diff --git a/jenkins/Jenkinsfile.release b/jenkins/Jenkinsfile.release
index be05c396104..30fee881363 100644
--- a/jenkins/Jenkinsfile.release
+++ b/jenkins/Jenkinsfile.release
@@ -57,7 +57,7 @@ pipeline {
                     sh "mkdir -p ${HOME}/.zinc"
                     docker.image("$IMAGE_NAME").inside("--runtime=nvidia -v ${HOME}/.m2:${HOME}/.m2:rw \
                         -v ${HOME}/.zinc:${HOME}/.zinc:rw") {
-                        sh "mvn -U -B clean install $MVN_MIRROR -P source-javadoc"
+                        sh "mvn -U -B clean install $MVN_MIRROR -P 'source-javadoc,!snapshot-shims'"
                     }
                 }
             }
diff --git a/jenkins/databricks/build.sh b/jenkins/databricks/build.sh
index 27d44cbe295..9f8a282483e 100755
--- a/jenkins/databricks/build.sh
+++ b/jenkins/databricks/build.sh
@@ -41,7 +41,7 @@ rm -rf spark-rapids
 mkdir spark-rapids
 tar -zxvf $SPARKTGZ -C spark-rapids
 cd spark-rapids
-mvn -B -Pdatabricks clean package -DskipTests || true
+mvn -B '-Pdatabricks,!snapshot-shims' clean package -DskipTests || true
 M2DIR=/home/ubuntu/.m2/repository
 CUDF_JAR=${M2DIR}/ai/rapids/cudf/${CUDF_VERSION}/cudf-${CUDF_VERSION}-${CUDA_VERSION}.jar
 
@@ -87,7 +87,7 @@ mvn -B install:install-file \
    -Dversion=$SPARK_VERSION \
    -Dpackaging=jar
 
-mvn -B -Pdatabricks clean package -DskipTests
+mvn -B '-Pdatabricks,!snapshot-shims' clean package -DskipTests
 
 # Copy so we pick up new built jar and latesty CuDF jar. Note that the jar names has to be
 # exactly what is in the staticly setup Databricks cluster we use. 
diff --git a/jenkins/databricks/deploy.sh b/jenkins/databricks/deploy.sh
index ed71b949a31..f64757a91d6 100755
--- a/jenkins/databricks/deploy.sh
+++ b/jenkins/databricks/deploy.sh
@@ -25,5 +25,5 @@ echo "Maven mirror is $MVN_URM_MIRROR"
 SERVER_ID='snapshots'
 SERVER_URL="$URM_URL-local"
 DBJARFPATH=./shims/spark300db/target/rapids-4-spark-shims-spark300-databricks_$SCALA_VERSION-$DATABRICKS_VERSION.jar
-mvn -B deploy:deploy-file $MVN_URM_MIRROR -Durl=$SERVER_URL -DrepositoryId=$SERVER_ID \
+mvn -B deploy:deploy-file $MVN_URM_MIRROR '-P!snapshot-shims' -Durl=$SERVER_URL -DrepositoryId=$SERVER_ID \
     -Dfile=$DBJARFPATH -DpomFile=shims/spark300db/pom.xml
diff --git a/jenkins/deploy.sh b/jenkins/deploy.sh
index 8351fd2fbdd..4ac0777e0fe 100755
--- a/jenkins/deploy.sh
+++ b/jenkins/deploy.sh
@@ -60,9 +60,9 @@ if [ "$SIGN_FILE" == true ]; then
     SQL_ART_VER=`mvn exec:exec -q -pl $SQL_PL -Dexec.executable=echo -Dexec.args='${project.version}'`
     JS_FPATH="${SQL_PL}/target/${SQL_ART_ID}-${SQL_ART_VER}"
     SRC_DOC_JARS="-Dsources=${JS_FPATH}-sources.jar -Djavadoc=${JS_FPATH}-javadoc.jar"
-    DEPLOY_CMD="mvn -B -Pinclude-databricks gpg:sign-and-deploy-file -s jenkins/settings.xml -Dgpg.passphrase=$GPG_PASSPHRASE"
+    DEPLOY_CMD="mvn -B '-Pinclude-databricks,!snapshot-shims' gpg:sign-and-deploy-file -s jenkins/settings.xml -Dgpg.passphrase=$GPG_PASSPHRASE"
 else
-    DEPLOY_CMD="mvn -B -Pinclude-databricks deploy:deploy-file -s jenkins/settings.xml"
+    DEPLOY_CMD="mvn -B '-Pinclude-databricks,!snapshot-shims' deploy:deploy-file -s jenkins/settings.xml"
 fi
 
 echo "Deploy CMD: $DEPLOY_CMD"
diff --git a/jenkins/spark-nightly-build.sh b/jenkins/spark-nightly-build.sh
index 469efb79864..db3243454ed 100755
--- a/jenkins/spark-nightly-build.sh
+++ b/jenkins/spark-nightly-build.sh
@@ -19,11 +19,11 @@ set -ex
 
 . jenkins/version-def.sh
 
-mvn -U -B -Pinclude-databricks clean deploy $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
+mvn -U -B -Pinclude-databricks,snapshot-shims clean deploy $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
 # Run unit tests against other spark versions
-mvn -U -B -Pspark301tests test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
-mvn -U -B -Pspark302tests test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
-mvn -U -B -Pspark310tests test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
+mvn -U -B -Pspark301tests,snapshot-shims test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
+mvn -U -B -Pspark302tests,snapshot-shims test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
+mvn -U -B -Pspark310tests,snapshot-shims test $MVN_URM_MIRROR -Dmaven.repo.local=$WORKSPACE/.m2
 
 # Parse cudf and spark files from local mvn repo
 jenkins/printJarVersion.sh "CUDFVersion" "${WORKSPACE}/.m2/ai/rapids/cudf/${CUDF_VER}" "cudf-${CUDF_VER}" "-${CUDA_CLASSIFIER}.jar"
diff --git a/jenkins/spark-premerge-build.sh b/jenkins/spark-premerge-build.sh
index 74558df7db3..f26b82cb9a6 100755
--- a/jenkins/spark-premerge-build.sh
+++ b/jenkins/spark-premerge-build.sh
@@ -37,10 +37,10 @@ export PATH="$SPARK_HOME/bin:$SPARK_HOME/sbin:$PATH"
 tar zxf $SPARK_HOME.tgz -C $ARTF_ROOT && \
     rm -f $SPARK_HOME.tgz
 
-mvn -U -B $MVN_URM_MIRROR -Pinclude-databricks clean verify -Dpytest.TEST_TAGS=''
+mvn -U -B $MVN_URM_MIRROR '-Pinclude-databricks,!snapshot-shims' clean verify -Dpytest.TEST_TAGS=''
 # Run the unit tests for other Spark versions but dont run full python integration tests
-env -u SPARK_HOME mvn -U -B $MVN_URM_MIRROR -Pspark301tests test -Dpytest.TEST_TAGS=''
-env -u SPARK_HOME mvn -U -B $MVN_URM_MIRROR -Pspark310tests test -Dpytest.TEST_TAGS=''
+env -u SPARK_HOME mvn -U -B $MVN_URM_MIRROR -Pspark301tests,snapshot-shims test -Dpytest.TEST_TAGS=''
+env -u SPARK_HOME mvn -U -B $MVN_URM_MIRROR -Pspark310tests,snapshot-shims test -Dpytest.TEST_TAGS=''
 
 # The jacoco coverage should have been collected, but because of how the shade plugin
 # works and jacoco we need to clean some things up so jacoco will only report for the
diff --git a/pom.xml b/pom.xml
index 3c0f76825f9..ca3ca033fad 100644
--- a/pom.xml
+++ b/pom.xml
@@ -163,14 +163,17 @@
         <test.include.tags></test.include.tags>
         <rapids.shuffle.manager.override>false</rapids.shuffle.manager.override>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-	<project.reporting.sourceEncoding>UTF-8</project.reporting.sourceEncoding>
-	<pytest.TEST_TAGS>not qarun</pytest.TEST_TAGS>
-	<rat.consoleOutput>false</rat.consoleOutput>
-	<slf4j.version>1.7.30</slf4j.version>
-	<spark300.version>3.0.0</spark300.version>
-	<spark301.version>3.0.1-SNAPSHOT</spark301.version>
-	<spark302.version>3.0.2-SNAPSHOT</spark302.version>
-	<spark310.version>3.1.0-SNAPSHOT</spark310.version>
+        <project.reporting.sourceEncoding>UTF-8</project.reporting.sourceEncoding>
+        <pytest.TEST_TAGS>not qarun</pytest.TEST_TAGS>
+        <rat.consoleOutput>false</rat.consoleOutput>
+        <slf4j.version>1.7.30</slf4j.version>
+        <spark300.version>3.0.0</spark300.version>
+        <!--
+         If you update a dependendy version so it is no longer a SNAPSHOT
+         please update the snapshot-shims profile as well so it is accurate -->
+        <spark301.version>3.0.1-SNAPSHOT</spark301.version>
+        <spark302.version>3.0.2-SNAPSHOT</spark302.version>
+        <spark310.version>3.1.0-SNAPSHOT</spark310.version>
     </properties>
 
     <dependencyManagement>
@@ -506,6 +509,7 @@
                         <exclude>.pytest_cache/**</exclude>
                         <exclude>.github/pull_request_template.md</exclude>
                         <exclude>**/*.md</exclude>
+                        <exclude>**/*.iml</exclude>
                         <exclude>NOTICE-binary</exclude>
                         <exclude>docs/dev/idea-code-style-settings.xml</exclude>
                         <exclude>**/.m2/**</exclude>
@@ -515,6 +519,7 @@
                         <exclude>*.jar</exclude>
                         <exclude>docs/demo/**/*.ipynb</exclude>
                         <exclude>docs/demo/**/*.zpln</exclude>
+                        <exclude>**/src/main/resources/META-INF/services/*</exclude>
                     </excludes>
                 </configuration>
             </plugin>
diff --git a/shims/aggregator/pom.xml b/shims/aggregator/pom.xml
index 75dce894cd4..07a150a82c5 100644
--- a/shims/aggregator/pom.xml
+++ b/shims/aggregator/pom.xml
@@ -56,27 +56,35 @@
                 </dependency>
             </dependencies>
         </profile>
+        <profile>
+            <id>snapshot-shims</id>
+            <activation>
+                <activeByDefault>true</activeByDefault>
+            </activation>
+            <dependencies>
+                <dependency>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-shims-spark310_${scala.binary.version}</artifactId>
+                    <version>${project.version}</version>
+                    <scope>compile</scope>
+                </dependency>
+                <dependency>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-shims-spark302_${scala.binary.version}</artifactId>
+                    <version>${project.version}</version>
+                    <scope>compile</scope>
+                </dependency>
+                <dependency>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-shims-spark301_${scala.binary.version}</artifactId>
+                    <version>${project.version}</version>
+                    <scope>compile</scope>
+                </dependency>
+            </dependencies>
+        </profile>
     </profiles>
 
     <dependencies>
-        <dependency>
-            <groupId>com.nvidia</groupId>
-            <artifactId>rapids-4-spark-shims-spark310_${scala.binary.version}</artifactId>
-            <version>${project.version}</version>
-            <scope>compile</scope>
-        </dependency>
-        <dependency>
-            <groupId>com.nvidia</groupId>
-            <artifactId>rapids-4-spark-shims-spark302_${scala.binary.version}</artifactId>
-            <version>${project.version}</version>
-            <scope>compile</scope>
-        </dependency>
-        <dependency>
-            <groupId>com.nvidia</groupId>
-            <artifactId>rapids-4-spark-shims-spark301_${scala.binary.version}</artifactId>
-            <version>${project.version}</version>
-            <scope>compile</scope>
-        </dependency>
         <dependency>
             <groupId>com.nvidia</groupId>
             <artifactId>rapids-4-spark-shims-spark300_${scala.binary.version}</artifactId>
diff --git a/shims/pom.xml b/shims/pom.xml
index d5420c8509a..5946987def5 100644
--- a/shims/pom.xml
+++ b/shims/pom.xml
@@ -39,13 +39,21 @@
                 <module>spark300db</module>
             </modules>
         </profile>
+        <profile>
+            <id>snapshot-shims</id>
+            <activation>
+                <activeByDefault>true</activeByDefault>
+            </activation>
+            <modules>
+                <module>spark301</module>
+                <module>spark302</module>
+                <module>spark310</module>
+            </modules>
+        </profile>
     </profiles>
 
     <modules>
         <module>spark300</module>
-        <module>spark301</module>
-        <module>spark302</module>
-        <module>spark310</module>
         <module>aggregator</module>
     </modules>
     <dependencies>
@@ -68,15 +76,6 @@
                 <groupId>net.alchim31.maven</groupId>
                 <artifactId>scala-maven-plugin</artifactId>
             </plugin>
-            <plugin>
-                <groupId>org.apache.rat</groupId>
-                <artifactId>apache-rat-plugin</artifactId>
-                <configuration>
-                    <excludes>
-                        <exclude>**/src/main/resources/META-INF/services/*</exclude>
-                    </excludes>
-                </configuration>
-            </plugin>
             <plugin>
                 <groupId>org.scalastyle</groupId>
                 <artifactId>scalastyle-maven-plugin</artifactId>
diff --git a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/ShimLoader.scala b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/ShimLoader.scala
index 878acb2a559..17d8a4e22b2 100644
--- a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/ShimLoader.scala
+++ b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/ShimLoader.scala
@@ -38,7 +38,8 @@ object ShimLoader extends Logging {
   logInfo(s"Found shims: $sparkShimLoaders")
   private val loader = sparkShimLoaders.headOption match {
     case Some(loader) => loader
-    case None => throw new IllegalArgumentException("Could not find Spark Shim Loader")
+    case None =>
+      throw new IllegalArgumentException(s"Could not find Spark Shim Loader for $sparkVersion")
   }
   private var sparkShims: SparkShims = null