diff --git a/.github/workflows/spark-integration-test.yml b/.github/workflows/spark-integration-test.yml
index e7ff4f5fcc9..27484142f25 100644
--- a/.github/workflows/spark-integration-test.yml
+++ b/.github/workflows/spark-integration-test.yml
@@ -57,6 +57,7 @@ jobs:
       matrix:
         architecture: [linux/amd64]
         java-version: [ 8, 11, 17 ]
+        scala-version: [ 2.12, 2.13 ]
         test-mode: [ embedded, deploy ]
     env:
       PLATFORM: ${{ matrix.architecture }}
@@ -91,9 +92,11 @@ jobs:
       - name: Spark Integration Test
         id: integrationTest
         run: |
-          ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} :spark-connector:spark33:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
-          ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} :spark-connector:spark34:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
-          ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} :spark-connector:spark35:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
+          if [ "${{ matrix.scala-version }}" == "2.12" ];then 
+            ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} -PscalaVersion=${{ maxtrix.scala-version }} :spark-connector:spark33:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
+          fi
+          ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} -PscalaVersion=${{ maxtrix.scala-version }} :spark-connector:spark34:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
+          ./gradlew --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} -PscalaVersion=${{ maxtrix.scala-version }} :spark-connector:spark35:test --tests "com.datastrato.gravitino.spark.connector.integration.test.**"
 
       - name: Upload integrate tests reports
         uses: actions/upload-artifact@v3
diff --git a/gradle/libs.versions.toml b/gradle/libs.versions.toml
index d15eb8e8692..3347d6990f7 100644
--- a/gradle/libs.versions.toml
+++ b/gradle/libs.versions.toml
@@ -34,7 +34,8 @@ spark = "3.4.1" # used for Gravitino catalog integration test
 spark33 = "3.3.4" 
 spark34 = "3.4.3"
 spark35 = "3.5.1"
-kyuubi4spark33 = "1.7.4"
+#kyuubi4spark33 = "1.7.4"
+kyuubi4spark33 = "1.8.2"
 kyuubi4spark34 = "1.8.2"
 kyuubi4spark35 = "1.9.0"
 scala-collection-compat = "2.7.0"
diff --git a/settings.gradle.kts b/settings.gradle.kts
index 88723bb7f9d..7547bd472b9 100644
--- a/settings.gradle.kts
+++ b/settings.gradle.kts
@@ -8,6 +8,10 @@ plugins {
 
 rootProject.name = "gravitino"
 
+val scalaVersion: String = gradle.startParameter.projectProperties["scalaVersion"]?.toString()
+  ?: settings.extra["defaultScalaVersion"]?.toString()
+  ?: "2.12"
+
 include("api", "common", "core", "meta", "server", "integration-test", "server-common")
 include("catalogs:bundled-catalog")
 include("catalogs:catalog-hive")
@@ -28,9 +32,13 @@ include(
   "clients:client-python"
 )
 include("trino-connector")
-include("spark-connector:spark-common", "spark-connector:spark33", "spark-connector:spark33-runtime", "spark-connector:spark34", "spark-connector:spark34-runtime", "spark-connector:spark35", "spark-connector:spark35-runtime")
-project(":spark-connector:spark33").projectDir = file("spark-connector/v3.3/spark")
-project(":spark-connector:spark33-runtime").projectDir = file("spark-connector/v3.3/spark-runtime")
+include("spark-connector:spark-common", "spark-connector:spark34", "spark-connector:spark34-runtime", "spark-connector:spark35", "spark-connector:spark35-runtime")
+// kyuubi hive connector doesn't support 2.13 for Spark3.3
+if (scalaVersion == "2.12") {
+  include("spark-connector:spark33", "spark-connector:spark33-runtime")
+  project(":spark-connector:spark33").projectDir = file("spark-connector/v3.3/spark")
+  project(":spark-connector:spark33-runtime").projectDir = file("spark-connector/v3.3/spark-runtime")
+}
 project(":spark-connector:spark34").projectDir = file("spark-connector/v3.4/spark")
 project(":spark-connector:spark34-runtime").projectDir = file("spark-connector/v3.4/spark-runtime")
 project(":spark-connector:spark35").projectDir = file("spark-connector/v3.5/spark")
diff --git a/spark-connector/spark-common/build.gradle.kts b/spark-connector/spark-common/build.gradle.kts
index 3b485942f28..804516b822b 100644
--- a/spark-connector/spark-common/build.gradle.kts
+++ b/spark-connector/spark-common/build.gradle.kts
@@ -17,7 +17,8 @@ val scalaVersion: String = project.properties["scalaVersion"] as? String ?: extr
 val sparkVersion: String = libs.versions.spark33.get()
 val sparkMajorVersion: String = sparkVersion.substringBeforeLast(".")
 val icebergVersion: String = libs.versions.iceberg4spark.get()
-val kyuubiVersion: String = libs.versions.kyuubi4spark33.get()
+// kyuubi hive connector for Spark 3.3 doesn't support scala 2.13
+val kyuubiVersion: String = libs.versions.kyuubi4spark34.get()
 val scalaJava8CompatVersion: String = libs.versions.scala.java.compat.get()
 val scalaCollectionCompatVersion: String = libs.versions.scala.collection.compat.get()
 
diff --git a/spark-connector/spark-common/src/main/java/com/datastrato/gravitino/spark/connector/SparkTransformConverter.java b/spark-connector/spark-common/src/main/java/com/datastrato/gravitino/spark/connector/SparkTransformConverter.java
index 033ac6d0f3a..8be80454745 100644
--- a/spark-connector/spark-common/src/main/java/com/datastrato/gravitino/spark/connector/SparkTransformConverter.java
+++ b/spark-connector/spark-common/src/main/java/com/datastrato/gravitino/spark/connector/SparkTransformConverter.java
@@ -239,6 +239,7 @@ public org.apache.spark.sql.connector.expressions.Transform[] toSparkTransform(
     return sparkTransforms.toArray(new org.apache.spark.sql.connector.expressions.Transform[0]);
   }
 
+  @SuppressWarnings("deprecation")
   private static Distribution toGravitinoDistribution(BucketTransform bucketTransform) {
     int bucketNum = (Integer) bucketTransform.numBuckets().value();
     Expression[] expressions =
@@ -249,6 +250,7 @@ private static Distribution toGravitinoDistribution(BucketTransform bucketTransf
   }
 
   // Spark datasourceV2 doesn't support specify sort order direction, use ASCENDING as default.
+  @SuppressWarnings("deprecation")
   private static Pair<Distribution, SortOrder[]> toGravitinoDistributionAndSortOrders(
       SortedBucketTransform sortedBucketTransform) {
     int bucketNum = (Integer) sortedBucketTransform.numBuckets().value();