diff --git a/docs/configs.md b/docs/configs.md
index 2379a531c6a..730a5c48d02 100644
--- a/docs/configs.md
+++ b/docs/configs.md
@@ -10,7 +10,7 @@ The following is the list of options that `rapids-plugin-4-spark` supports.
 On startup use: `--conf [conf key]=[conf value]`. For example:
 
 ```
-${SPARK_HOME}/bin/spark --jars 'rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar,cudf-21.06.0-SNAPSHOT-cuda11.jar' \
+${SPARK_HOME}/bin/spark --jars 'rapids-4-spark_2.12-21.06.0.jar,cudf-21.06.0-cuda11.jar' \
 --conf spark.plugins=com.nvidia.spark.SQLPlugin \
 --conf spark.rapids.sql.incompatibleOps.enabled=true
 ```
diff --git a/docs/demo/Databricks/generate-init-script.ipynb b/docs/demo/Databricks/generate-init-script.ipynb
index c25a2a6bc86..bb257822a5a 100644
--- a/docs/demo/Databricks/generate-init-script.ipynb
+++ b/docs/demo/Databricks/generate-init-script.ipynb
@@ -1 +1 @@
-{"cells":[{"cell_type":"code","source":["dbutils.fs.mkdirs(\"dbfs:/databricks/init_scripts/\")\n \ndbutils.fs.put(\"/databricks/init_scripts/init.sh\",\"\"\"\n#!/bin/bash\nsudo wget -O /databricks/jars/rapids-4-spark_2.12-0.5.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/0.5/rapids-4-spark_2.12-0.5.jar\nsudo wget -O /databricks/jars/cudf-0.19.2-cuda10-1.jar https://repo1.maven.org/maven2/ai/rapids/cudf/0.19.2/cudf-0.19.2-cuda10-1.jar\"\"\", True)"],"metadata":{},"outputs":[],"execution_count":1},{"cell_type":"code","source":["%sh\ncd ../../dbfs/databricks/init_scripts\npwd\nls -ltr\ncat init.sh"],"metadata":{},"outputs":[],"execution_count":2},{"cell_type":"code","source":[""],"metadata":{},"outputs":[],"execution_count":3}],"metadata":{"name":"generate-init-script","notebookId":2645746662301564},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"code","source":["dbutils.fs.mkdirs(\"dbfs:/databricks/init_scripts/\")\n \ndbutils.fs.put(\"/databricks/init_scripts/init.sh\",\"\"\"\n#!/bin/bash\nsudo wget -O /databricks/jars/rapids-4-spark_2.12-21.06.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/21.06.0/rapids-4-spark_2.12-21.06.0.jar\nsudo wget -O /databricks/jars/cudf-0.19.2-cuda10-1.jar https://repo1.maven.org/maven2/ai/rapids/cudf/0.19.2/cudf-0.19.2-cuda10-1.jar\"\"\", True)"],"metadata":{},"outputs":[],"execution_count":1},{"cell_type":"code","source":["%sh\ncd ../../dbfs/databricks/init_scripts\npwd\nls -ltr\ncat init.sh"],"metadata":{},"outputs":[],"execution_count":2},{"cell_type":"code","source":[""],"metadata":{},"outputs":[],"execution_count":3}],"metadata":{"name":"generate-init-script","notebookId":2645746662301564},"nbformat":4,"nbformat_minor":0}
diff --git a/docs/get-started/Dockerfile.cuda b/docs/get-started/Dockerfile.cuda
index 63e018b4d8b..c4395f72c4c 100644
--- a/docs/get-started/Dockerfile.cuda
+++ b/docs/get-started/Dockerfile.cuda
@@ -50,8 +50,8 @@ COPY spark-3.0.2-bin-hadoop3.2/examples /opt/spark/examples
 COPY spark-3.0.2-bin-hadoop3.2/kubernetes/tests /opt/spark/tests
 COPY spark-3.0.2-bin-hadoop3.2/data /opt/spark/data
 
-COPY cudf-21.06.0-SNAPSHOT-cuda11.jar /opt/sparkRapidsPlugin
-COPY rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar /opt/sparkRapidsPlugin
+COPY cudf-21.06.0-cuda11.jar /opt/sparkRapidsPlugin
+COPY rapids-4-spark_2.12-21.06.0.jar /opt/sparkRapidsPlugin
 COPY getGpusResources.sh /opt/sparkRapidsPlugin
 
 RUN mkdir /opt/spark/python
diff --git a/docs/get-started/getting-started-on-prem.md b/docs/get-started/getting-started-on-prem.md
index fdac9fa6105..fc1b5f33894 100644
--- a/docs/get-started/getting-started-on-prem.md
+++ b/docs/get-started/getting-started-on-prem.md
@@ -53,8 +53,8 @@ CUDA and will not run on other versions. The jars use a maven classifier to keep
 - CUDA 11.0/11.1/11.2 => classifier cuda11
 
 For example, here is a sample version of the jars and cudf with CUDA 11.0 support:
-- cudf-21.06.0-SNAPSHOT-cuda11.jar
-- rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar
+- cudf-21.06.0-cuda11.jar
+- rapids-4-spark_2.12-21.06.0.jar
 jar that your version of the accelerator depends on.
 
 
@@ -62,8 +62,8 @@ For simplicity export the location to these jars. This example assumes the sampl
 been placed in the `/opt/sparkRapidsPlugin` directory:
 ```shell 
 export SPARK_RAPIDS_DIR=/opt/sparkRapidsPlugin
-export SPARK_CUDF_JAR=${SPARK_RAPIDS_DIR}/cudf-21.06.0-SNAPSHOT-cuda11.jar
-export SPARK_RAPIDS_PLUGIN_JAR=${SPARK_RAPIDS_DIR}/rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar
+export SPARK_CUDF_JAR=${SPARK_RAPIDS_DIR}/cudf-21.06.0-cuda11.jar
+export SPARK_RAPIDS_PLUGIN_JAR=${SPARK_RAPIDS_DIR}/rapids-4-spark_2.12-21.06.0.jar
 ```
 
 ## Install the GPU Discovery Script
diff --git a/integration_tests/README.md b/integration_tests/README.md
index 402db38bed7..4c81346cf89 100644
--- a/integration_tests/README.md
+++ b/integration_tests/README.md
@@ -134,7 +134,7 @@ individually, so you don't risk running unit tests along with the integration te
 http://www.scalatest.org/user_guide/using_the_scalatest_shell
 
 ```shell 
-spark-shell --jars rapids-4-spark-tests_2.12-21.06.0-SNAPSHOT-tests.jar,rapids-4-spark-udf-examples_2.12-21.06.0-SNAPSHOT,rapids-4-spark-integration-tests_2.12-21.06.0-SNAPSHOT-tests.jar,scalatest_2.12-3.0.5.jar,scalactic_2.12-3.0.5.jar
+spark-shell --jars rapids-4-spark-tests_2.12-21.06.0-tests.jar,rapids-4-spark-udf-examples_2.12-21.06.0,rapids-4-spark-integration-tests_2.12-21.06.0-tests.jar,scalatest_2.12-3.0.5.jar,scalactic_2.12-3.0.5.jar
 ```
 
 First you import the `scalatest_shell` and tell the tests where they can find the test files you
@@ -158,7 +158,7 @@ If you just want to verify the SQL replacement is working you will need to add t
 example assumes CUDA 11.0 is being used.
 
 ```
-$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar,rapids-4-spark-udf-examples_2.12-21.06.0-SNAPSHOT.jar,cudf-21.06.0-SNAPSHOT-cuda11.jar" ./runtests.py
+$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-21.06.0.jar,rapids-4-spark-udf-examples_2.12-21.06.0.jar,cudf-21.06.0-cuda11.jar" ./runtests.py
 ```
 
 You don't have to enable the plugin for this to work, the test framework will do that for you.
@@ -249,7 +249,7 @@ To run cudf_udf tests, need following configuration changes:
 As an example, here is the `spark-submit` command with the cudf_udf parameter on CUDA 11.0:
 
 ```
-$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar,rapids-4-spark-udf-examples_2.12-21.06.0-SNAPSHOT.jar,cudf-21.06.0-SNAPSHOT-cuda11.jar,rapids-4-spark-tests_2.12-21.06.0-SNAPSHOT.jar" --conf spark.rapids.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.concurrentPythonWorkers=2 --py-files "rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar" --conf spark.executorEnv.PYTHONPATH="rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar" ./runtests.py --cudf_udf
+$SPARK_HOME/bin/spark-submit --jars "rapids-4-spark_2.12-21.06.0.jar,rapids-4-spark-udf-examples_2.12-21.06.0.jar,cudf-21.06.0-cuda11.jar,rapids-4-spark-tests_2.12-21.06.0.jar" --conf spark.rapids.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.memory.gpu.allocFraction=0.3 --conf spark.rapids.python.concurrentPythonWorkers=2 --py-files "rapids-4-spark_2.12-21.06.0.jar" --conf spark.executorEnv.PYTHONPATH="rapids-4-spark_2.12-21.06.0.jar" ./runtests.py --cudf_udf
 ```
 
 ## Writing tests
diff --git a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/RapidsConf.scala b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/RapidsConf.scala
index 3767f8f45c3..6fa449a5298 100644
--- a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/RapidsConf.scala
+++ b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/RapidsConf.scala
@@ -1234,7 +1234,7 @@ object RapidsConf {
         |On startup use: `--conf [conf key]=[conf value]`. For example:
         |
         |```
-        |${SPARK_HOME}/bin/spark --jars 'rapids-4-spark_2.12-21.06.0-SNAPSHOT.jar,cudf-21.06.0-SNAPSHOT-cuda11.jar' \
+        |${SPARK_HOME}/bin/spark --jars 'rapids-4-spark_2.12-21.06.0.jar,cudf-21.06.0-cuda11.jar' \
         |--conf spark.plugins=com.nvidia.spark.SQLPlugin \
         |--conf spark.rapids.sql.incompatibleOps.enabled=true
         |```