diff --git a/api_validation/pom.xml b/api_validation/pom.xml
index 66bb5e40d2a..892bd83ef24 100644
--- a/api_validation/pom.xml
+++ b/api_validation/pom.xml
@@ -77,53 +77,11 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
                 </dependency>
             </dependencies>
         </profile>
diff --git a/datagen/pom.xml b/datagen/pom.xml
index 1a540a303f5..2414152b6f3 100644
--- a/datagen/pom.xml
+++ b/datagen/pom.xml
@@ -71,54 +71,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -131,54 +89,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -196,93 +112,10 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-annotation_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.scala-lang</groupId>
-                    <artifactId>scala-reflect</artifactId>
-                    <version>${scala.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.esotericsoftware.kryo</groupId>
-                    <artifactId>kryo-shaded-db</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-format</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-memory</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.fasterxml.jackson.core</groupId>
-                    <artifactId>jackson-annotations</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-exec</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-serde</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-io</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hadoop</groupId>
-                    <artifactId>hadoop-client</artifactId>
-                    <version>${hadoop.client.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
             </dependencies>
diff --git a/dist/pom.xml b/dist/pom.xml
index 42f07c6f53d..e40de9e7d33 100644
--- a/dist/pom.xml
+++ b/dist/pom.xml
@@ -164,144 +164,6 @@
                 </included_buildvers>
             </properties>
         </profile>
-        <profile>
-            <id>release321cdh</id>
-            <activation>
-                <property>
-                    <name>buildver</name>
-                    <value>321cdh</value>
-                </property>
-            </activation>
-            <properties>
-                <included_buildvers>${buildver}</included_buildvers>
-            </properties>
-            <dependencies>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
-            </dependencies>
-             <pluginRepositories>
-                <pluginRepository>
-                    <id>cloudera-repo</id>
-                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
-                </pluginRepository>
-             </pluginRepositories>
-        </profile>
-        <profile>
-            <id>release330cdh</id>
-            <activation>
-                <property>
-                    <name>buildver</name>
-                    <value>330cdh</value>
-                </property>
-            </activation>
-            <properties>
-                 <included_buildvers>${buildver}</included_buildvers>
-            </properties>
-            <dependencies>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
-            </dependencies>
-            <pluginRepositories>
-                <pluginRepository>
-                    <id>cloudera-repo</id>
-                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
-                </pluginRepository>
-            </pluginRepositories>
-        </profile>
         <profile>
             <id>individual</id>
             <activation>
diff --git a/integration_tests/pom.xml b/integration_tests/pom.xml
index abe5bf52a4c..2bd20772065 100644
--- a/integration_tests/pom.xml
+++ b/integration_tests/pom.xml
@@ -86,54 +86,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -146,54 +104,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -211,111 +127,10 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-annotation_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.scala-lang</groupId>
-                    <artifactId>scala-reflect</artifactId>
-                    <version>${scala.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.esotericsoftware.kryo</groupId>
-                    <artifactId>kryo-shaded-db</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-format</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-memory</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>compile</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.fasterxml.jackson.core</groupId>
-                    <artifactId>jackson-annotations</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-exec</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-serde</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-ast_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-jackson_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-io</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hadoop</groupId>
-                    <artifactId>hadoop-client</artifactId>
-                    <version>${hadoop.client.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
             </dependencies>
diff --git a/pom.xml b/pom.xml
index f83bd8ac076..02b59f0cd1a 100644
--- a/pom.xml
+++ b/pom.xml
@@ -194,9 +194,22 @@
                 <repository>
                     <id>cloudera-repo</id>
                     <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
+                    <releases>
+                        <enabled>true</enabled>
+                    </releases>
+                    <snapshots>
+                        <enabled>true</enabled>
+                    </snapshots>
                 </repository>
             </repositories>
+            <pluginRepositories>
+                <pluginRepository>
+                    <id>cloudera-repo</id>
+                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
+                </pluginRepository>
+            </pluginRepositories>
             <modules>
+                <module>shim-deps/cloudera</module>
                 <module>delta-lake/delta-20x</module>
             </modules>
         </profile>
@@ -281,6 +294,7 @@
                 <parquet.hadoop.version>1.12.0</parquet.hadoop.version>
             </properties>
             <modules>
+                <module>shim-deps/databricks</module>
                 <module>delta-lake/delta-spark321db</module>
             </modules>
         </profile>
@@ -432,7 +446,14 @@
                     </snapshots>
                 </repository>
             </repositories>
+            <pluginRepositories>
+                <pluginRepository>
+                    <id>cloudera-repo</id>
+                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
+                </pluginRepository>
+            </pluginRepositories>
             <modules>
+                <module>shim-deps/cloudera</module>
                 <module>delta-lake/delta-21x</module>
                 <module>delta-lake/delta-22x</module>
             </modules>
@@ -465,6 +486,7 @@
                 <iceberg.version>${spark330.iceberg.version}</iceberg.version>
             </properties>
             <modules>
+                <module>shim-deps/databricks</module>
                 <module>delta-lake/delta-spark330db</module>
             </modules>
         </profile>
@@ -496,6 +518,7 @@
                 <iceberg.version>${spark330.iceberg.version}</iceberg.version>
             </properties>
             <modules>
+                <module>shim-deps/databricks</module>
                 <module>delta-lake/delta-spark332db</module>
             </modules>
         </profile>
diff --git a/shim-deps/cloudera/pom.xml b/shim-deps/cloudera/pom.xml
new file mode 100644
index 00000000000..9b075aa6cdb
--- /dev/null
+++ b/shim-deps/cloudera/pom.xml
@@ -0,0 +1,90 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  Copyright (c) 2023, NVIDIA CORPORATION.
+
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+-->
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+    xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+
+    <parent>
+        <groupId>com.nvidia</groupId>
+        <artifactId>rapids-4-spark-parent</artifactId>
+        <version>23.10.0-SNAPSHOT</version>
+        <relativePath>../../pom.xml</relativePath>
+    </parent>
+    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+    <packaging>pom</packaging>
+    <description>CDH Shim Dependencies</description>
+    <version>23.10.0-SNAPSHOT</version>
+    <!--
+        This module is going to be used as a provided dependncy. The dependencies below
+        are compile-scope so they are propagated to dependents as provided
+    -->
+    <dependencies>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-sql_${scala.binary.version}</artifactId>
+            <scope>compile</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.apache.arrow</groupId>
+                    <artifactId>arrow-vector</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-hive_${scala.binary.version}</artifactId>
+            <scope>compile</scope>
+            <exclusions>
+                <!-- spark-core tries to pull a curator-recipes version we don't want -->
+                <exclusion>
+                    <groupId>org.apache.spark</groupId>
+                    <artifactId>spark-core_${scala.binary.version}</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.apache.arrow</groupId>
+                    <artifactId>arrow-vector</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.arrow</groupId>
+            <artifactId>arrow-vector</artifactId>
+            <version>${arrow.cdh.version}</version>
+            <scope>compile</scope>
+            <exclusions>
+                <exclusion>
+                    <groupId>com.fasterxml.jackson.core</groupId>
+                    <artifactId>jackson-core</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>com.fasterxml.jackson.core</groupId>
+                    <artifactId>jackson-annotations</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>io.netty</groupId>
+                    <artifactId>netty-common</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-avro_${scala.binary.version}</artifactId>
+            <scope>compile</scope>
+        </dependency>
+    </dependencies>
+</project>
\ No newline at end of file
diff --git a/shim-deps/databricks/pom.xml b/shim-deps/databricks/pom.xml
new file mode 100644
index 00000000000..80cfcf7c3c1
--- /dev/null
+++ b/shim-deps/databricks/pom.xml
@@ -0,0 +1,266 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  Copyright (c) 2023, NVIDIA CORPORATION.
+
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+-->
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+    xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+
+    <parent>
+        <groupId>com.nvidia</groupId>
+        <artifactId>rapids-4-spark-parent</artifactId>
+        <version>23.10.0-SNAPSHOT</version>
+        <relativePath>../../pom.xml</relativePath>
+    </parent>
+    <artifactId>rapids-4-spark-db-bom</artifactId>
+    <packaging>pom</packaging>
+    <description>Databricks Shim Dependencies</description>
+    <version>23.10.0-SNAPSHOT</version>
+    <!--
+        This module is going to be used as a provided dependncy. The dependencies below
+        are compile-scope so they are propagated to dependents as provided
+    -->
+    <dependencies>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-sql_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-avro_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.avro</groupId>
+            <artifactId>avro-mapred</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.avro</groupId>
+            <artifactId>avro</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hive</groupId>
+            <artifactId>hive-exec</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hive</groupId>
+            <artifactId>hive-metastore-client-patched</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hive</groupId>
+            <artifactId>hive-serde</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-hive_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.fasterxml.jackson.core</groupId>
+            <artifactId>jackson-core</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.fasterxml.jackson.core</groupId>
+            <artifactId>jackson-annotations</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-core_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-annotation_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-network-common_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-network-shuffle_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-launcher_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.spark</groupId>
+            <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.json4s</groupId>
+            <artifactId>json4s-ast_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.json4s</groupId>
+            <artifactId>json4s-core_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.json4s</groupId>
+            <artifactId>json4s-jackson_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-io</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.scala-lang</groupId>
+            <artifactId>scala-reflect</artifactId>
+            <version>${scala.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-lang3</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.esotericsoftware.kryo</groupId>
+            <artifactId>kryo-shaded-db</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-hadoop</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-common</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-column</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-format</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.arrow</groupId>
+            <artifactId>arrow-format</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.arrow</groupId>
+            <artifactId>arrow-memory</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.arrow</groupId>
+            <artifactId>arrow-vector</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hadoop</groupId>
+            <artifactId>hadoop-client</artifactId>
+            <version>${hadoop.client.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.orc</groupId>
+            <artifactId>orc-core</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.orc</groupId>
+            <artifactId>orc-shims</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.orc</groupId>
+            <artifactId>orc-mapreduce</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hive</groupId>
+            <artifactId>hive-storage-api</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.google.protobuf</groupId>
+            <artifactId>protobuf-java</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.javaassist</groupId>
+            <artifactId>javaassist</artifactId>
+            <version>${spark.version}</version>
+            <scope>compile</scope>
+        </dependency>
+    </dependencies>
+</project>
\ No newline at end of file
diff --git a/shuffle-plugin/pom.xml b/shuffle-plugin/pom.xml
index bcf8c8e3599..8ff9c2e8686 100644
--- a/shuffle-plugin/pom.xml
+++ b/shuffle-plugin/pom.xml
@@ -82,54 +82,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
        <profile>
@@ -147,15 +105,10 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
             </dependencies>
diff --git a/sql-plugin/pom.xml b/sql-plugin/pom.xml
index b7b0c94ea4a..11cbdca82fa 100644
--- a/sql-plugin/pom.xml
+++ b/sql-plugin/pom.xml
@@ -113,53 +113,11 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
                 </dependency>
             </dependencies>
         </profile>
@@ -173,53 +131,11 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
                 </dependency>
             </dependencies>
         </profile>
@@ -272,209 +188,10 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-avro_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-		    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.avro</groupId>
-                    <artifactId>avro-mapred</artifactId>
-                    <version>${spark.version}</version>
-		    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.avro</groupId>
-                    <artifactId>avro</artifactId>
-                    <version>${spark.version}</version>
-		    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-exec</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-metastore-client-patched</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-serde</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                </dependency>
-                <dependency>
-                    <groupId>com.fasterxml.jackson.core</groupId>
-                    <artifactId>jackson-core</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.fasterxml.jackson.core</groupId>
-                    <artifactId>jackson-annotations</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-annotation_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-network-common_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-network-shuffle_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-launcher_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-ast_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-io</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.scala-lang</groupId>
-                    <artifactId>scala-reflect</artifactId>
-                    <version>${scala.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-lang3</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.esotericsoftware.kryo</groupId>
-                    <artifactId>kryo-shaded-db</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-hadoop</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-common</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-format</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-memory</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hadoop</groupId>
-                    <artifactId>hadoop-client</artifactId>
-                    <version>${hadoop.client.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-shims</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-mapreduce</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-storage-api</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.google.protobuf</groupId>
-                    <artifactId>protobuf-java</artifactId>
-                    <version>${spark.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
             </dependencies>
diff --git a/tests/pom.xml b/tests/pom.xml
index 335cd130b3e..df74c595db3 100644
--- a/tests/pom.xml
+++ b/tests/pom.xml
@@ -115,54 +115,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -178,61 +136,13 @@
             </properties>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
-            <pluginRepositories>
-                <pluginRepository>
-                    <id>cloudera-repo</id>
-                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
-                </pluginRepository>
-            </pluginRepositories>
         </profile>
         <profile>
             <!--
@@ -249,123 +159,10 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-annotation_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-avro_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.avro</groupId>
-                    <artifactId>avro-mapred</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.avro</groupId>
-                    <artifactId>avro</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-io</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.commons</groupId>
-                    <artifactId>commons-lang3</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hadoop</groupId>
-                    <artifactId>hadoop-client</artifactId>
-                    <version>${hadoop.client.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.esotericsoftware.kryo</groupId>
-                    <artifactId>kryo-shaded-db</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-memory</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>com.fasterxml.jackson.core</groupId>
-                    <artifactId>jackson-annotations</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-hadoop</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-column</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.parquet</groupId>
-                    <artifactId>parquet-common</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.orc</groupId>
-                    <artifactId>orc-core</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.hive</groupId>
-                    <artifactId>hive-storage-api</artifactId>
-                    <version>${spark.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
             </dependencies>
diff --git a/udf-compiler/pom.xml b/udf-compiler/pom.xml
index f87f922f720..1ff68981472 100644
--- a/udf-compiler/pom.xml
+++ b/udf-compiler/pom.xml
@@ -79,48 +79,13 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-db-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-core_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-annotation_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.javaassist</groupId>
-                    <artifactId>javaassist</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.json4s</groupId>
-                    <artifactId>json4s-ast_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-unsafe_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-catalyst_${scala.binary.version}</artifactId>
-                    <version>${spark.version}</version>
-                    <scope>provided</scope>
-                </dependency>
-           </dependencies>
+            </dependencies>
        </profile>
         <profile>
             <id>release321cdh</id>
@@ -132,53 +97,12 @@
             </activation>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark321cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
                 </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
-                    <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
-                </dependency>
             </dependencies>
         </profile>
         <profile>
@@ -194,61 +118,13 @@
             </properties>
             <dependencies>
                 <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-sql_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.spark</groupId>
-                    <artifactId>spark-hive_${scala.binary.version}</artifactId>
-                    <version>${spark330cdh.version}</version>
-                    <exclusions>
-                        <!-- spark-core tries to pull a curator-recipes version we don't want -->
-                        <exclusion>
-                            <groupId>org.apache.spark</groupId>
-                            <artifactId>spark-core_${scala.binary.version}</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>org.apache.arrow</groupId>
-                            <artifactId>arrow-vector</artifactId>
-                        </exclusion>
-                    </exclusions>
-                    <scope>provided</scope>
-                </dependency>
-                <dependency>
-                    <groupId>org.apache.arrow</groupId>
-                    <artifactId>arrow-vector</artifactId>
-                    <version>${arrow.cdh.version}</version>
+                    <groupId>com.nvidia</groupId>
+                    <artifactId>rapids-4-spark-cdh-bom</artifactId>
+                    <version>${project.version}</version>
+                    <type>pom</type>
                     <scope>provided</scope>
-                    <exclusions>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-core</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>com.fasterxml.jackson.core</groupId>
-                            <artifactId>jackson-annotations</artifactId>
-                        </exclusion>
-                        <exclusion>
-                            <groupId>io.netty</groupId>
-                            <artifactId>netty-common</artifactId>
-                        </exclusion>
-                    </exclusions>
                 </dependency>
             </dependencies>
-            <pluginRepositories>
-                <pluginRepository>
-                    <id>cloudera-repo</id>
-                    <url>https://repository.cloudera.com/artifactory/cloudera-repos/</url>
-                </pluginRepository>
-            </pluginRepositories>
         </profile>
     </profiles>