diff --git a/fe/fe-core/pom.xml b/fe/fe-core/pom.xml
index fa640dc3efa0c5..4c8d960a726d74 100644
--- a/fe/fe-core/pom.xml
+++ b/fe/fe-core/pom.xml
@@ -894,7 +894,7 @@ under the License.
                     <reuseForks>false</reuseForks>
                     <useFile>false</useFile>
                     <argLine>
-                        -Xmx512m -javaagent:${settings.localRepository}/org/jmockit/jmockit/${jmockit.version}/jmockit-${jmockit.version}.jar
+                        -Xmx512m -javaagent:${settings.localRepository}/org/jmockit/jmockit/${jmockit.version}/jmockit-${jmockit.version}.jar @{argLine}
                     </argLine>
                 </configuration>
             </plugin>
diff --git a/fe/pom.xml b/fe/pom.xml
index d47dfa681dd9b7..92b0dbdf098487 100644
--- a/fe/pom.xml
+++ b/fe/pom.xml
@@ -111,6 +111,19 @@ under the License.
                     </execution>
                 </executions>
             </plugin>
+            <plugin>
+                <groupId>org.jacoco</groupId>
+                <artifactId>jacoco-maven-plugin</artifactId>
+                <version>${jacoco.version}</version>
+                <executions>
+                    <execution>
+                        <id>default-prepare-agent</id>
+                        <goals>
+                            <goal>prepare-agent</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
         </plugins>
         <pluginManagement>
             <plugins>
@@ -178,6 +191,19 @@ under the License.
                     <artifactId>sonar-maven-plugin</artifactId>
                     <version>3.9.1.2184</version>
                 </plugin>
+                <plugin>
+                    <groupId>org.jacoco</groupId>
+                    <artifactId>jacoco-maven-plugin</artifactId>
+                    <version>${jacoco.version}</version>
+                    <executions>
+                        <execution>
+                            <id>default-prepare-agent</id>
+                            <goals>
+                                <goal>prepare-agent</goal>
+                            </goals>
+                        </execution>
+                    </executions>
+                </plugin>
             </plugins>
         </pluginManagement>
     </build>
@@ -324,6 +350,7 @@ under the License.
         <!-- arrow flight sql -->
         <arrow.vector.classifier>shade-format-flatbuffers</arrow.vector.classifier>
         <flatbuffers.version>1.12.0</flatbuffers.version>
+        <jacoco.version>0.8.10</jacoco.version>
     </properties>
     <profiles>
         <profile>
diff --git a/fe/spark-dpp/pom.xml b/fe/spark-dpp/pom.xml
index b2f6eb3c54040c..6e3ce454fd0a1c 100644
--- a/fe/spark-dpp/pom.xml
+++ b/fe/spark-dpp/pom.xml
@@ -120,7 +120,7 @@ under the License.
                     <!-->not reuse forked jvm, so that each unit test will run in separate jvm. to avoid singleton confict<-->
                     <reuseForks>false</reuseForks>
                     <argLine>
-                        -javaagent:${settings.localRepository}/org/jmockit/jmockit/${jmockit.version}/jmockit-${jmockit.version}.jar
+                        -javaagent:${settings.localRepository}/org/jmockit/jmockit/${jmockit.version}/jmockit-${jmockit.version}.jar @{argLine}
                     </argLine>
                 </configuration>
             </plugin>
diff --git a/run-fe-ut.sh b/run-fe-ut.sh
index 8d71d9c6ca9787..e3017ac4ea7436 100755
--- a/run-fe-ut.sh
+++ b/run-fe-ut.sh
@@ -107,18 +107,22 @@ if [[ -z "${FE_UT_PARALLEL}" ]]; then
 fi
 echo "Unit test parallel is: ${FE_UT_PARALLEL}"
 
-if [[ "${COVERAGE}" -eq 1 ]]; then
-    echo "Run coverage statistic"
-    ant cover-test
+if [[ "${RUN}" -eq 1 ]]; then
+    echo "Run the specified class: $1"
+    # eg:
+    # sh run-fe-ut.sh --run org.apache.doris.utframe.DemoTest
+    # sh run-fe-ut.sh --run org.apache.doris.utframe.DemoTest#testCreateDbAndTable+test2
+
+    if [[ "${COVERAGE}" -eq 1 ]]; then
+        "${MVN_CMD}" test jacoco:report -DfailIfNoTests=false -Dtest="$1"
+    else
+        "${MVN_CMD}" test -Dcheckstyle.skip=true -DfailIfNoTests=false -Dtest="$1"
+    fi
 else
-    if [[ "${RUN}" -eq 1 ]]; then
-        echo "Run the specified class: $1"
-        # eg:
-        # sh run-fe-ut.sh --run org.apache.doris.utframe.DemoTest
-        # sh run-fe-ut.sh --run org.apache.doris.utframe.DemoTest#testCreateDbAndTable+test2
-        "${MVN_CMD}" test -Dcheckstyle.skip=true -DfailIfNoTests=false -D test="$1"
+    echo "Run Frontend UT"
+    if [[ "${COVERAGE}" -eq 1 ]]; then
+        "${MVN_CMD}" test jacoco:report -DfailIfNoTests=false
     else
-        echo "Run Frontend UT"
         "${MVN_CMD}" test -Dcheckstyle.skip=true -DfailIfNoTests=false
     fi
 fi