diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 38031544df..6b36749392 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -60,6 +60,6 @@ repos:
       # Spotless Hooks
       - id: spotless
         name: spotless lint
-        entry: ./mvnw spotless:apply
+        entry: ./mvnw spotless:check
         language: script
         pass_filenames: false
diff --git a/dolphinscheduler-alert/dolphinscheduler-alert-server/pom.xml b/dolphinscheduler-alert/dolphinscheduler-alert-server/pom.xml
index b044e94881..ec67b31996 100644
--- a/dolphinscheduler-alert/dolphinscheduler-alert-server/pom.xml
+++ b/dolphinscheduler-alert/dolphinscheduler-alert-server/pom.xml
@@ -96,18 +96,6 @@
             <groupId>org.springframework.cloud</groupId>
             <artifactId>spring-cloud-starter-kubernetes-fabric8-config</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 
     <build>
diff --git a/dolphinscheduler-api/pom.xml b/dolphinscheduler-api/pom.xml
index 66df53785b..7e03f01b6e 100644
--- a/dolphinscheduler-api/pom.xml
+++ b/dolphinscheduler-api/pom.xml
@@ -156,12 +156,6 @@
             <scope>test</scope>
         </dependency>
 
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
-
         <dependency>
             <groupId>org.apache.curator</groupId>
             <artifactId>curator-test</artifactId>
@@ -201,14 +195,6 @@
             <scope>test</scope>
         </dependency>
 
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
-
     </dependencies>
     <build>
         <testResources>
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/LoggerServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/LoggerServiceTest.java
index 5430fd2ec5..2bb9b6edeb 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/LoggerServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/LoggerServiceTest.java
@@ -128,8 +128,6 @@ public class LoggerServiceTest {
         // success
         taskInstance.setHost("127.0.0.1:8080");
         taskInstance.setLogPath("/temp/log");
-        // if use @RunWith(PowerMockRunner.class) mock object,sonarcloud will not calculate the coverage,
-        // so no assert will be added here
         Mockito.when(logClient.getLogBytes(Mockito.anyString(), Mockito.anyInt(), Mockito.anyString()))
                 .thenReturn(new byte[0]);
         loggerService.getLogBytes(1);
diff --git a/dolphinscheduler-bom/pom.xml b/dolphinscheduler-bom/pom.xml
index 3267ad3578..aacfc896f1 100644
--- a/dolphinscheduler-bom/pom.xml
+++ b/dolphinscheduler-bom/pom.xml
@@ -666,14 +666,6 @@
                 <scope>import</scope>
             </dependency>
 
-            <dependency>
-                <groupId>org.mockito</groupId>
-                <artifactId>mockito-core</artifactId>
-                <version>3.12.4</version>
-                <!-- TODO: remove this dependency management after removing powermock -->
-                <scope>test</scope>
-            </dependency>
-
             <dependency>
                 <groupId>org.lz4</groupId>
                 <artifactId>lz4-java</artifactId>
diff --git a/dolphinscheduler-common/pom.xml b/dolphinscheduler-common/pom.xml
index 4bd4034ead..1f13e92552 100644
--- a/dolphinscheduler-common/pom.xml
+++ b/dolphinscheduler-common/pom.xml
@@ -55,18 +55,6 @@
             <groupId>com.google.guava</groupId>
             <artifactId>guava</artifactId>
         </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
 
         <dependency>
             <groupId>org.springframework</groupId>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/pom.xml
index e51857888a..8a69dd557f 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/pom.xml
@@ -137,12 +137,6 @@
                 </exclusion>
             </exclusions>
         </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
 
         <dependency>
             <groupId>com.zaxxer</groupId>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-clickhouse/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-clickhouse/pom.xml
index 20898fcb2f..6f57908868 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-clickhouse/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-clickhouse/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-clickhouse</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -47,8 +45,8 @@
             <artifactId>clickhouse-jdbc</artifactId>
             <exclusions>
                 <exclusion>
-                    <artifactId>jaxb-api</artifactId>
                     <groupId>javax.xml.bind</groupId>
+                    <artifactId>jaxb-api</artifactId>
                 </exclusion>
                 <exclusion>
                     <groupId>com.fasterxml.jackson.core</groupId>
@@ -69,12 +67,5 @@
             <groupId>org.lz4</groupId>
             <artifactId>lz4-java</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-db2/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-db2/pom.xml
index 872e502f26..c596351918 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-db2/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-db2/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-db2</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -42,14 +40,5 @@
             <artifactId>dolphinscheduler-datasource-api</artifactId>
             <version>${project.version}</version>
         </dependency>
-
-
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-hive/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-hive/pom.xml
index 9ca1289992..bcc11a6618 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-hive/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-hive/pom.xml
@@ -322,12 +322,5 @@
                 </exclusion>
             </exclusions>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-mysql/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-mysql/pom.xml
index 07604e3d38..8c996cb2df 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-mysql/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-mysql/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-mysql</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -47,13 +45,5 @@
             <groupId>mysql</groupId>
             <artifactId>mysql-connector-java</artifactId>
         </dependency>
-
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-oracle/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-oracle/pom.xml
index 7ffa17f73d..ac8ac1ae6a 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-oracle/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-oracle/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-oracle</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -47,12 +45,5 @@
             <groupId>com.oracle.database.jdbc</groupId>
             <artifactId>ojdbc8</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-postgresql/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-postgresql/pom.xml
index e2c20d7c93..d7e379c81a 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-postgresql/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-postgresql/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-postgresql</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -47,13 +45,5 @@
             <groupId>org.postgresql</groupId>
             <artifactId>postgresql</artifactId>
         </dependency>
-
-
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-presto/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-presto/pom.xml
index 9abe5161b2..a0942ea86b 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-presto/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-presto/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-presto</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -45,12 +43,5 @@
             <groupId>com.facebook.presto</groupId>
             <artifactId>presto-jdbc</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-spark/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-spark/pom.xml
index c0f348c4f4..7ff09b0edb 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-spark/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-spark/pom.xml
@@ -15,22 +15,20 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-spark</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
-
         <dependency>
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-spi</artifactId>
@@ -53,12 +51,5 @@
             <artifactId>dolphinscheduler-datasource-api</artifactId>
             <version>${project.version}</version>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <type>jar</type>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-sqlserver/pom.xml b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-sqlserver/pom.xml
index 9031f7d116..6e0d48cbf8 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-sqlserver/pom.xml
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-sqlserver/pom.xml
@@ -15,20 +15,18 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-datasource-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
-    <modelVersion>4.0.0</modelVersion>
 
     <artifactId>dolphinscheduler-datasource-sqlserver</artifactId>
-    <name>${project.artifactId}</name>
     <packaging>jar</packaging>
+    <name>${project.artifactId}</name>
 
     <dependencies>
         <dependency>
@@ -47,18 +45,10 @@
             <artifactId>mssql-jdbc</artifactId>
             <exclusions>
                 <exclusion>
-                    <artifactId>azure-keyvault</artifactId>
                     <groupId>com.microsoft.azure</groupId>
+                    <artifactId>azure-keyvault</artifactId>
                 </exclusion>
             </exclusions>
         </dependency>
-
-
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-datasource-plugin/pom.xml b/dolphinscheduler-datasource-plugin/pom.xml
index 959b6d447f..81877cf2d0 100644
--- a/dolphinscheduler-datasource-plugin/pom.xml
+++ b/dolphinscheduler-datasource-plugin/pom.xml
@@ -65,13 +65,5 @@
             <groupId>org.apache.dolphinscheduler</groupId>
             <artifactId>dolphinscheduler-common</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-master/pom.xml b/dolphinscheduler-master/pom.xml
index 66291e6a78..ff77fa085d 100644
--- a/dolphinscheduler-master/pom.xml
+++ b/dolphinscheduler-master/pom.xml
@@ -247,11 +247,6 @@
                 </exclusion>
             </exclusions>
         </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
             <artifactId>spring-boot-starter-test</artifactId>
@@ -268,15 +263,6 @@
             <groupId>org.springframework.cloud</groupId>
             <artifactId>spring-cloud-starter-kubernetes-fabric8-config</artifactId>
         </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
-
     </dependencies>
 
     <build>
diff --git a/dolphinscheduler-service/pom.xml b/dolphinscheduler-service/pom.xml
index 0b6e66507f..21f0e8b793 100644
--- a/dolphinscheduler-service/pom.xml
+++ b/dolphinscheduler-service/pom.xml
@@ -63,20 +63,6 @@
             <artifactId>dolphinscheduler-task-api</artifactId>
         </dependency>
 
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
-
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
-
         <dependency>
             <groupId>com.cronutils</groupId>
             <artifactId>cron-utils</artifactId>
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-pigeon/pom.xml b/dolphinscheduler-task-plugin/dolphinscheduler-task-pigeon/pom.xml
index c58710e0d0..e4f036ae7d 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-pigeon/pom.xml
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-pigeon/pom.xml
@@ -15,17 +15,16 @@
   ~ See the License for the specific language governing permissions and
   ~ limitations under the License.
   -->
-<project xmlns="http://maven.apache.org/POM/4.0.0"
-         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+
+    <modelVersion>4.0.0</modelVersion>
     <parent>
-        <artifactId>dolphinscheduler-task-plugin</artifactId>
         <groupId>org.apache.dolphinscheduler</groupId>
+        <artifactId>dolphinscheduler-task-plugin</artifactId>
         <version>dev-SNAPSHOT</version>
     </parent>
 
-    <modelVersion>4.0.0</modelVersion>
-
     <artifactId>dolphinscheduler-task-pigeon</artifactId>
     <packaging>jar</packaging>
     <dependencies>
@@ -82,10 +81,5 @@
             <groupId>org.apache.httpcomponents</groupId>
             <artifactId>httpcore</artifactId>
         </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
     </dependencies>
 </project>
diff --git a/dolphinscheduler-task-plugin/pom.xml b/dolphinscheduler-task-plugin/pom.xml
index 0f92c2e4b3..14fe703d7e 100644
--- a/dolphinscheduler-task-plugin/pom.xml
+++ b/dolphinscheduler-task-plugin/pom.xml
@@ -78,13 +78,4 @@
         </dependencies>
     </dependencyManagement>
 
-    <dependencies>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-inline</artifactId>
-            <version>3.12.4</version>
-            <!-- TODO: move this dependency to root pom after removing powermock in the whole project -->
-            <scope>test</scope>
-        </dependency>
-    </dependencies>
 </project>
diff --git a/dolphinscheduler-worker/pom.xml b/dolphinscheduler-worker/pom.xml
index 74590602ff..50a07e07ac 100644
--- a/dolphinscheduler-worker/pom.xml
+++ b/dolphinscheduler-worker/pom.xml
@@ -90,11 +90,6 @@
             <groupId>com.amazonaws</groupId>
             <artifactId>aws-java-sdk-s3</artifactId>
         </dependency>
-        <dependency>
-            <groupId>org.mockito</groupId>
-            <artifactId>mockito-core</artifactId>
-            <scope>test</scope>
-        </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
             <artifactId>spring-boot-starter-test</artifactId>
diff --git a/pom.xml b/pom.xml
index 6b956b8b54..f56ef035c2 100644
--- a/pom.xml
+++ b/pom.xml
@@ -63,7 +63,7 @@
         <spring.boot.version>2.6.1</spring.boot.version>
         <java.version>1.8</java.version>
         <junit.version>5.9.0</junit.version>
-        <mockito.version>3.9.0</mockito.version>
+        <mockito.version>3.12.4</mockito.version>
         <spotbugs.version>3.1.12</spotbugs.version>
         <maven-compiler-plugin.version>3.3</maven-compiler-plugin.version>
         <maven-assembly-plugin.version>3.3.0</maven-assembly-plugin.version>
@@ -331,6 +331,12 @@
             <version>${mockito.version}</version>
             <scope>test</scope>
         </dependency>
+        <dependency>
+            <groupId>org.mockito</groupId>
+            <artifactId>mockito-inline</artifactId>
+            <version>${mockito.version}</version>
+            <scope>test</scope>
+        </dependency>
         <dependency>
             <groupId>org.mockito</groupId>
             <artifactId>mockito-junit-jupiter</artifactId>
@@ -648,6 +654,11 @@
                             <searchRegex>import\s+[^\*\s]+\*;(\r\n|\r|\n)</searchRegex>
                             <replacement>$1</replacement>
                         </replaceRegex>
+                        <replaceRegex>
+                            <name>Block powermock</name>
+                            <searchRegex>import\s+org\.powermock\.[^\*\s]*(|\*);(\r\n|\r|\n)</searchRegex>
+                            <replacement>$1</replacement>
+                        </replaceRegex>
                     </java>
                     <pom>
                         <sortPom>