diff --git a/.github/workflows/tpch.yml b/.github/workflows/tpch.yml
index ae159eb8b..cc042a6e9 100644
--- a/.github/workflows/tpch.yml
+++ b/.github/workflows/tpch.yml
@@ -59,7 +59,7 @@ jobs:
           mvn clean install -B -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -P arrow-jni -am -Darrow.cpp.build.dir=/tmp/arrow/cpp/build/release/ -DskipTests -Dcheckstyle.skip
       - name: Run Maven tests - BHJ
         run: |
-          mvn test -B -Dbuild_arrow=OFF -pl native-sql-engine/core/ -am -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DmembersOnlySuites=com.intel.oap.tpc.h -DtagsToInclude=com.intel.oap.tags.BroadcastHashJoinMode -DargLine="-Xmx1G -XX:MaxDirectMemorySize=500M -Dio.netty.allocator.numDirectArena=1"
+          mvn test -B -P full-scala-compiler -Dbuild_arrow=OFF -pl native-sql-engine/core/ -am -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DmembersOnlySuites=com.intel.oap.tpc.h -DtagsToInclude=com.intel.oap.tags.BroadcastHashJoinMode -DargLine="-Xmx1G -XX:MaxDirectMemorySize=500M -Dio.netty.allocator.numDirectArena=1"
         env:
           MALLOC_ARENA_MAX: "4"
           MAVEN_OPTS: "-Xmx1G"
@@ -68,7 +68,7 @@ jobs:
           ENABLE_TPCH_TESTS: "true"
       - name: Run Maven tests - SMJ
         run: |
-          mvn test -B -Dbuild_arrow=OFF -pl native-sql-engine/core/ -am -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DmembersOnlySuites=com.intel.oap.tpc.h -DtagsToInclude=com.intel.oap.tags.SortMergeJoinMode -DargLine="-Xmx1G -XX:MaxDirectMemorySize=500M -Dio.netty.allocator.numDirectArena=1"
+          mvn test -B -P full-scala-compiler -Dbuild_arrow=OFF -pl native-sql-engine/core/ -am -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DmembersOnlySuites=com.intel.oap.tpc.h -DtagsToInclude=com.intel.oap.tags.SortMergeJoinMode -DargLine="-Xmx1G -XX:MaxDirectMemorySize=500M -Dio.netty.allocator.numDirectArena=1"
         env:
           MALLOC_ARENA_MAX: "4"
           MAVEN_OPTS: "-Xmx1G"
@@ -80,7 +80,7 @@ jobs:
           cml-publish /tmp/comment_image_2.png --md >> /tmp/comment.md
       - name: Run Maven tests - Report
         run: |
-          mvn test -B -Dbuild_arrow=OFF -Dbuild_protobuf=OFF -pl native-sql-engine/core/ -am -DmembersOnlySuites=com.intel.oap.tpc.h -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DtagsToInclude=com.intel.oap.tags.CommentOnContextPR -Dexec.skip=true
+          mvn test -B -P full-scala-compiler -Dbuild_arrow=OFF -Dbuild_protobuf=OFF -pl native-sql-engine/core/ -am -DmembersOnlySuites=com.intel.oap.tpc.h -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -DtagsToInclude=com.intel.oap.tags.CommentOnContextPR -Dexec.skip=true
         env:
           PR_URL: ${{ github.event.issue.pull_request.url }}
           MAVEN_OPTS: "-Xmx1G"
diff --git a/.github/workflows/unittests.yml b/.github/workflows/unittests.yml
index efa405d60..0620c79a4 100644
--- a/.github/workflows/unittests.yml
+++ b/.github/workflows/unittests.yml
@@ -100,9 +100,9 @@ jobs:
           cd arrow-data-source
           mvn clean install -DskipTests -Dbuild_arrow=OFF
           cd ..
-          mvn clean package -am -pl native-sql-engine/core -DskipTests -Dbuild_arrow=OFF
+          mvn clean package -P full-scala-compiler -am -pl native-sql-engine/core -DskipTests -Dbuild_arrow=OFF
           cd native-sql-engine/core/
-          mvn test -DmembersOnlySuites=org.apache.spark.sql.travis -am -DfailIfNoTests=false -Dexec.skip=true -DargLine="-Dspark.test.home=/tmp/spark-3.0.0-bin-hadoop2.7" &> log-file.log
+          mvn test -P full-scala-compiler -DmembersOnlySuites=org.apache.spark.sql.travis -am -DfailIfNoTests=false -Dexec.skip=true -DargLine="-Dspark.test.home=/tmp/spark-3.0.0-bin-hadoop2.7" &> log-file.log
           echo '#!/bin/bash' > grep.sh
           echo "module_tested=0; module_should_test=1; tests_total=0; while read -r line; do num=\$(echo \"\$line\" | grep -o -E '[0-9]+'); tests_total=\$((tests_total+num)); done <<<\"\$(grep \"Total number of tests run:\" log-file.log)\"; succeed_total=0; while read -r line; do [[ \$line =~ [^0-9]*([0-9]+)\, ]]; num=\${BASH_REMATCH[1]}; succeed_total=\$((succeed_total+num)); let module_tested++; done <<<\"\$(grep \"succeeded\" log-file.log)\"; if test \$tests_total -eq \$succeed_total -a \$module_tested -eq \$module_should_test; then echo \"All unit tests succeed\"; else echo \"Unit tests failed\"; exit 1; fi" >> grep.sh
           bash grep.sh
diff --git a/native-sql-engine/core/pom.xml b/native-sql-engine/core/pom.xml
index e1340ca08..d9a7c3bc2 100644
--- a/native-sql-engine/core/pom.xml
+++ b/native-sql-engine/core/pom.xml
@@ -335,6 +335,9 @@
       <plugin>
         <groupId>net.alchim31.maven</groupId>
         <artifactId>scala-maven-plugin</artifactId>
+        <configuration>
+          <recompileMode>${scala.recompile.mode}</recompileMode>
+        </configuration>
         <executions>
           <execution>
             <id>scala-compile-first</id>
diff --git a/pom.xml b/pom.xml
index b1ef64276..f2ff9888d 100644
--- a/pom.xml
+++ b/pom.xml
@@ -58,5 +58,23 @@
         <hadoop.version>3.2.0</hadoop.version>
       </properties>
     </profile>
+    <profile>
+      <id>incremental-scala-compiler</id>
+      <activation>
+        <activeByDefault>true</activeByDefault>
+      </activation>
+      <properties>
+        <scala.recompile.mode>incremental</scala.recompile.mode>
+      </properties>
+    </profile>
+    <profile>
+      <id>full-scala-compiler</id>
+      <activation>
+        <activeByDefault>false</activeByDefault>
+      </activation>
+      <properties>
+        <scala.recompile.mode>all</scala.recompile.mode>
+      </properties>
+    </profile>
   </profiles>
 </project>