diff --git a/core/src/main/java/org/apache/seata/core/store/db/AbstractDataSourceProvider.java b/core/src/main/java/org/apache/seata/core/store/db/AbstractDataSourceProvider.java
index 2287fcd3b85..d73e5cdbd1b 100644
--- a/core/src/main/java/org/apache/seata/core/store/db/AbstractDataSourceProvider.java
+++ b/core/src/main/java/org/apache/seata/core/store/db/AbstractDataSourceProvider.java
@@ -16,17 +16,6 @@
  */
 package org.apache.seata.core.store.db;
 
-import java.io.File;
-import java.net.MalformedURLException;
-import java.net.URL;
-import java.net.URLClassLoader;
-import java.util.HashMap;
-import java.util.Map;
-import java.util.Objects;
-import java.util.stream.Stream;
-
-import javax.sql.DataSource;
-
 import org.apache.seata.common.exception.StoreException;
 import org.apache.seata.common.executor.Initialize;
 import org.apache.seata.common.util.ConfigTools;
@@ -38,6 +27,8 @@
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
+import javax.sql.DataSource;
+
 import static org.apache.seata.common.DefaultValues.DEFAULT_DB_MAX_CONN;
 import static org.apache.seata.common.DefaultValues.DEFAULT_DB_MIN_CONN;
 
@@ -56,20 +47,8 @@ public abstract class AbstractDataSourceProvider implements DataSourceProvider,
      */
     protected static final Configuration CONFIG = ConfigurationFactory.getInstance();
 
-    private final static String MYSQL_DRIVER_CLASS_NAME = "com.mysql.jdbc.Driver";
-
-    private final static String MYSQL8_DRIVER_CLASS_NAME = "com.mysql.cj.jdbc.Driver";
-
-    private final static String MYSQL_DRIVER_FILE_PREFIX = "mysql-connector-java-";
-
-    private final static Map<String, ClassLoader> MYSQL_DRIVER_LOADERS;
-
     private static final long DEFAULT_DB_MAX_WAIT = 5000;
 
-    static {
-        MYSQL_DRIVER_LOADERS = createMysqlDriverClassLoaders();
-    }
-
     @Override
     public void init() {
         this.dataSource = generate();
@@ -145,50 +124,7 @@ protected Long getMaxWait() {
     }
 
     protected ClassLoader getDriverClassLoader() {
-        return MYSQL_DRIVER_LOADERS.getOrDefault(getDriverClassName(), ClassLoader.getSystemClassLoader());
-    }
-
-    private static Map<String, ClassLoader> createMysqlDriverClassLoaders() {
-        Map<String, ClassLoader> loaders = new HashMap<>();
-        String cp = System.getProperty("java.class.path");
-        if (cp == null || cp.isEmpty()) {
-            return loaders;
-        }
-        Stream.of(cp.split(File.pathSeparator))
-            .map(File::new)
-            .filter(File::exists)
-            .map(file -> file.isFile() ? file.getParentFile() : file)
-            .filter(Objects::nonNull)
-            .filter(File::isDirectory)
-            .map(file -> new File(file, "jdbc"))
-            .filter(File::exists)
-            .filter(File::isDirectory)
-            .distinct()
-            .flatMap(file -> {
-                File[] files = file.listFiles((f, name) -> name.startsWith(MYSQL_DRIVER_FILE_PREFIX));
-                if (files != null) {
-                    return Stream.of(files);
-                } else {
-                    return Stream.of();
-                }
-            })
-            .forEach(file -> {
-                if (loaders.containsKey(MYSQL8_DRIVER_CLASS_NAME) && loaders.containsKey(MYSQL_DRIVER_CLASS_NAME)) {
-                    return;
-                }
-                try {
-                    URL url = file.toURI().toURL();
-                    ClassLoader loader = new URLClassLoader(new URL[]{url}, ClassLoader.getSystemClassLoader());
-                    try {
-                        loader.loadClass(MYSQL8_DRIVER_CLASS_NAME);
-                        loaders.putIfAbsent(MYSQL8_DRIVER_CLASS_NAME, loader);
-                    } catch (ClassNotFoundException e) {
-                        loaders.putIfAbsent(MYSQL_DRIVER_CLASS_NAME, loader);
-                    }
-                } catch (MalformedURLException ignore) {
-                }
-            });
-        return loaders;
+        return ClassLoader.getSystemClassLoader();
     }
 
     /**
diff --git a/distribution/NOTICE.md b/distribution/NOTICE.md
index 2d1e571afad..ad620bf4765 100644
--- a/distribution/NOTICE.md
+++ b/distribution/NOTICE.md
@@ -273,8 +273,8 @@ Please copy database driver dependencies, such as `mysql-connector-java.jar`, to
     ├── spring-web-5.3.30.jar
     ├── spring-webmvc-5.3.30.jar
     ├── xstream-1.4.20.jar
+    ├── mysql-connector-java-8.0.28.jar
     └── jdbc
-        ├── mysql-connector-java-8.0.28.jar
         └── NOTICE.md
 
 ```
@@ -555,8 +555,8 @@ Please copy database driver dependencies, such as `mysql-connector-java.jar`, to
     ├── spring-web-5.3.30.jar
     ├── spring-webmvc-5.3.30.jar
     ├── xstream-1.4.20.jar
+    ├── mysql-connector-java-8.0.28.jar
     └── jdbc
-        ├── mysql-connector-java-8.0.28.jar
         └── NOTICE.md
 
 ```
\ No newline at end of file