From 6645380ef21508fb6fc646aa42692fa9e3a53f6c Mon Sep 17 00:00:00 2001
From: Zhaojing Yu <yuzhaojing@bytedance.com>
Date: Tue, 25 Oct 2022 11:53:04 +0800
Subject: [PATCH] [MINOR] Fixing 0.12.1 docs (#7054)

---
 website/docs/cli.md                           |  2 +-
 website/docs/flink-quick-start-guide.md       |  6 ++---
 website/docs/metadata_indexing.md             |  8 +++---
 website/docs/query_engine_setup.md            |  2 +-
 website/docs/quick-start-guide.md             | 26 +++++++++----------
 website/versioned_docs/version-0.12.1/cli.md  |  2 +-
 .../version-0.12.1/flink-quick-start-guide.md |  6 ++---
 .../version-0.12.1/metadata_indexing.md       |  8 +++---
 .../version-0.12.1/query_engine_setup.md      |  2 +-
 .../version-0.12.1/quick-start-guide.md       | 26 +++++++++----------
 10 files changed, 44 insertions(+), 44 deletions(-)

diff --git a/website/docs/cli.md b/website/docs/cli.md
index 1d64d96e1226..4731ecdc85e0 100644
--- a/website/docs/cli.md
+++ b/website/docs/cli.md
@@ -545,7 +545,7 @@ The following table shows the Hudi table versions corresponding to the Hudi rele
 
 | Hudi Table Version | Hudi Release Version(s) |
 |:-------------------|:------------------------|
-| `FIVE` or `5`      | 0.12.0 and above        |
+| `FIVE` or `5`      | 0.12.x                  |
 | `FOUR` or `4`      | 0.11.x                  |
 | `THREE` or `3`     | 0.10.x                  |
 | `TWO` or `2`       | 0.9.x                   |
diff --git a/website/docs/flink-quick-start-guide.md b/website/docs/flink-quick-start-guide.md
index e8fb8829e9e0..5108f3f893a3 100644
--- a/website/docs/flink-quick-start-guide.md
+++ b/website/docs/flink-quick-start-guide.md
@@ -96,7 +96,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.13-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
@@ -105,7 +105,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.14-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
@@ -114,7 +114,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.15-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
diff --git a/website/docs/metadata_indexing.md b/website/docs/metadata_indexing.md
index 73c091a09ffa..a505a0d08206 100644
--- a/website/docs/metadata_indexing.md
+++ b/website/docs/metadata_indexing.md
@@ -45,7 +45,7 @@ hoodie.write.lock.zookeeper.base_path=<zk_base_path>
 
 ```bash
 spark-submit \
---class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer `ls /Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar` \
+--class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer `ls /Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar` \
 --props `ls /Users/home/path/to/write/config.properties` \
 --source-class org.apache.hudi.utilities.sources.ParquetDFSSource  --schemaprovider-class org.apache.hudi.utilities.schema.FilebasedSchemaProvider \
 --source-ordering-field tpep_dropoff_datetime   \
@@ -91,7 +91,7 @@ Now, we can schedule indexing using `HoodieIndexer` in `schedule` mode as follow
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode schedule \
 --base-path /tmp/hudi-ny-taxi \
@@ -110,7 +110,7 @@ To execute indexing, run the indexer in `execute` mode as below.
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode execute \
 --base-path /tmp/hudi-ny-taxi \
@@ -165,7 +165,7 @@ To drop an index, just run the index in `dropindex` mode.
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode dropindex \
 --base-path /tmp/hudi-ny-taxi \
diff --git a/website/docs/query_engine_setup.md b/website/docs/query_engine_setup.md
index 40cdabbd4315..5df8c7623b81 100644
--- a/website/docs/query_engine_setup.md
+++ b/website/docs/query_engine_setup.md
@@ -100,7 +100,7 @@ to `org.apache.hadoop.hive.ql.io.HiveInputFormat`. Then proceed to query the tab
 
 
 ## Redshift Spectrum
-Copy on Write Tables in Apache Hudi versions 0.5.2, 0.6.0, 0.7.0, 0.8.0, 0.9.0, 0.10.x, 0.11.x and 0.12.0 can be queried via Amazon Redshift Spectrum external tables.
+Copy on Write Tables in Apache Hudi versions 0.5.2, 0.6.0, 0.7.0, 0.8.0, 0.9.0, 0.10.x, 0.11.x and 0.12.x can be queried via Amazon Redshift Spectrum external tables.
 To be able to query Hudi versions 0.10.0 and above please try latest versions of Redshift.
 :::note
 Hudi tables are supported only when AWS Glue Data Catalog is used. It's not supported when you use an Apache Hive metastore as the external catalog.
diff --git a/website/docs/quick-start-guide.md b/website/docs/quick-start-guide.md
index ed7bb2969851..c610964f6c29 100644
--- a/website/docs/quick-start-guide.md
+++ b/website/docs/quick-start-guide.md
@@ -50,7 +50,7 @@ From the extracted directory run spark-shell with Hudi:
 ```shell
 # Spark 3.3
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -58,7 +58,7 @@ spark-shell \
 ```shell
 # Spark 3.2
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -66,14 +66,14 @@ spark-shell \
 ```shell
 # Spark 3.1
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
 ```shell
 # Spark 2.4
 spark-shell \
-  --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+  --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -87,7 +87,7 @@ From the extracted directory run pyspark with Hudi:
 # Spark 3.3
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -96,7 +96,7 @@ pyspark \
 # Spark 3.2
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -105,7 +105,7 @@ pyspark \
 # Spark 3.1
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -113,7 +113,7 @@ pyspark \
 # Spark 2.4
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+--packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -126,27 +126,27 @@ From the extracted directory run Spark SQL with Hudi:
 
 ```shell
 # Spark 3.3
-spark-sql --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog'
 ```
 ```shell
 # Spark 3.2
-spark-sql --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog'
 ```
 ```shell
 # Spark 3.1
-spark-sql --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
 ```shell
 # Spark 2.4
-spark-sql --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -1390,7 +1390,7 @@ more details please refer to [procedures](procedures).
 
 You can also do the quickstart by [building hudi yourself](https://github.com/apache/hudi#building-apache-hudi-from-source), 
 and using `--jars <path to hudi_code>/packaging/hudi-spark-bundle/target/hudi-spark3.2-bundle_2.1?-*.*.*-SNAPSHOT.jar` in the spark-shell command above
-instead of `--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0`. Hudi also supports scala 2.12. Refer [build with scala 2.12](https://github.com/apache/hudi#build-with-different-spark-versions)
+instead of `--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1`. Hudi also supports scala 2.12. Refer [build with scala 2.12](https://github.com/apache/hudi#build-with-different-spark-versions)
 for more info.
 
 Also, we used Spark here to show case the capabilities of Hudi. However, Hudi can support multiple table types/query types and 
diff --git a/website/versioned_docs/version-0.12.1/cli.md b/website/versioned_docs/version-0.12.1/cli.md
index 9d1e98198bdf..071d95e993f3 100644
--- a/website/versioned_docs/version-0.12.1/cli.md
+++ b/website/versioned_docs/version-0.12.1/cli.md
@@ -501,7 +501,7 @@ The following table shows the Hudi table versions corresponding to the Hudi rele
 
 | Hudi Table Version | Hudi Release Version(s) |
 |:-------------------|:------------------------|
-| `FIVE` or `5`      | 0.12.0 and above        |
+| `FIVE` or `5`      | 0.12.x                  |
 | `FOUR` or `4`      | 0.11.x                  |
 | `THREE` or `3`     | 0.10.x                  |
 | `TWO` or `2`       | 0.9.x                   |
diff --git a/website/versioned_docs/version-0.12.1/flink-quick-start-guide.md b/website/versioned_docs/version-0.12.1/flink-quick-start-guide.md
index 2f33027cf680..c2b965f73717 100644
--- a/website/versioned_docs/version-0.12.1/flink-quick-start-guide.md
+++ b/website/versioned_docs/version-0.12.1/flink-quick-start-guide.md
@@ -96,7 +96,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.13-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
@@ -105,7 +105,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.14-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
@@ -114,7 +114,7 @@ dependency to your project:
 <dependency>
     <groupId>org.apache.hudi</groupId>
     <artifactId>hudi-flink1.15-bundle</artifactId>
-    <version>0.12.0</version>
+    <version>0.12.1</version>
 </dependency>
 ```
 
diff --git a/website/versioned_docs/version-0.12.1/metadata_indexing.md b/website/versioned_docs/version-0.12.1/metadata_indexing.md
index 73c091a09ffa..a505a0d08206 100644
--- a/website/versioned_docs/version-0.12.1/metadata_indexing.md
+++ b/website/versioned_docs/version-0.12.1/metadata_indexing.md
@@ -45,7 +45,7 @@ hoodie.write.lock.zookeeper.base_path=<zk_base_path>
 
 ```bash
 spark-submit \
---class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer `ls /Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar` \
+--class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer `ls /Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar` \
 --props `ls /Users/home/path/to/write/config.properties` \
 --source-class org.apache.hudi.utilities.sources.ParquetDFSSource  --schemaprovider-class org.apache.hudi.utilities.schema.FilebasedSchemaProvider \
 --source-ordering-field tpep_dropoff_datetime   \
@@ -91,7 +91,7 @@ Now, we can schedule indexing using `HoodieIndexer` in `schedule` mode as follow
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode schedule \
 --base-path /tmp/hudi-ny-taxi \
@@ -110,7 +110,7 @@ To execute indexing, run the indexer in `execute` mode as below.
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode execute \
 --base-path /tmp/hudi-ny-taxi \
@@ -165,7 +165,7 @@ To drop an index, just run the index in `dropindex` mode.
 ```
 spark-submit \
 --class org.apache.hudi.utilities.HoodieIndexer \
-/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.0-SNAPSHOT.jar \
+/Users/home/path/to/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.12.1-SNAPSHOT.jar \
 --props /Users/home/path/to/indexer.properties \
 --mode dropindex \
 --base-path /tmp/hudi-ny-taxi \
diff --git a/website/versioned_docs/version-0.12.1/query_engine_setup.md b/website/versioned_docs/version-0.12.1/query_engine_setup.md
index a581337d0d34..91cd6c887967 100644
--- a/website/versioned_docs/version-0.12.1/query_engine_setup.md
+++ b/website/versioned_docs/version-0.12.1/query_engine_setup.md
@@ -92,7 +92,7 @@ to `org.apache.hadoop.hive.ql.io.HiveInputFormat`. Then proceed to query the tab
 
 
 ## Redshift Spectrum
-Copy on Write Tables in Apache Hudi versions 0.5.2, 0.6.0, 0.7.0, 0.8.0, 0.9.0, 0.10.x, 0.11.x and 0.12.0 can be queried via Amazon Redshift Spectrum external tables.
+Copy on Write Tables in Apache Hudi versions 0.5.2, 0.6.0, 0.7.0, 0.8.0, 0.9.0, 0.10.x, 0.11.x and 0.12.x can be queried via Amazon Redshift Spectrum external tables.
 To be able to query Hudi versions 0.10.0 and above please try latest versions of Redshift.
 :::note
 Hudi tables are supported only when AWS Glue Data Catalog is used. It's not supported when you use an Apache Hive metastore as the external catalog.
diff --git a/website/versioned_docs/version-0.12.1/quick-start-guide.md b/website/versioned_docs/version-0.12.1/quick-start-guide.md
index 2610a88f30b2..24df38e9aa23 100644
--- a/website/versioned_docs/version-0.12.1/quick-start-guide.md
+++ b/website/versioned_docs/version-0.12.1/quick-start-guide.md
@@ -50,7 +50,7 @@ From the extracted directory run spark-shell with Hudi:
 ```shell
 # Spark 3.3
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -58,7 +58,7 @@ spark-shell \
 ```shell
 # Spark 3.2
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -66,14 +66,14 @@ spark-shell \
 ```shell
 # Spark 3.1
 spark-shell \
-  --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+  --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
 ```shell
 # Spark 2.4
 spark-shell \
-  --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+  --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
   --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
   --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -87,7 +87,7 @@ From the extracted directory run pyspark with Hudi:
 # Spark 3.3
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -96,7 +96,7 @@ pyspark \
 # Spark 3.2
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
@@ -105,7 +105,7 @@ pyspark \
 # Spark 3.1
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+--packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -113,7 +113,7 @@ pyspark \
 # Spark 2.4
 export PYSPARK_PYTHON=$(which python3)
 pyspark \
---packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+--packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -126,27 +126,27 @@ From the extracted directory run Spark SQL with Hudi:
 
 ```shell
 # Spark 3.3
-spark-sql --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.3-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog'
 ```
 ```shell
 # Spark 3.2
-spark-sql --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension' \
 --conf 'spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog'
 ```
 ```shell
 # Spark 3.1
-spark-sql --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark3.1-bundle_2.12:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
 ```shell
 # Spark 2.4
-spark-sql --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.0 \
+spark-sql --packages org.apache.hudi:hudi-spark2.4-bundle_2.11:0.12.1 \
 --conf 'spark.serializer=org.apache.spark.serializer.KryoSerializer' \
 --conf 'spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension'
 ```
@@ -1430,7 +1430,7 @@ more details please refer to [procedures](procedures).
 
 You can also do the quickstart by [building hudi yourself](https://github.com/apache/hudi#building-apache-hudi-from-source), 
 and using `--jars <path to hudi_code>/packaging/hudi-spark-bundle/target/hudi-spark3.2-bundle_2.1?-*.*.*-SNAPSHOT.jar` in the spark-shell command above
-instead of `--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.0`. Hudi also supports scala 2.12. Refer [build with scala 2.12](https://github.com/apache/hudi#build-with-different-spark-versions)
+instead of `--packages org.apache.hudi:hudi-spark3.2-bundle_2.12:0.12.1`. Hudi also supports scala 2.12. Refer [build with scala 2.12](https://github.com/apache/hudi#build-with-different-spark-versions)
 for more info.
 
 Also, we used Spark here to show case the capabilities of Hudi. However, Hudi can support multiple table types/query types and