diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 667371dacf5dc..f5b9a897240cf 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -300,22 +300,18 @@ jobs:
     steps:
     - name: Checkout Spark repository
       uses: actions/checkout@v2
-    - name: Cache Maven local repository
+    - name: Cache Ivy local repository
       uses: actions/cache@v2
       with:
-        path: ~/.m2/repository
-        key: scala-213-maven-${{ hashFiles('**/pom.xml') }}
+        path: ~/.ivy2/cache
+        key: scala-213-ivy-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
-          scala-213-maven-
+          scala-213-ivy-
     - name: Install Java 11
       uses: actions/setup-java@v1
       with:
         java-version: 11
-    - name: Build with Maven
+    - name: Build with SBT
       run: |
-        export MAVEN_OPTS="-Xmx2g -XX:ReservedCodeCacheSize=1g -Dorg.slf4j.simpleLogger.defaultLogLevel=WARN"
-        export MAVEN_CLI_OPTS="--no-transfer-progress"
-        mkdir -p ~/.m2
         ./dev/change-scala-version.sh 2.13
-        ./build/mvn $MAVEN_CLI_OPTS -DskipTests -Pyarn -Pmesos -Pkubernetes -Phive -Phive-thriftserver -Phadoop-cloud -Djava.version=11 -Pscala-2.13 install
-        rm -rf ~/.m2/repository/org/apache/spark
+        ./build/sbt -Pyarn -Pmesos -Pkubernetes -Phive -Phive-thriftserver -Phadoop-cloud -Pkinesis-asl -Djava.version=11 -Pscala-2.13 compile test:compile
diff --git a/external/kinesis-asl/src/main/scala/org/apache/spark/streaming/kinesis/KinesisBackedBlockRDD.scala b/external/kinesis-asl/src/main/scala/org/apache/spark/streaming/kinesis/KinesisBackedBlockRDD.scala
index 5072b3ae21d87..ab55d545770e9 100644
--- a/external/kinesis-asl/src/main/scala/org/apache/spark/streaming/kinesis/KinesisBackedBlockRDD.scala
+++ b/external/kinesis-asl/src/main/scala/org/apache/spark/streaming/kinesis/KinesisBackedBlockRDD.scala
@@ -91,7 +91,7 @@ class KinesisBackedBlockRDD[T: ClassTag](
   require(_blockIds.length == arrayOfseqNumberRanges.length,
     "Number of blockIds is not equal to the number of sequence number ranges")
 
-  override def isValid(): Boolean = true
+  override def isValid: Boolean = true
 
   override def getPartitions: Array[Partition] = {
     Array.tabulate(_blockIds.length) { i =>