==1.3.1
+msal==1.36.0
+msgpack==1.1.2
+msgraph-core==1.3.8
+msgraphfs==0.4
+msgspec==0.21.1
+msrest==0.7.1
+msrestazure==0.6.4.post1
+multi_key_dict==2.0.3
+multidict==6.7.1
+mypy_extensions==1.1.0
+mysql-connector-python==9.6.0
+mysqlclient==2.2.8
+natsort==8.4.0
+nbclient==0.10.4
+nbconvert==7.17.1
+nbformat==5.10.4
+neo4j==6.1.0
+nest-asyncio==1.6.0
+numpy==2.4.4
+oauthlib==3.3.1
+openai==2.32.0
+opencensus-context==0.1.3
+opencensus==0.11.4
+openlineage-integration-common==1.46.0
+openlineage-python==1.46.0
+openlineage_sql==1.46.0
+openpyxl==3.1.5
+opensearch-protobufs==0.19.0
+opensearch-py==3.1.0
+opentelemetry-api==1.41.0
+opentelemetry-exporter-otlp-proto-common==1.41.0
+opentelemetry-exporter-otlp-proto-grpc==1.41.0
+opentelemetry-exporter-otlp-proto-http==1.41.0
+opentelemetry-exporter-otlp==1.41.0
+opentelemetry-exporter-prometheus==0.62b0
+opentelemetry-proto==1.41.0
+opentelemetry-resourcedetector-gcp==1.11.0a0
+opentelemetry-sdk==1.41.0
+opentelemetry-semantic-conventions==0.62b0
+opsgenie-sdk==2.1.5
+oracledb==3.4.2
+ordered-set==4.1.0
+orjson==3.11.8
+outcome==1.3.0.post0
+packaging==26.1
+pagerduty==6.2.1
+pandas-gbq==0.35.0
+pandas-stubs==3.0.0.260204
+pandas==2.3.3
+pandocfilters==1.5.1
+papermill==2.7.0
+paramiko==3.5.1
+parso==0.8.6
+pathlib_abc==0.5.2
+pathspec==1.0.4
+pbr==7.0.3
+pendulum==3.2.0
+pexpect==4.9.0
+pgvector==0.4.2
+pinecone-plugin-assistant==3.0.3
+pinecone-plugin-interface==0.0.7
+pinecone==8.1.2
+pinotdb==9.1.1
+platformdirs==4.9.6
+pluggy==1.6.0
+polars-runtime-32==1.39.3
+polars==1.39.3
+portalocker==3.2.0
+presto-python-client==0.8.4
+prison==0.2.1
+prometheus_client==0.25.0
+prompt_toolkit==3.0.52
+propcache==0.4.1
+proto-plus==1.27.2
+protobuf==6.33.6
+psutil==7.2.2
+psycopg2-binary==2.9.11
+ptyprocess==0.7.0
+pure-sasl==0.6.2
+pure_eval==0.2.3
+py-spy==0.4.1
+pyOpenSSL==26.0.0
+pyarrow==23.0.1
+pyasn1==0.6.3
+pyasn1_modules==0.4.2
+pybreaker==1.4.1
+pycountry==26.2.16
+pycparser==3.0
+pycryptodome==3.23.0
+pydantic-ai-slim==1.84.0
+pydantic-extra-types==2.11.1
+pydantic-graph==1.84.0
+pydantic-settings==2.13.1
+pydantic==2.13.1
+pydantic_core==2.46.1
+pydata-google-auth==1.9.1
+pydruid==0.6.9
+pyexasol==1.3.0
+pygtrie==2.5.0
+pyiceberg==0.11.1
+pykerberos==1.2.4
+pymongo==4.16.0
+pymssql==2.3.13
+pyodbc==5.3.0
+pyodps==0.12.6
+pyparsing==3.3.2
+pypsrp==0.9.1
+pyroaring==1.0.4
+pyspark-client==4.1.1
+pyspnego==0.12.1
+python-arango==8.3.2
+python-daemon==3.1.2
+python-dateutil==2.9.0.post0
+python-discovery==1.2.2
+python-dotenv==1.2.2
+python-http-client==3.3.7
+python-jenkins==1.8.3
+python-keycloak==7.1.1
+python-ldap==3.4.5
+python-multipart==0.0.26
+python-slugify==8.0.4
+python-telegram-bot==22.7
+python3-saml==1.16.0
+pytokens==0.4.1
+pytz==2026.1.post1
+pywinrm==0.5.0
+pyzmq==27.1.0
+qdrant-client==1.17.1
+ray==2.55.0
+reactivex==4.1.0
+redis==6.4.0
+redshift_connector==2.1.13
+referencing==0.37.0
+regex==2026.4.4
+requests-file==3.0.1
+requests-kerberos==0.15.0
+requests-oauthlib==2.0.0
+requests-toolbelt==1.0.0
+requests==2.33.1
+requests_ntlm==1.3.0
+retryhttp==1.4.0
+rich-argparse==1.7.2
+rich-toolkit==0.19.7
+rich==13.9.4
+rpds-py==0.30.0
+rsa==4.9.1
+ruamel.yaml==0.19.1
+s3fs==2026.3.0
+s3transfer==0.16.0
+sagemaker_studio==1.0.26
+scikit-learn==1.8.0
+scipy==1.17.1
+scramp==1.4.8
+scrapbook==0.5.0
+segment-analytics-python==2.3.6
+sendgrid==6.12.2
+sentry-sdk==2.58.0
+setproctitle==1.3.7
+setuptools==82.0.1
+shellingham==1.5.4
+simple-salesforce==1.12.9
+six==1.17.0
+slack_sdk==3.41.0
+smart_open==7.6.0
+smbprotocol==1.16.1
+smmap==5.0.3
+sniffio==1.3.1
+snowflake-connector-python==4.4.0
+snowflake-snowpark-python==1.49.0
+snowflake-sqlalchemy==1.9.0
+sortedcontainers==2.4.0
+soupsieve==2.8.3
+spython==0.3.14
+sqlalchemy-bigquery==1.16.0
+sqlalchemy-spanner==1.17.3
+sqlalchemy_drill==1.1.10
+sqlparse==0.5.5
+stack-data==0.6.3
+starlette==0.52.1
+statsd==4.0.1
+std-uritemplate==2.0.8
+strictyaml==1.7.3
+structlog==25.5.0
+svcs==25.1.0
+tableauserverclient==0.40
+tabulate==0.10.0
+tenacity==9.1.4
+teradatasql==20.0.0.56
+teradatasqlalchemy==20.0.0.9
+termcolor==3.3.0
+text-unidecode==1.3
+textual==6.2.1
+threadpoolctl==3.6.0
+thrift-sasl==0.4.3
+thrift==0.16.0
+tiktoken==0.12.0
+tinycss2==1.4.0
+tokenizers==0.22.2
+tomlkit==0.14.0
+tornado==6.5.5
+tqdm==4.67.3
+traitlets==5.14.3
+trino==0.337.0
+typer==0.24.1
+types-protobuf==7.34.1.20260408
+types-requests==2.33.0.20260408
+typing-inspect==0.9.0
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2026.1
+tzlocal==5.3.1
+uc-micro-py==2.0.0
+universal_pathlib==0.3.10
+uritemplate==4.2.0
+urllib3==2.6.3
+uuid6==2025.0.1
+uv==0.11.7
+uvicorn==0.44.0
+uvloop==0.22.1
+validators==0.35.0
+vertica-python==1.4.0
+vine==5.1.0
+virtualenv==21.2.4
+watchfiles==1.1.1
+watchtower==3.4.0
+wcwidth==0.6.0
+weaviate-client==4.16.2
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==16.0
+wheel==0.46.3
+wirerope==1.0.0
+wrapt==2.1.2
+xmlsec==1.3.17
+xmltodict==1.0.4
+yandex-query-client==0.1.4
+yandexcloud==0.386.0
+yarl==1.23.0
+ydb-dbapi==0.1.20
+ydb==3.28.0
+zeep==4.3.2
+zenpy==2.0.57
+zipp==3.23.1
+zope.event==6.1
+zope.interface==8.3
+zstandard==0.25.0
diff --git a/airflow/stackable/patches/3.2.1/0001-Allow-overriding-the-logging-configuration.patch b/airflow/stackable/patches/3.2.1/0001-Allow-overriding-the-logging-configuration.patch
new file mode 100644
index 000000000..d62c0607a
--- /dev/null
+++ b/airflow/stackable/patches/3.2.1/0001-Allow-overriding-the-logging-configuration.patch
@@ -0,0 +1,71 @@
+From 271099b3cff14cb951523050e367b3c3222ead16 Mon Sep 17 00:00:00 2001
+From: Siegfried Weber <mail@siegfriedweber.net>
+Date: Mon, 9 Mar 2026 10:11:28 +0100
+Subject: Allow overriding the logging configuration
+
+---
+ .../src/airflow_shared/logging/structlog.py   | 30 ++++++++++++++++++-
+ 1 file changed, 29 insertions(+), 1 deletion(-)
+
+diff --git a/shared/logging/src/airflow_shared/logging/structlog.py b/shared/logging/src/airflow_shared/logging/structlog.py
+index d5b0b9a8bfe..649451a5502 100644
+--- a/shared/logging/src/airflow_shared/logging/structlog.py
++++ b/shared/logging/src/airflow_shared/logging/structlog.py
+@@ -436,6 +436,18 @@ def structlog_processors(
+     return shared_processors, console, console
+ 
+ 
++def update_config(
++    config: dict,
++    updates: Mapping,
++):
++    for key, value in updates.items():
++        if isinstance(value, Mapping):
++            config[key] = update_config(config.get(key, {}), value)
++        else:
++            config[key] = value
++    return config
++
++
+ def configure_logging(
+     *,
+     json_output: bool = False,
+@@ -518,6 +530,19 @@ def configure_logging(
+             else:
+                 PER_LOGGER_LEVELS[log] = loglevel
+ 
++    # Use the log levels defined in stdlib_config for structlog
++    logger_configs = stdlib_config.get("loggers", {})
++    logger_configs[""] = stdlib_config.get("root", {})
++    for logger, logger_config in logger_configs.items():
++        if "level" in logger_config:
++            loglevel = logger_config["level"]
++            if isinstance(loglevel, str):
++                try:
++                    loglevel = NAME_TO_LEVEL[loglevel.lower()]
++                except KeyError:
++                    raise ValueError(f"Invalid log level for logger {logger!r}: {loglevel!r}") from None
++            PER_LOGGER_LEVELS[logger] = loglevel
++
+     shared_pre_chain, for_stdlib, for_structlog = structlog_processors(
+         json_output,
+         log_format=log_format,
+@@ -564,7 +589,7 @@ def configure_logging(
+ 
+     import logging.config
+ 
+-    config = {**stdlib_config}
++    config = {}
+     config.setdefault("version", 1)
+     config.setdefault("disable_existing_loggers", False)
+     config["formatters"] = {**config.get("formatters", {})}
+@@ -617,6 +642,9 @@ def configure_logging(
+         "propagate": True,
+     }
+ 
++    # Merge stdlib_config into config and override existing values
++    update_config(config, stdlib_config)
++
+     logging.config.dictConfig(config)
+ 
+     if json_output:
diff --git a/airflow/stackable/patches/3.2.1/patchable.toml b/airflow/stackable/patches/3.2.1/patchable.toml
new file mode 100644
index 000000000..dddbef2b6
--- /dev/null
+++ b/airflow/stackable/patches/3.2.1/patchable.toml
@@ -0,0 +1,2 @@
+mirror = "https://github.com/stackabletech/airflow.git"
+base = "e5968b88e45f2af9d1047a51188355af7cbe79f4"
diff --git a/shell.nix b/shell.nix
index ed1742207..a13fa9974 100644
--- a/shell.nix
+++ b/shell.nix
@@ -10,6 +10,8 @@ pkgs.mkShell {
     nodejs
     zizmor
     git-cliff
+    python312
+    uv
   ];
 
   buildInputs = with pkgs; [