diff --git a/api_validation/README.md b/api_validation/README.md
index 189351846f0..8f544cd31aa 100644
--- a/api_validation/README.md
+++ b/api_validation/README.md
@@ -1,7 +1,9 @@
 # API validation script for Rapids Plugin
 
 API validation script checks the compatibility of community Spark Execs and GPU Execs in the Rapids Plugin for Spark.  
-For example: HashAggregateExec with GpuHashAggregateExec. The script prints Execs where validation fails.  
+For example: HashAggregateExec with GpuHashAggregateExec.
+Script can be used to audit different versions of Spark(3.0.0, 3.0.1-SNAPSHOT and 3.1.0-SNAPSHOT)
+The script prints Execs where validation fails. 
 Validation fails when:
 1) The number of parameters differ between community Spark Execs and Gpu Execs.
 2) Parameters to the exec have a type mismatch.
@@ -15,7 +17,11 @@ It requires cudf, rapids-4-spark and spark jars.
 
 ```
 cd api_validation
-mvn scala:run
+// To run validation script on all version of Spark(3.0.0, 3.0.1-SNAPSHOT and 3.1.0-SNAPSHOT)
+sh auditAllVersions.sh
+
+// To run script on particular version we can use profile(spark300, spark301 and spark310)
+mvn scala:run -P spark300
 ```
 
 # Output
diff --git a/api_validation/auditAllVersions.sh b/api_validation/auditAllVersions.sh
new file mode 100644
index 00000000000..33862ccff6e
--- /dev/null
+++ b/api_validation/auditAllVersions.sh
@@ -0,0 +1,19 @@
+#!/bin/bash
+# Copyright (c) 2020, 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.
+set -ex
+
+mvn scala:run -P spark300
+mvn scala:run -P spark301
+mvn scala:run -P spark310
diff --git a/api_validation/pom.xml b/api_validation/pom.xml
index 1c16f48ddc3..cc88767046e 100644
--- a/api_validation/pom.xml
+++ b/api_validation/pom.xml
@@ -27,6 +27,27 @@
     <artifactId>rapids-4-spark-api-validation</artifactId>
     <version>0.2.0-SNAPSHOT</version>
 
+    <profiles>
+        <profile>
+            <id>spark300</id>
+            <properties>
+                <spark.version>${spark300.version}</spark.version>
+            </properties>
+        </profile>
+        <profile>
+            <id>spark301</id>
+            <properties>
+                <spark.version>${spark301.version}</spark.version>
+            </properties>
+        </profile>
+        <profile>
+            <id>spark310</id>
+            <properties>
+                <spark.version>${spark310.version}</spark.version>
+            </properties>
+        </profile>
+    </profiles>
+
     <dependencies>
         <dependency>
             <groupId>org.scala-lang</groupId>
@@ -35,6 +56,7 @@
         <dependency>
             <groupId>org.apache.spark</groupId>
             <artifactId>spark-sql_${scala.binary.version}</artifactId>
+            <version>${spark.version}</version>
         </dependency>
         <dependency>
             <groupId>org.scalatest</groupId>
@@ -53,6 +75,12 @@
             <version>${project.version}</version>
             <scope>provided</scope>
         </dependency>
+        <dependency>
+            <groupId>com.nvidia</groupId>
+	        <artifactId>rapids-4-spark-shims-aggregator_${scala.binary.version}</artifactId>
+            <version>0.2.0-SNAPSHOT</version>
+            <scope>provided</scope>
+        </dependency>
     </dependencies>
 
     <build>
diff --git a/api_validation/src/main/scala/com/nvidia/spark/rapids/api/ApiValidation.scala b/api_validation/src/main/scala/com/nvidia/spark/rapids/api/ApiValidation.scala
index a23b8d6c02d..607e08fbc5e 100644
--- a/api_validation/src/main/scala/com/nvidia/spark/rapids/api/ApiValidation.scala
+++ b/api_validation/src/main/scala/com/nvidia/spark/rapids/api/ApiValidation.scala
@@ -69,6 +69,16 @@ object ApiValidation extends Logging {
     val gpuKeys = gpuExecs.keys
     var printNewline = false
 
+    val sparkToShimMap = Map("3.0.0" -> "spark300", "3.0.1" -> "spark301", "3.1.0" -> "spark310")
+    val sparkVersion = ShimLoader.getSparkShims.getSparkShimVersion.toString
+    var shimVersion = sparkToShimMap(sparkVersion)
+    // There is no separate implementation for Execs in spark-3.0.1.
+    shimVersion = if (shimVersion == "spark301") {
+      "spark300"
+    } else {
+      shimVersion
+    }
+
     gpuKeys.foreach { e =>
       // Get SparkExecs argNames and types
       val sparkTypes = classToTypeTag(e)
@@ -83,13 +93,15 @@ object ApiValidation extends Logging {
         val execType = sparkTypes.tpe.toString.split('.').last
         val gpu = execType match {
           case "BroadcastExchangeExec" => s"org.apache.spark.sql.rapids.execution.Gpu" + execType
-          case "BroadcastHashJoinExec" => s"com.nvidia.spark.rapids.shims.spark300.Gpu" + execType
-          case "FileSourceScanExec" => s"org.apache.spark.sql.rapids.shims.spark300.Gpu" + execType
+          case "BroadcastHashJoinExec" => s"com.nvidia.spark.rapids.shims." + shimVersion +
+            ".Gpu" + execType
+          case "FileSourceScanExec" => s"org.apache.spark.sql.rapids.shims." + shimVersion +
+            ".Gpu" + execType
           case "CartesianProductExec" => s"org.apache.spark.sql.rapids.Gpu" + execType
           case "BroadcastNestedLoopJoinExec" =>
-            s"com.nvidia.spark.rapids.shims.spark300.Gpu" + execType
+            s"com.nvidia.spark.rapids.shims." + shimVersion + ".Gpu" + execType
           case "SortMergeJoinExec" | "ShuffledHashJoinExec" =>
-            s"com.nvidia.spark.rapids.shims.spark300.GpuShuffledHashJoinExec"
+            s"com.nvidia.spark.rapids.shims." + shimVersion + ".GpuShuffledHashJoinExec"
           case "SortAggregateExec" => s"com.nvidia.spark.rapids.GpuHashAggregateExec"
           case _ => s"com.nvidia.spark.rapids.Gpu" + execType
         }