diff --git a/.github/workflows/master.yml b/.github/workflows/master.yml
index e4d2d8470cc34..e03e963da8e4b 100644
--- a/.github/workflows/master.yml
+++ b/.github/workflows/master.yml
@@ -10,7 +10,6 @@ on:
 
 jobs:
   build:
-
     runs-on: ubuntu-latest
     strategy:
       matrix:
@@ -66,15 +65,7 @@ jobs:
         export MAVEN_OPTS="-Xmx2g -XX:ReservedCodeCacheSize=1g -Dorg.slf4j.simpleLogger.defaultLogLevel=WARN"
         export MAVEN_CLI_OPTS="--no-transfer-progress"
         mkdir -p ~/.m2
-        # `Maven Central` is too flaky in terms of downloading artifacts in `GitHub Action` environment.
-        # `Google Maven Central Mirror` is too slow in terms of sycing upstream. To get the best combination,
-        #   1) we set `Google Maven Central` as a mirror of `central` in `GitHub Action` environment only.
-        #   2) we duplicates `Maven Central` in pom.xml with ID `central_without_mirror`.
-        # In other words, in GitHub Action environment, `central` is mirrored by `Google Maven Central` first.
-        # If `Google Maven Central` doesn't provide the artifact due to its slowness, `central_without_mirror` will be used.
-        # Note that we aim to achieve the above while keeping the existing behavior of non-`GitHub Action` environment unchanged.
-        echo "<settings><mirrors><mirror><id>google-maven-central</id><name>GCS Maven Central mirror</name><url>https://maven-central.storage-download.googleapis.com/repos/central/data/</url><mirrorOf>central</mirrorOf></mirror></mirrors></settings>" > ~/.m2/settings.xml
-        ./build/mvn $MAVEN_CLI_OPTS -DskipTests -Pyarn -Pmesos -Pkubernetes -Phive -P${{ matrix.hive }} -Phive-thriftserver -P${{ matrix.hadoop }} -Phadoop-cloud -Djava.version=${{ matrix.java }} install
+        ./build/mvn -X $MAVEN_CLI_OPTS -DskipTests -Pyarn -Pmesos -Pkubernetes -Phive -P${{ matrix.hive }} -Phive-thriftserver -P${{ matrix.hadoop }} -Phadoop-cloud -Djava.version=${{ matrix.java }} install
         rm -rf ~/.m2/repository/org/apache/spark
 
 
diff --git a/dev/scalafmt b/dev/scalafmt
index 0541a4058467b..3f69bc98f51c7 100755
--- a/dev/scalafmt
+++ b/dev/scalafmt
@@ -17,7 +17,6 @@
 # limitations under the License.
 #
 
-# by default, format only files that differ from git master
-params="${@:---diff}"
+VERSION="${@:-2.12}"
+./build/mvn -Pscala-$VERSION mvn-scalafmt_$VERSION:format -Dscalafmt.skip=false
 
-./build/mvn -Pscala-2.12 mvn-scalafmt_2.12:format -Dscalafmt.skip=false -Dscalafmt.parameters="$params"
\ No newline at end of file
diff --git a/pom.xml b/pom.xml
index d2b2b0205060f..1a89277f2815b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -162,7 +162,7 @@
     <commons.collections.version>3.2.2</commons.collections.version>
     <scala.version>2.12.10</scala.version>
     <scala.binary.version>2.12</scala.binary.version>
-    <scalafmt.parameters>--diff --test</scalafmt.parameters>
+    <scalafmt.parameters>--test</scalafmt.parameters>
     <!-- for now, not running scalafmt as part of default verify pipeline -->
     <scalafmt.skip>true</scalafmt.skip>
     <codehaus.jackson.version>1.9.13</codehaus.jackson.version>
@@ -246,10 +246,9 @@
   </properties>
   <repositories>
     <repository>
-      <id>central</id>
-      <!-- This should be at top, it makes maven try the central repo first and then others and hence faster dep resolution -->
-      <name>Maven Repository</name>
-      <url>https://repo.maven.apache.org/maven2</url>
+      <id>gcs-mirror</id>
+      <name>GCS Maven Mirror</name>
+      <url>https://maven-central.storage-download.googleapis.com/repos/central/data</url>
       <releases>
         <enabled>true</enabled>
       </releases>
@@ -258,12 +257,8 @@
       </snapshots>
     </repository>
     <repository>
-      <id>central_without_mirror</id>
-      <!--
-        This is used as a fallback when a mirror to `central` fail.
-        For example, when we use Google Maven Central in GitHub Action as a mirror of `central`,
-        this will be used when Google Maven Central is out of sync due to its late sync cycle.
-      -->
+      <id>maven-central</id>
+      <!-- This should be at top, it makes maven try the central repo first and then others and hence faster dep resolution -->
       <name>Maven Repository</name>
       <url>https://repo.maven.apache.org/maven2</url>
       <releases>
@@ -276,7 +271,7 @@
   </repositories>
   <pluginRepositories>
     <pluginRepository>
-      <id>central</id>
+      <id>maven-central</id>
       <url>https://repo.maven.apache.org/maven2</url>
       <releases>
         <enabled>true</enabled>
@@ -2879,6 +2874,27 @@
           </execution>
         </executions>
       </plugin>
+      <plugin>
+        <groupId>org.antipathy</groupId>
+        <artifactId>mvn-scalafmt_${scala.binary.version}</artifactId>
+        <version>1.0.3</version>
+        <configuration>
+          <parameters>${scalafmt.parameters}</parameters> <!-- (Optional) Additional command line arguments -->
+          <skip>${scalafmt.skip}</skip> <!-- (Optional) skip formatting -->
+          <skipSources>${scalafmt.skip}</skipSources>
+          <skipTestSources>${scalafmt.skip}</skipTestSources>
+          <configLocation>dev/.scalafmt.conf</configLocation> <!-- (Optional) config location -->
+          <onlyChangedFiles>true</onlyChangedFiles>
+        </configuration>
+        <executions>
+          <execution>
+            <phase>validate</phase>
+            <goals>
+              <goal>format</goal>
+            </goals>
+          </execution>
+        </executions>
+      </plugin>
       <!--
         Couple of dependencies are coming in bundle format (bundle is just a normal jar which
         contains OSGi metadata in the manifest). If one don't use OSGi, then a bundle will work as
@@ -3043,27 +3059,6 @@
       <build>
         <pluginManagement>
           <plugins>
-            <!-- SPARK-29293 currently not able to update to 1.x for Scala 2.13 -->
-            <plugin>
-              <groupId>org.antipathy</groupId>
-              <artifactId>mvn-scalafmt_2.12</artifactId>
-              <version>0.12_1.5.1</version>
-              <configuration>
-                <parameters>${scalafmt.parameters}</parameters> <!-- (Optional) Additional command line arguments -->
-                <skip>${scalafmt.skip}</skip> <!-- (Optional) skip formatting -->
-                <skipSources>${scalafmt.skip}</skipSources>
-                <skipTestSources>${scalafmt.skip}</skipTestSources>
-                <configLocation>dev/.scalafmt.conf</configLocation> <!-- (Optional) config location -->
-              </configuration>
-              <executions>
-                <execution>
-                  <phase>validate</phase>
-                  <goals>
-                    <goal>format</goal>
-                  </goals>
-                </execution>
-              </executions>
-            </plugin>
           </plugins>
         </pluginManagement>
       </build>