diff --git a/README.md b/README.md
index 3b10fafe3..03f58aa85 100644
--- a/README.md
+++ b/README.md
@@ -39,16 +39,16 @@ RSS Worker's slot count is decided by `rss.worker.numSlots` or`rss.worker.flush.
 RSS worker's slot count decreases when a partition is allocated and increments when a partition is freed.  
 
 ## Build
-RSS supports Spark2.x(>=2.4.0) and Spark3.x(>=3.1.0).
+RSS supports Spark2.x(>=2.4.0) and Spark3.x(>=3.0.1).
 
 Build for Spark 2    
 `
-./dev/make-distribution.sh -Pspark-2 -Dspark.version=[spark.version default 2.4.5]
+./dev/make-distribution.sh -Pspark-2
 `
 
 Build for Spark 3  
 `
-./dev/make-distribution.sh -Pspark-3 -Dspark.version=[spark.version default 3.1.2]
+./dev/make-distribution.sh -Pspark-3
 `
 
 package rss-${project.version}-bin-release.tgz will be generated.
diff --git a/client-spark/shuffle-manager-3/src/main/scala/org/apache/spark/shuffle/rss/RssShuffleManager.scala b/client-spark/shuffle-manager-3/src/main/scala/org/apache/spark/shuffle/rss/RssShuffleManager.scala
index 5c6fbe3c2..4b1a4c24a 100644
--- a/client-spark/shuffle-manager-3/src/main/scala/org/apache/spark/shuffle/rss/RssShuffleManager.scala
+++ b/client-spark/shuffle-manager-3/src/main/scala/org/apache/spark/shuffle/rss/RssShuffleManager.scala
@@ -87,6 +87,29 @@ class RssShuffleManager(conf: SparkConf) extends ShuffleManager with Logging {
     }
   }
 
+  override def unregisterShuffle(shuffleId: Int): Boolean = {
+    if (sortShuffleIds.contains(shuffleId)) {
+      sortShuffleManager.unregisterShuffle(shuffleId)
+    } else {
+      newAppId match {
+        case Some(id) => rssShuffleClient.exists(_.unregisterShuffle(id, shuffleId, isDriver))
+        case None => true
+      }
+    }
+  }
+
+  override def shuffleBlockResolver: ShuffleBlockResolver = {
+    sortShuffleManager.shuffleBlockResolver
+  }
+
+  override def stop(): Unit = {
+    rssShuffleClient.foreach(_.shutDown())
+    lifecycleManager.foreach(_.stop())
+    if (sortShuffleManager != null) {
+      sortShuffleManager.stop()
+    }
+  }
+
   override def getWriter[K, V](
       handle: ShuffleHandle,
       mapId: Long,
@@ -112,8 +135,10 @@ class RssShuffleManager(conf: SparkConf) extends ShuffleManager with Logging {
     }
   }
 
-  // remove override for compatibility
-  override def getReader[K, C](
+  /**
+   * Interface for Spark3.1 and higher
+   */
+  def getReader[K, C](
       handle: ShuffleHandle,
       startMapIndex: Int,
       endMapIndex: Int,
@@ -129,32 +154,63 @@ class RssShuffleManager(conf: SparkConf) extends ShuffleManager with Logging {
           endPartition,
           context,
           essConf)
-      case _ => sortShuffleManager.getReader(handle, startMapIndex, endMapIndex,
-          startPartition, endPartition, context, metrics)
+      case _ =>
+        RssShuffleManager.invokeGetReaderMethod(
+          sortShuffleManagerName,
+          "getReader",
+          sortShuffleManager,
+          handle,
+          startMapIndex,
+          endMapIndex,
+          startPartition,
+          endPartition,
+          context,
+          metrics)
     }
   }
 
-  override def unregisterShuffle(shuffleId: Int): Boolean = {
-    if (sortShuffleIds.contains(shuffleId)) {
-      sortShuffleManager.unregisterShuffle(shuffleId)
-    } else {
-      newAppId match {
-        case Some(id) => rssShuffleClient.exists(_.unregisterShuffle(id, shuffleId, isDriver))
-        case None => true
-      }
+  /**
+   * Interface for Spark3.0 and higher
+   */
+  def getReader[K, C](
+      handle: ShuffleHandle,
+      startPartition: Int,
+      endPartition: Int,
+      context: TaskContext,
+      metrics: ShuffleReadMetricsReporter): ShuffleReader[K, C] = {
+    handle match {
+      case _: RssShuffleHandle[K@unchecked, C@unchecked, _] =>
+        new RssShuffleReader(
+          handle.asInstanceOf[RssShuffleHandle[K, _, C]],
+          startPartition,
+          endPartition,
+          context,
+          essConf)
+      case _ =>
+        RssShuffleManager.invokeGetReaderMethod(
+          sortShuffleManagerName,
+          "getReader",
+          sortShuffleManager,
+          handle,
+          -1,
+          -1,
+          startPartition,
+          endPartition,
+          context,
+          metrics)
     }
   }
 
-  override def shuffleBlockResolver: ShuffleBlockResolver = {
-    sortShuffleManager.shuffleBlockResolver
-  }
-
-  override def stop(): Unit = {
-    rssShuffleClient.foreach(_.shutDown())
-    lifecycleManager.foreach(_.stop())
-    if (sortShuffleManager != null) {
-      sortShuffleManager.stop()
-    }
+  def getReaderForRange[K, C](
+      handle: ShuffleHandle,
+      startMapIndex: Int,
+      endMapIndex: Int,
+      startPartition: Int,
+      endPartition: Int,
+      context: TaskContext,
+      metrics: ShuffleReadMetricsReporter): ShuffleReader[K, C] = {
+    throw new UnsupportedOperationException("Currently RSS do NOT support skew join Optimization," +
+      "Please set spark.sql.adaptive.skewJoin.enabled to false")
   }
 }
 
@@ -201,6 +257,50 @@ object RssShuffleManager {
         }
     }
   }
+
+  // Invoke and return getReader method of SortShuffleManager
+  def invokeGetReaderMethod[K, C](
+      className: String,
+      methodName: String,
+      sortShuffleManager: SortShuffleManager,
+      handle: ShuffleHandle,
+      startMapIndex: Int = 0,
+      endMapIndex: Int = Int.MaxValue,
+      startPartition: Int,
+      endPartition: Int,
+      context: TaskContext,
+      metrics: ShuffleReadMetricsReporter): ShuffleReader[K, C] = {
+    val cls = Utils.classForName(className)
+    try {
+      val method = cls.getMethod(methodName, classOf[ShuffleHandle], Integer.TYPE, Integer.TYPE,
+        Integer.TYPE, Integer.TYPE, classOf[TaskContext], classOf[ShuffleReadMetricsReporter])
+      method.invoke(
+        sortShuffleManager,
+        handle,
+        Integer.valueOf(startMapIndex),
+        Integer.valueOf(endMapIndex),
+        Integer.valueOf(startPartition),
+        Integer.valueOf(endPartition),
+        context,
+        metrics).asInstanceOf[ShuffleReader[K, C]]
+    } catch {
+      case _: NoSuchMethodException =>
+        try {
+          val method = cls.getMethod(methodName, classOf[ShuffleHandle], Integer.TYPE, Integer.TYPE,
+            classOf[TaskContext], classOf[ShuffleReadMetricsReporter])
+          method.invoke(
+            sortShuffleManager,
+            handle,
+            Integer.valueOf(startPartition),
+            Integer.valueOf(endPartition),
+            context,
+            metrics).asInstanceOf[ShuffleReader[K, C]]
+        } catch {
+          case e: NoSuchMethodException =>
+            throw new Exception("Get getReader method failed.", e)
+        }
+    }
+  }
 }
 
 class RssShuffleHandle[K, V, C](
diff --git a/pom.xml b/pom.xml
index 4e30a2540..a74e99340 100644
--- a/pom.xml
+++ b/pom.xml
@@ -510,7 +510,7 @@
       <properties>
         <scala.version>2.12.10</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
-        <spark.version>3.1.2</spark.version>
+        <spark.version>3.0.1</spark.version>
         <rss.shuffle.manager>shuffle-manager-3</rss.shuffle.manager>
       </properties>
       <dependencies>