diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 3a4620746f73a..b5b27423d5f53 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -14,274 +14,13 @@ on:
         required: true
 
 jobs:
-  # Build: build Spark and run the tests for specified modules.
-  build:
-    name: "Build modules: ${{ matrix.modules }} ${{ matrix.comment }} (JDK ${{ matrix.java }}, ${{ matrix.hadoop }}, ${{ matrix.hive }})"
-    # Ubuntu 20.04 is the latest LTS. The next LTS is 22.04.
-    runs-on: ubuntu-20.04
-    strategy:
-      fail-fast: false
-      matrix:
-        java:
-          - 8
-        hadoop:
-          - hadoop3.2
-        hive:
-          - hive2.3
-        # TODO(SPARK-32246): We don't test 'streaming-kinesis-asl' for now.
-        # Kinesis tests depends on external Amazon kinesis service.
-        # Note that the modules below are from sparktestsupport/modules.py.
-        modules:
-          - >-
-            core, unsafe, kvstore, avro,
-            network-common, network-shuffle, repl, launcher,
-            examples, sketch, graphx
-          - >-
-            catalyst, hive-thriftserver
-          - >-
-            streaming, sql-kafka-0-10, streaming-kafka-0-10,
-            mllib-local, mllib,
-            yarn, mesos, kubernetes, hadoop-cloud, spark-ganglia-lgpl
-        # Here, we split Hive and SQL tests into some of slow ones and the rest of them.
-        included-tags: [""]
-        excluded-tags: [""]
-        comment: [""]
-        include:
-          # Hive tests
-          - modules: hive
-            java: 8
-            hadoop: hadoop3.2
-            hive: hive2.3
-            included-tags: org.apache.spark.tags.SlowHiveTest
-            comment: "- slow tests"
-          - modules: hive
-            java: 8
-            hadoop: hadoop3.2
-            hive: hive2.3
-            excluded-tags: org.apache.spark.tags.SlowHiveTest
-            comment: "- other tests"
-          # SQL tests
-          - modules: sql
-            java: 8
-            hadoop: hadoop3.2
-            hive: hive2.3
-            included-tags: org.apache.spark.tags.ExtendedSQLTest
-            comment: "- slow tests"
-          - modules: sql
-            java: 8
-            hadoop: hadoop3.2
-            hive: hive2.3
-            excluded-tags: org.apache.spark.tags.ExtendedSQLTest
-            comment: "- other tests"
-    env:
-      MODULES_TO_TEST: ${{ matrix.modules }}
-      EXCLUDED_TAGS: ${{ matrix.excluded-tags }}
-      INCLUDED_TAGS: ${{ matrix.included-tags }}
-      HADOOP_PROFILE: ${{ matrix.hadoop }}
-      HIVE_PROFILE: ${{ matrix.hive }}
-      # GitHub Actions' default miniconda to use in pip packaging test.
-      CONDA_PREFIX: /usr/share/miniconda
-      GITHUB_PREV_SHA: ${{ github.event.before }}
-      GITHUB_INPUT_BRANCH: ${{ github.event.inputs.target }}
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-      # In order to fetch changed files
-      with:
-        fetch-depth: 0
-    - name: Merge dispatched input branch
-      if: ${{ github.event.inputs.target != '' }}
-      run: git merge --progress --ff-only origin/${{ github.event.inputs.target }}
-    # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: ${{ matrix.java }}-${{ matrix.hadoop }}-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          ${{ matrix.java }}-${{ matrix.hadoop }}-coursier-
-    - name: Install Java ${{ matrix.java }}
-      uses: actions/setup-java@v1
-      with:
-        java-version: ${{ matrix.java }}
-    - name: Install Python 3.8
-      uses: actions/setup-python@v2
-      # We should install one Python that is higher then 3+ for SQL and Yarn because:
-      # - SQL component also has Python related tests, for example, IntegratedUDFTestUtils.
-      # - Yarn has a Python specific test too, for example, YarnClusterSuite.
-      if: contains(matrix.modules, 'yarn') || (contains(matrix.modules, 'sql') && !contains(matrix.modules, 'sql-'))
-      with:
-        python-version: 3.8
-        architecture: x64
-    - name: Install Python packages (Python 3.8)
-      if: (contains(matrix.modules, 'sql') && !contains(matrix.modules, 'sql-'))
-      run: |
-        python3.8 -m pip install numpy 'pyarrow<3.0.0' pandas scipy xmlrunner
-        python3.8 -m pip list
-    # Run the tests.
-    - name: Run tests
-      run: |
-        # Hive and SQL tests become flaky when running in parallel as it's too intensive.
-        if [[ "$MODULES_TO_TEST" == "hive" ]] || [[ "$MODULES_TO_TEST" == "sql" ]]; then export SERIAL_SBT_TESTS=1; fi
-        ./dev/run-tests --parallelism 2 --modules "$MODULES_TO_TEST" --included-tags "$INCLUDED_TAGS" --excluded-tags "$EXCLUDED_TAGS"
-    - name: Upload test results to report
-      if: always()
-      uses: actions/upload-artifact@v2
-      with:
-        name: test-results-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
-        path: "**/target/test-reports/*.xml"
-    - name: Upload unit tests log files
-      if: failure()
-      uses: actions/upload-artifact@v2
-      with:
-        name: unit-tests-log-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
-        path: "**/target/unit-tests.log"
-
-  pyspark:
-    name: "Build modules: ${{ matrix.modules }}"
-    runs-on: ubuntu-20.04
-    container:
-      image: dongjoon/apache-spark-github-action-image:20201025
-    strategy:
-      fail-fast: false
-      matrix:
-        modules:
-          - >-
-            pyspark-sql, pyspark-mllib, pyspark-resource
-          - >-
-            pyspark-core, pyspark-streaming, pyspark-ml
-    env:
-      MODULES_TO_TEST: ${{ matrix.modules }}
-      HADOOP_PROFILE: hadoop3.2
-      HIVE_PROFILE: hive2.3
-      # GitHub Actions' default miniconda to use in pip packaging test.
-      CONDA_PREFIX: /usr/share/miniconda
-      GITHUB_PREV_SHA: ${{ github.event.before }}
-      GITHUB_INPUT_BRANCH: ${{ github.event.inputs.target }}
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-      # In order to fetch changed files
-      with:
-        fetch-depth: 0
-    - name: Merge dispatched input branch
-      if: ${{ github.event.inputs.target != '' }}
-      run: git merge --progress --ff-only origin/${{ github.event.inputs.target }}
-    # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: pyspark-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          pyspark-coursier-
-    - name: Install Python 3.6
-      uses: actions/setup-python@v2
-      with:
-        python-version: 3.6
-        architecture: x64
-    # This step takes much less time (~30s) than other Python versions so it is not included
-    # in the Docker image being used. There is also a technical issue to install Python 3.6 on
-    # Ubuntu 20.04. See also SPARK-33162.
-    - name: Install Python packages (Python 3.6)
-      run: |
-        python3.6 -m pip install numpy 'pyarrow<3.0.0' pandas scipy xmlrunner
-        python3.6 -m pip list
-    # Run the tests.
-    - name: Run tests
-      run: |
-        ./dev/run-tests --parallelism 2 --modules "$MODULES_TO_TEST"
-    - name: Upload test results to report
-      if: always()
-      uses: actions/upload-artifact@v2
-      with:
-        name: test-results-${{ matrix.modules }}--8-hadoop3.2-hive2.3
-        path: "**/target/test-reports/*.xml"
-    - name: Upload unit tests log files
-      if: failure()
-      uses: actions/upload-artifact@v2
-      with:
-        name: unit-tests-log-${{ matrix.modules }}--8-hadoop3.2-hive2.3
-        path: "**/target/unit-tests.log"
-
-  sparkr:
-    name: "Build modules: sparkr"
-    runs-on: ubuntu-20.04
-    container:
-      image: dongjoon/apache-spark-github-action-image:20201025
-    env:
-      HADOOP_PROFILE: hadoop3.2
-      HIVE_PROFILE: hive2.3
-      GITHUB_PREV_SHA: ${{ github.event.before }}
-      GITHUB_INPUT_BRANCH: ${{ github.event.inputs.target }}
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-      # In order to fetch changed files
-      with:
-        fetch-depth: 0
-    - name: Merge dispatched input branch
-      if: ${{ github.event.inputs.target != '' }}
-      run: git merge --progress --ff-only origin/${{ github.event.inputs.target }}
-    # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: sparkr-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          sparkr-coursier-
-    - name: Run tests
-      run: |
-        # The followings are also used by `r-lib/actions/setup-r` to avoid
-        # R issues at docker environment
-        export TZ=UTC
-        export _R_CHECK_SYSTEM_CLOCK_=FALSE
-        ./dev/run-tests --parallelism 2 --modules sparkr
-    - name: Upload test results to report
-      if: always()
-      uses: actions/upload-artifact@v2
-      with:
-        name: test-results-sparkr--8-hadoop3.2-hive2.3
-        path: "**/target/test-reports/*.xml"
-
   # Static analysis, and documentation build
   lint:
     name: Linters, licenses, dependencies and documentation generation
     runs-on: ubuntu-20.04
+    env:
+      LC_ALL: C.UTF-8
+      LANG: C.UTF-8
     container:
       image: dongjoon/apache-spark-github-action-image:20201025
     steps:
@@ -342,10 +81,6 @@ jobs:
         gem install bundler
         cd docs
         bundle install
-    - name: Scala linter
-      run: ./dev/lint-scala
-    - name: Java linter
-      run: ./dev/lint-java
     - name: Python linter
       run: ./dev/lint-python
     - name: R linter
@@ -357,166 +92,5 @@ jobs:
     - name: Run documentation build
       run: |
         cd docs
-        export LC_ALL=C.UTF-8
-        export LANG=C.UTF-8
         bundle exec jekyll build
 
-  java-11:
-    name: Java 11 build with Maven
-    runs-on: ubuntu-20.04
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Maven local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.m2/repository
-        key: java11-maven-${{ hashFiles('**/pom.xml') }}
-        restore-keys: |
-          java11-maven-
-    - name: Install Java 11
-      uses: actions/setup-java@v1
-      with:
-        java-version: 11
-    - name: Build with Maven
-      run: |
-        export MAVEN_OPTS="-Xmx2g -XX:ReservedCodeCacheSize=1g -Dorg.slf4j.simpleLogger.defaultLogLevel=WARN"
-        export MAVEN_CLI_OPTS="--no-transfer-progress"
-        # It uses Maven's 'install' intentionally, see https://github.com/apache/spark/pull/26414.
-        ./build/mvn $MAVEN_CLI_OPTS -DskipTests -Pyarn -Pmesos -Pkubernetes -Phive -Phive-thriftserver -Phadoop-cloud -Djava.version=11 install
-        rm -rf ~/.m2/repository/org/apache/spark
-
-  scala-213:
-    name: Scala 2.13 build with SBT
-    runs-on: ubuntu-20.04
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: scala-213-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          scala-213-coursier-
-    - name: Install Java 8
-      uses: actions/setup-java@v1
-      with:
-        java-version: 8
-    - name: Build with SBT
-      run: |
-        ./dev/change-scala-version.sh 2.13
-        ./build/sbt -Pyarn -Pmesos -Pkubernetes -Phive -Phive-thriftserver -Phadoop-cloud -Pkinesis-asl -Pdocker-integration-tests -Pkubernetes-integration-tests -Pspark-ganglia-lgpl -Pscala-2.13 compile test:compile
-
-  hadoop-2:
-    name: Hadoop 2 build with SBT
-    runs-on: ubuntu-20.04
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: hadoop-2-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          hadoop-2-coursier-
-    - name: Install Java 8
-      uses: actions/setup-java@v1
-      with:
-        java-version: 8
-    - name: Build with SBT
-      run: |
-        ./build/sbt -Pyarn -Pmesos -Pkubernetes -Phive -Phive-thriftserver -Phadoop-cloud -Pkinesis-asl -Phadoop-2.7 compile test:compile
-
-  tpcds-1g:
-    name: Run TPC-DS queries with SF=1
-    runs-on: ubuntu-20.04
-    steps:
-    - name: Checkout Spark repository
-      uses: actions/checkout@v2
-    - name: Cache TPC-DS generated data
-      id: cache-tpcds-sf-1
-      uses: actions/cache@v2
-      with:
-        path: ./tpcds-sf-1
-        key: tpcds-${{ hashFiles('tpcds-sf-1/.spark-tpcds-sf-1.md5') }}
-        restore-keys: |
-          tpcds-
-    - name: Checkout TPC-DS (SF=1) generated data repository
-      if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
-      uses: actions/checkout@v2
-      with:
-        repository: maropu/spark-tpcds-sf-1
-        ref: 6b660a53091bd6d23cbe58b0f09aae08e71cc667
-        path: ./tpcds-sf-1
-    - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
-      with:
-        path: |
-          build/apache-maven-*
-          build/scala-*
-          build/*.jar
-          ~/.sbt
-        key: build-${{ hashFiles('**/pom.xml', 'project/build.properties', 'build/mvn', 'build/sbt', 'build/sbt-launch-lib.bash', 'build/spark-build-info') }}
-        restore-keys: |
-          build-
-    - name: Cache Coursier local repository
-      uses: actions/cache@v2
-      with:
-        path: ~/.cache/coursier
-        key: tpcds-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
-        restore-keys: |
-          tpcds-coursier-
-    - name: Install Java 8
-      uses: actions/setup-java@v1
-      with:
-        java-version: 8
-    - name: Run TPC-DS queries
-      run: |
-        SPARK_TPCDS_DATA=`pwd`/tpcds-sf-1 build/sbt "sql/testOnly org.apache.spark.sql.TPCDSQueryTestSuite"
-    - name: Upload test results to report
-      if: always()
-      uses: actions/upload-artifact@v2
-      with:
-        name: test-results-tpcds--8-hadoop3.2-hive2.3
-        path: "**/target/test-reports/*.xml"
-    - name: Upload unit tests log files
-      if: failure()
-      uses: actions/upload-artifact@v2
-      with:
-        name: unit-tests-log-tpcds--8-hadoop3.2-hive2.3
-        path: "**/target/unit-tests.log"