diff --git a/seatunnel-connectors-v2/connector-cdc/connector-cdc-mysql/pom.xml b/seatunnel-connectors-v2/connector-cdc/connector-cdc-mysql/pom.xml
index 58b5ca3f408..4fe4176da95 100644
--- a/seatunnel-connectors-v2/connector-cdc/connector-cdc-mysql/pom.xml
+++ b/seatunnel-connectors-v2/connector-cdc/connector-cdc-mysql/pom.xml
@@ -64,6 +64,12 @@
         <dependency>
             <groupId>io.debezium</groupId>
             <artifactId>debezium-connector-mysql</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>mysql</groupId>
+                    <artifactId>mysql-connector-java</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
         <dependency>
             <groupId>org.apache.seatunnel</groupId>
diff --git a/seatunnel-connectors-v2/connector-cdc/connector-cdc-sqlserver/pom.xml b/seatunnel-connectors-v2/connector-cdc/connector-cdc-sqlserver/pom.xml
index 3d54cd4b1b9..11abf8b8904 100644
--- a/seatunnel-connectors-v2/connector-cdc/connector-cdc-sqlserver/pom.xml
+++ b/seatunnel-connectors-v2/connector-cdc/connector-cdc-sqlserver/pom.xml
@@ -57,6 +57,12 @@
         <dependency>
             <groupId>io.debezium</groupId>
             <artifactId>debezium-connector-sqlserver</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>com.microsoft.sqlserver</groupId>
+                    <artifactId>mssql-jdbc</artifactId>
+                </exclusion>
+            </exclusions>
         </dependency>
 
         <dependency>
diff --git a/seatunnel-connectors-v2/connector-jdbc/pom.xml b/seatunnel-connectors-v2/connector-jdbc/pom.xml
index 7b451df1208..e76237e7e07 100644
--- a/seatunnel-connectors-v2/connector-jdbc/pom.xml
+++ b/seatunnel-connectors-v2/connector-jdbc/pom.xml
@@ -30,7 +30,7 @@
     <name>SeaTunnel : Connectors V2 : Jdbc</name>
 
     <properties>
-        <mysql.version>8.0.16</mysql.version>
+        <mysql.version>8.0.27</mysql.version>
         <postgresql.version>42.4.3</postgresql.version>
         <dm-jdbc.version>8.1.2.141</dm-jdbc.version>
         <sqlserver.version>9.2.1.jre8</sqlserver.version>
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/pom.xml b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/pom.xml
index e6588aeecca..539fce1890b 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/pom.xml
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/pom.xml
@@ -25,6 +25,18 @@
     <artifactId>connector-cdc-mysql-e2e</artifactId>
     <name>SeaTunnel : E2E : Connector V2 : CDC MySql</name>
 
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.apache.seatunnel</groupId>
+                <artifactId>connector-jdbc</artifactId>
+                <version>${project.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
     <dependencies>
         <!-- SeaTunnel connectors -->
         <dependency>
@@ -47,5 +59,11 @@
             <artifactId>mysql</artifactId>
             <version>${testcontainer.version}</version>
         </dependency>
+
+        <dependency>
+            <groupId>mysql</groupId>
+            <artifactId>mysql-connector-java</artifactId>
+            <scope>test</scope>
+        </dependency>
     </dependencies>
 </project>
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/cdc/mysql/MysqlCDCIT.java b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/cdc/mysql/MysqlCDCIT.java
index adb3a598692..1d0d90853fc 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/cdc/mysql/MysqlCDCIT.java
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/java/org/apache/seatunnel/connectors/seatunnel/cdc/mysql/MysqlCDCIT.java
@@ -22,14 +22,17 @@
 import org.apache.seatunnel.connectors.seatunnel.cdc.mysql.testutils.UniqueDatabase;
 import org.apache.seatunnel.e2e.common.TestResource;
 import org.apache.seatunnel.e2e.common.TestSuiteBase;
+import org.apache.seatunnel.e2e.common.container.ContainerExtendedFactory;
 import org.apache.seatunnel.e2e.common.container.EngineType;
 import org.apache.seatunnel.e2e.common.container.TestContainer;
 import org.apache.seatunnel.e2e.common.junit.DisabledOnContainer;
+import org.apache.seatunnel.e2e.common.junit.TestContainerExtension;
 
 import org.junit.jupiter.api.AfterAll;
 import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.BeforeAll;
 import org.junit.jupiter.api.TestTemplate;
+import org.testcontainers.containers.Container;
 import org.testcontainers.containers.output.Slf4jLogConsumer;
 import org.testcontainers.lifecycle.Startables;
 import org.testcontainers.utility.DockerLoggerFactory;
@@ -102,6 +105,22 @@ private static MySqlContainer createMySqlContainer(MySqlVersion version) {
         return mySqlContainer;
     }
 
+    private String driverUrl() {
+        return "https://repo1.maven.org/maven2/com/mysql/mysql-connector-j/8.0.32/mysql-connector-j-8.0.32.jar";
+    }
+
+    @TestContainerExtension
+    protected final ContainerExtendedFactory extendedFactory =
+            container -> {
+                Container.ExecResult extraCommands =
+                        container.execInContainer(
+                                "bash",
+                                "-c",
+                                "mkdir -p /tmp/seatunnel/plugins/MySQL-CDC/lib && cd /tmp/seatunnel/plugins/MySQL-CDC/lib && wget "
+                                        + driverUrl());
+                Assertions.assertEquals(0, extraCommands.getExitCode(), extraCommands.getStderr());
+            };
+
     @BeforeAll
     @Override
     public void startUp() throws ClassNotFoundException, InterruptedException {
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/resources/log4j2-test.properties b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/resources/log4j2-test.properties
index d1ca535f2be..d01e745df74 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/resources/log4j2-test.properties
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-mysql-e2e/src/test/resources/log4j2-test.properties
@@ -18,8 +18,8 @@
 ################################################################################
 
 # Set root logger level to OFF to not flood build logs
-# set manually to INFO for debugging purposes
-rootLogger.level=INFO
+# The amount of logs is too large to be suitable for troubleshooting, manually set to WARN.
+rootLogger.level=WARN
 rootLogger.appenderRef.test.ref = TestLogger
 
 appender.testlogger.name = TestLogger
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/pom.xml b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/pom.xml
index 7d7376f1adc..0c5a0fa8e07 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/pom.xml
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/pom.xml
@@ -25,6 +25,18 @@
     <artifactId>connector-cdc-sqlserver-e2e</artifactId>
     <name>SeaTunnel : E2E : Connector V2 : CDC SqlServer</name>
 
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.apache.seatunnel</groupId>
+                <artifactId>connector-jdbc</artifactId>
+                <version>${project.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
     <dependencies>
         <!-- SeaTunnel connectors -->
         <dependency>
@@ -59,5 +71,10 @@
             <version>${project.version}</version>
             <scope>test</scope>
         </dependency>
+
+        <dependency>
+            <groupId>com.microsoft.sqlserver</groupId>
+            <artifactId>mssql-jdbc</artifactId>
+        </dependency>
     </dependencies>
 </project>
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/src/test/java/org/apache/seatunnel/e2e/connector/cdc/sqlserver/SqlServerCDCIT.java b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/src/test/java/org/apache/seatunnel/e2e/connector/cdc/sqlserver/SqlServerCDCIT.java
index d1f0fd130d3..8bca3e3b036 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/src/test/java/org/apache/seatunnel/e2e/connector/cdc/sqlserver/SqlServerCDCIT.java
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-cdc-sqlserver-e2e/src/test/java/org/apache/seatunnel/e2e/connector/cdc/sqlserver/SqlServerCDCIT.java
@@ -19,9 +19,11 @@
 
 import org.apache.seatunnel.e2e.common.TestResource;
 import org.apache.seatunnel.e2e.common.TestSuiteBase;
+import org.apache.seatunnel.e2e.common.container.ContainerExtendedFactory;
 import org.apache.seatunnel.e2e.common.container.EngineType;
 import org.apache.seatunnel.e2e.common.container.TestContainer;
 import org.apache.seatunnel.e2e.common.junit.DisabledOnContainer;
+import org.apache.seatunnel.e2e.common.junit.TestContainerExtension;
 
 import org.awaitility.Awaitility;
 import org.awaitility.core.ConditionTimeoutException;
@@ -29,6 +31,7 @@
 import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.BeforeAll;
 import org.junit.jupiter.api.TestTemplate;
+import org.testcontainers.containers.Container;
 import org.testcontainers.containers.MSSQLServerContainer;
 import org.testcontainers.containers.output.Slf4jLogConsumer;
 import org.testcontainers.lifecycle.Startables;
@@ -92,6 +95,22 @@ public class SqlServerCDCIT extends TestSuiteBase implements TestResource {
                             new Slf4jLogConsumer(
                                     DockerLoggerFactory.getLogger("sqlserver-docker-image")));
 
+    private String driverUrl() {
+        return "https://repo1.maven.org/maven2/com/microsoft/sqlserver/mssql-jdbc/9.4.1.jre8/mssql-jdbc-9.4.1.jre8.jar";
+    }
+
+    @TestContainerExtension
+    protected final ContainerExtendedFactory extendedFactory =
+            container -> {
+                Container.ExecResult extraCommands =
+                        container.execInContainer(
+                                "bash",
+                                "-c",
+                                "mkdir -p /tmp/seatunnel/plugins/SqlServer-CDC/lib && cd /tmp/seatunnel/plugins/SqlServer-CDC/lib && wget "
+                                        + driverUrl());
+                Assertions.assertEquals(0, extraCommands.getExitCode(), extraCommands.getStderr());
+            };
+
     @Override
     @BeforeAll
     public void startUp() throws Exception {
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-kafka-e2e/pom.xml b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-kafka-e2e/pom.xml
index ead4c654c24..81cbb785698 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-kafka-e2e/pom.xml
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-kafka-e2e/pom.xml
@@ -25,9 +25,17 @@
     <artifactId>connector-kafka-e2e</artifactId>
     <name>SeaTunnel : E2E : Connector V2 : Kafka</name>
 
-    <properties>
-        <postgresql.version>42.4.3</postgresql.version>
-    </properties>
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.apache.seatunnel</groupId>
+                <artifactId>connector-jdbc</artifactId>
+                <version>${project.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
 
     <dependencies>
         <dependency>
@@ -82,7 +90,6 @@
         <dependency>
             <groupId>org.postgresql</groupId>
             <artifactId>postgresql</artifactId>
-            <version>${postgresql.version}</version>
             <scope>test</scope>
         </dependency>
         <dependency>
@@ -97,6 +104,11 @@
             <version>${testcontainer.version}</version>
             <scope>test</scope>
         </dependency>
+        <dependency>
+            <groupId>mysql</groupId>
+            <artifactId>mysql-connector-java</artifactId>
+            <scope>test</scope>
+        </dependency>
     </dependencies>
 
 </project>
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-pulsar-e2e/pom.xml b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-pulsar-e2e/pom.xml
index f4db6fc0f48..f817fdc155b 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-pulsar-e2e/pom.xml
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-pulsar-e2e/pom.xml
@@ -25,12 +25,17 @@
     <artifactId>connector-pulsar-e2e</artifactId>
     <name>SeaTunnel : E2E : Connector V2 : Pulsar</name>
 
-    <properties>
-        <maven.compiler.source>8</maven.compiler.source>
-        <maven.compiler.target>8</maven.compiler.target>
-        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-        <postgresql.version>42.4.3</postgresql.version>
-    </properties>
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.apache.seatunnel</groupId>
+                <artifactId>connector-jdbc</artifactId>
+                <version>${project.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
 
     <dependencies>
         <dependency>
@@ -93,7 +98,11 @@
         <dependency>
             <groupId>org.postgresql</groupId>
             <artifactId>postgresql</artifactId>
-            <version>${postgresql.version}</version>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>mysql</groupId>
+            <artifactId>mysql-connector-java</artifactId>
             <scope>test</scope>
         </dependency>
     </dependencies>
diff --git a/seatunnel-e2e/seatunnel-e2e-common/src/test/resources/log4j2.properties b/seatunnel-e2e/seatunnel-e2e-common/src/test/resources/log4j2.properties
index 2dc1b8ca501..26190157fd5 100644
--- a/seatunnel-e2e/seatunnel-e2e-common/src/test/resources/log4j2.properties
+++ b/seatunnel-e2e/seatunnel-e2e-common/src/test/resources/log4j2.properties
@@ -16,7 +16,7 @@
 # limitations under the License.
 ################################################################################
 
-rootLogger.level = INFO
+rootLogger.level = WARN
 
 rootLogger.appenderRef.consoleStdout.ref = consoleStdoutAppender
 rootLogger.appenderRef.consoleStderr.ref = consoleStderrAppender
diff --git a/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2-test.properties b/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2-test.properties
index 0999f948766..f0090af0248 100644
--- a/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2-test.properties
+++ b/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2-test.properties
@@ -16,13 +16,13 @@
 # limitations under the License.
 ################################################################################
 
-rootLogger.level = INFO
+rootLogger.level = WARN
 
 rootLogger.appenderRef.consoleStdout.ref = consoleStdoutAppender
 rootLogger.appenderRef.consoleStderr.ref = consoleStderrAppender
 
 logger.zeta.name=org.apache.seatunnel.engine
-logger.zeta.level=DEBUG
+logger.zeta.level=WARN
 
 appender.consoleStdout.name = consoleStdoutAppender
 appender.consoleStdout.type = CONSOLE
diff --git a/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2.properties b/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2.properties
index 7b9977bd6ea..fc0c2063b7a 100644
--- a/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2.properties
+++ b/seatunnel-e2e/seatunnel-engine-e2e/connector-seatunnel-e2e-base/src/test/resources/log4j2.properties
@@ -16,10 +16,10 @@
 # limitations under the License.
 ################################################################################
 
-rootLogger.level = INFO
+rootLogger.level = WARN
 
 logger.zeta.name=org.apache.seatunnel.engine
-logger.zeta.level=INFO
+logger.zeta.level=WARN
 
 logger.debezium.name=io.debezium.connector
 logger.debezium.level=WARN