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The following commit(s) were added to refs/heads/master by this push:
     new 272596237e9 Revert "[refactor](plugin) Remove FE cloud auto-download 
for JDBC drivers and Java UDF" (#67118)
272596237e9 is described below

commit 272596237e9cfe2504289bfe3ce539d8027cc528
Author: Calvin Kirs <[email protected]>
AuthorDate: Wed Aug 26 10:08:25 2026 +0800

    Revert "[refactor](plugin) Remove FE cloud auto-download for JDBC drivers 
and Java UDF" (#67118)
    
    Reverts apache/doris#66596
---
 .../org/apache/doris/catalog/JdbcResource.java     |  14 ++
 .../doris/common/plugin/CloudPluginDownloader.java | 157 +++++++++++++++++++
 .../plans/commands/CreateFunctionCommand.java      |  16 ++
 .../common/plugin/CloudPluginDownloaderTest.java   | 173 +++++++++++++++++++++
 .../test_cloud_plugin_auto_download.groovy         | 121 ++++++++++++++
 5 files changed, 481 insertions(+)

diff --git 
a/fe/fe-core/src/main/java/org/apache/doris/catalog/JdbcResource.java 
b/fe/fe-core/src/main/java/org/apache/doris/catalog/JdbcResource.java
index 43ecf7d5cd8..0141d33d276 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/catalog/JdbcResource.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/catalog/JdbcResource.java
@@ -23,6 +23,8 @@ import org.apache.doris.common.Config;
 import org.apache.doris.common.DdlException;
 import org.apache.doris.common.EnvUtils;
 import org.apache.doris.common.FeConstants;
+import org.apache.doris.common.plugin.CloudPluginDownloader;
+import org.apache.doris.common.plugin.CloudPluginDownloader.PluginType;
 import org.apache.doris.common.proc.BaseProcResult;
 import org.apache.doris.common.util.TimeUtils;
 import org.apache.doris.common.util.Util;
@@ -447,6 +449,18 @@ public class JdbcResource extends Resource {
             } else if (oldTargetFile.exists()) {
                 // File exists in old default directory
                 return "file://" + oldTargetPath;
+            } else if (Config.isCloudMode()) {
+                // Cloud mode: download from cloud to default directory
+                try {
+                    String downloadedPath = 
CloudPluginDownloader.downloadFromCloud(
+                            PluginType.JDBC_DRIVERS, driverUrl, targetPath);
+                    return "file://" + downloadedPath;
+                } catch (Exception e) {
+                    LOG.warn("failed to download jdbc driver url: " + 
driverUrl, e);
+                    throw new RuntimeException("Cannot download JDBC driver 
from cloud: " + driverUrl
+                            + ". Please retry later or check your driver has 
been uploaded to cloud. Error: "
+                            + Util.getRootCauseMessage(e));
+                }
             } else {
                 // File does not exist in both new and old default directory
                 throw new RuntimeException("JDBC driver file does not exist: " 
+ driverUrl);
diff --git 
a/fe/fe-core/src/main/java/org/apache/doris/common/plugin/CloudPluginDownloader.java
 
b/fe/fe-core/src/main/java/org/apache/doris/common/plugin/CloudPluginDownloader.java
new file mode 100644
index 00000000000..20e6c0342d3
--- /dev/null
+++ 
b/fe/fe-core/src/main/java/org/apache/doris/common/plugin/CloudPluginDownloader.java
@@ -0,0 +1,157 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+package org.apache.doris.common.plugin;
+
+import org.apache.doris.cloud.proto.Cloud;
+import org.apache.doris.cloud.rpc.MetaServiceProxy;
+import org.apache.doris.filesystem.DorisInputFile;
+import org.apache.doris.filesystem.Location;
+import org.apache.doris.fs.FileSystemFactory;
+import org.apache.doris.service.FrontendOptions;
+
+import com.google.common.base.Strings;
+
+import java.io.File;
+import java.io.InputStream;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.nio.file.StandardCopyOption;
+import java.util.HashMap;
+import java.util.Map;
+
+/**
+ * Simple cloud plugin downloader for UDF and JDBC drivers.
+ */
+public class CloudPluginDownloader {
+
+    public enum PluginType {
+        JDBC_DRIVERS,
+        JAVA_UDF,
+        CONNECTORS,     // Reserved, not supported yet
+        HADOOP_CONF     // Reserved, not supported yet
+    }
+
+    /**
+     * Download plugin from cloud storage to local path
+     */
+    public static synchronized String downloadFromCloud(PluginType type, 
String name, String localPath) {
+        validateInput(type, name);
+        try {
+            Cloud.ObjectStoreInfoPB objInfo = getCloudStorageInfo();
+            String remotePath = buildS3Path(objInfo, type, name);
+            return doDownload(objInfo, remotePath, localPath);
+        } catch (Exception e) {
+            throw new RuntimeException("Failed to download plugin: " + 
e.getMessage(), e);
+        }
+    }
+
+    /**
+     * Validate input parameters
+     */
+    static void validateInput(PluginType type, String name) {
+        if (Strings.isNullOrEmpty(name)) {
+            throw new IllegalArgumentException("Plugin name cannot be empty");
+        }
+
+        if (type != PluginType.JDBC_DRIVERS && type != PluginType.JAVA_UDF) {
+            throw new UnsupportedOperationException("Plugin type " + type + " 
is not supported yet");
+        }
+    }
+
+    /**
+     * Get cloud storage info from MetaService
+     * Package-private for testing
+     */
+    static Cloud.ObjectStoreInfoPB getCloudStorageInfo() throws Exception {
+        Cloud.GetObjStoreInfoResponse response = MetaServiceProxy.getInstance()
+                .getObjStoreInfo(Cloud.GetObjStoreInfoRequest.newBuilder()
+                        
.setRequestIp(FrontendOptions.getLocalHostAddressCached())
+                        .build());
+
+        if (response.getStatus().getCode() != Cloud.MetaServiceCode.OK) {
+            throw new RuntimeException("Failed to get storage info: " + 
response.getStatus().getMsg());
+        }
+
+        if (response.getObjInfoList().isEmpty()) {
+            throw new RuntimeException("Only SaaS cloud storage is supported 
currently");
+        }
+
+        return response.getObjInfo(0);
+    }
+
+    /**
+     * Build complete S3 path from objInfo
+     * Package-private for testing
+     */
+    static String buildS3Path(Cloud.ObjectStoreInfoPB objInfo, PluginType 
type, String name) {
+        String bucket = objInfo.getBucket();
+        String prefix = objInfo.hasPrefix() ? objInfo.getPrefix() : "";
+        String relativePath = String.format("plugins/%s/%s", 
type.name().toLowerCase(), name);
+
+        String fullPath;
+        if (Strings.isNullOrEmpty(prefix)) {
+            fullPath = bucket + "/" + relativePath;
+        } else {
+            fullPath = bucket + "/" + prefix + "/" + relativePath;
+        }
+
+        return "s3://" + fullPath;
+    }
+
+    /**
+     * Execute download using SPI FileSystem
+     */
+    private static String doDownload(Cloud.ObjectStoreInfoPB objInfo, String 
remotePath, String localPath)
+            throws Exception {
+        // Create parent directory
+        Path parentDir = Paths.get(localPath).getParent();
+        if (parentDir != null && !Files.exists(parentDir)) {
+            Files.createDirectories(parentDir);
+        }
+
+        // Delete existing file if present
+        File localFile = new File(localPath);
+        if (localFile.exists() && !localFile.delete()) {
+            throw new RuntimeException("Failed to delete existing file: " + 
localPath);
+        }
+
+        // Download via SPI FileSystem
+        Map<String, String> properties = buildProperties(objInfo);
+        org.apache.doris.filesystem.FileSystem fileSystem =
+                FileSystemFactory.getFileSystem(properties);
+        DorisInputFile inputFile = 
fileSystem.newInputFile(Location.of(remotePath));
+        try (InputStream in = inputFile.newStream()) {
+            Files.copy(in, localFile.toPath(), 
StandardCopyOption.REPLACE_EXISTING);
+        }
+        return localPath;
+    }
+
+    /**
+     * Build storage properties map from objInfo
+     */
+    private static Map<String, String> buildProperties(Cloud.ObjectStoreInfoPB 
objInfo) {
+        Map<String, String> props = new HashMap<>();
+        props.put("s3.endpoint", objInfo.getEndpoint());
+        props.put("s3.region", objInfo.getRegion());
+        props.put("s3.access_key", objInfo.getAk());
+        props.put("s3.secret_key", objInfo.getSk());
+        props.put("s3.bucket", objInfo.getBucket());
+        return props;
+    }
+}
diff --git 
a/fe/fe-core/src/main/java/org/apache/doris/nereids/trees/plans/commands/CreateFunctionCommand.java
 
b/fe/fe-core/src/main/java/org/apache/doris/nereids/trees/plans/commands/CreateFunctionCommand.java
index 0cdb1be3c5d..66a4c1f428c 100644
--- 
a/fe/fe-core/src/main/java/org/apache/doris/nereids/trees/plans/commands/CreateFunctionCommand.java
+++ 
b/fe/fe-core/src/main/java/org/apache/doris/nereids/trees/plans/commands/CreateFunctionCommand.java
@@ -46,6 +46,7 @@ import org.apache.doris.common.EnvUtils;
 import org.apache.doris.common.ErrorCode;
 import org.apache.doris.common.ErrorReport;
 import org.apache.doris.common.FeConstants;
+import org.apache.doris.common.plugin.CloudPluginDownloader;
 import org.apache.doris.common.util.URI;
 import org.apache.doris.common.util.Util;
 import org.apache.doris.mysql.privilege.PrivPredicate;
@@ -484,6 +485,21 @@ public class CreateFunctionCommand extends Command 
implements ForwardWithSync {
 
     private String checkAndReturnDefaultJavaUdfUrl(String url) {
         String defaultUrl = EnvUtils.getDorisHome() + "/plugins/java_udf";
+        // In cloud mode, try cloud download first
+        if (Config.isCloudMode()) {
+            String targetPath = defaultUrl + "/" + url;
+            try {
+                String downloadedPath = 
CloudPluginDownloader.downloadFromCloud(
+                        CloudPluginDownloader.PluginType.JAVA_UDF, url, 
targetPath);
+                if (!downloadedPath.isEmpty()) {
+                    return "file://" + downloadedPath;
+                }
+            } catch (Exception e) {
+                throw new RuntimeException("Cannot download UDF from cloud: " 
+ url
+                        + ". Please retry later or check your UDF has been 
uploaded to cloud.");
+            }
+        }
+        // Return the file path (original UDF behavior)
         return "file://" + defaultUrl + "/" + url;
     }
 
diff --git 
a/fe/fe-core/src/test/java/org/apache/doris/common/plugin/CloudPluginDownloaderTest.java
 
b/fe/fe-core/src/test/java/org/apache/doris/common/plugin/CloudPluginDownloaderTest.java
new file mode 100644
index 00000000000..50b91fc786b
--- /dev/null
+++ 
b/fe/fe-core/src/test/java/org/apache/doris/common/plugin/CloudPluginDownloaderTest.java
@@ -0,0 +1,173 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+package org.apache.doris.common.plugin;
+
+import org.apache.doris.cloud.proto.Cloud;
+import org.apache.doris.cloud.rpc.MetaServiceProxy;
+import org.apache.doris.common.plugin.CloudPluginDownloader.PluginType;
+
+import org.junit.jupiter.api.Assertions;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.mockito.MockedStatic;
+import org.mockito.Mockito;
+
+import java.util.Collections;
+
+/**
+ * Unit tests for CloudPluginDownloader using package-private methods for 
direct white-box testing.
+ */
+public class CloudPluginDownloaderTest {
+
+    private Cloud.GetObjStoreInfoResponse mockResponse;
+    private Cloud.ObjectStoreInfoPB mockObjInfo;
+    private MetaServiceProxy mockMetaServiceProxy;
+
+    @BeforeEach
+    void setUp() {
+        mockResponse = Mockito.mock(Cloud.GetObjStoreInfoResponse.class);
+        mockObjInfo = Mockito.mock(Cloud.ObjectStoreInfoPB.class);
+        mockMetaServiceProxy = Mockito.mock(MetaServiceProxy.class);
+    }
+
+    // ============== validateInput Tests ==============
+
+    @Test
+    void testValidateInput() {
+        // Positive cases
+        Assertions.assertDoesNotThrow(() -> {
+            CloudPluginDownloader.validateInput(PluginType.JDBC_DRIVERS, 
"mysql.jar");
+            CloudPluginDownloader.validateInput(PluginType.JAVA_UDF, 
"my_udf.jar");
+        });
+
+        // Empty/null name
+        IllegalArgumentException ex1 = 
Assertions.assertThrows(IllegalArgumentException.class,
+                () -> 
CloudPluginDownloader.validateInput(PluginType.JDBC_DRIVERS, ""));
+        Assertions.assertEquals("Plugin name cannot be empty", 
ex1.getMessage());
+
+        IllegalArgumentException ex2 = 
Assertions.assertThrows(IllegalArgumentException.class,
+                () -> 
CloudPluginDownloader.validateInput(PluginType.JDBC_DRIVERS, null));
+        Assertions.assertEquals("Plugin name cannot be empty", 
ex2.getMessage());
+
+        // Unsupported types
+        UnsupportedOperationException ex3 = 
Assertions.assertThrows(UnsupportedOperationException.class,
+                () -> 
CloudPluginDownloader.validateInput(PluginType.CONNECTORS, "test.jar"));
+        Assertions.assertTrue(ex3.getMessage().contains("is not supported 
yet"));
+    }
+
+    // ============== getCloudStorageInfo Tests ==============
+
+    @Test
+    void testGetCloudStorageInfo() throws Exception {
+        try (MockedStatic<MetaServiceProxy> mockedStatic = 
Mockito.mockStatic(MetaServiceProxy.class)) {
+            
mockedStatic.when(MetaServiceProxy::getInstance).thenReturn(mockMetaServiceProxy);
+
+            // Success case
+            Cloud.MetaServiceResponseStatus okStatus = 
Cloud.MetaServiceResponseStatus.newBuilder()
+                    .setCode(Cloud.MetaServiceCode.OK).build();
+            Mockito.when(mockResponse.getStatus()).thenReturn(okStatus);
+            
Mockito.when(mockResponse.getObjInfoList()).thenReturn(Collections.singletonList(mockObjInfo));
+            Mockito.when(mockResponse.getObjInfo(0)).thenReturn(mockObjInfo);
+            
Mockito.when(mockMetaServiceProxy.getObjStoreInfo(Mockito.any())).thenReturn(mockResponse);
+
+            Cloud.ObjectStoreInfoPB result = 
CloudPluginDownloader.getCloudStorageInfo();
+            Assertions.assertEquals(mockObjInfo, result);
+
+            // Error response
+            Cloud.MetaServiceResponseStatus failedStatus = 
Cloud.MetaServiceResponseStatus.newBuilder()
+                    
.setCode(Cloud.MetaServiceCode.INVALID_ARGUMENT).setMsg("Test error").build();
+            Mockito.when(mockResponse.getStatus()).thenReturn(failedStatus);
+
+            RuntimeException ex1 = 
Assertions.assertThrows(RuntimeException.class,
+                    CloudPluginDownloader::getCloudStorageInfo);
+            Assertions.assertTrue(ex1.getMessage().contains("Failed to get 
storage info"));
+
+            // Empty storage list
+            Mockito.when(mockResponse.getStatus()).thenReturn(okStatus);
+            
Mockito.when(mockResponse.getObjInfoList()).thenReturn(Collections.emptyList());
+
+            RuntimeException ex2 = 
Assertions.assertThrows(RuntimeException.class,
+                    CloudPluginDownloader::getCloudStorageInfo);
+            Assertions.assertTrue(ex2.getMessage().contains("Only SaaS cloud 
storage is supported"));
+        }
+    }
+
+    // ============== buildS3Path Tests ==============
+
+    @Test
+    void testBuildS3Path() {
+        Mockito.when(mockObjInfo.getBucket()).thenReturn("test-bucket");
+
+        // With prefix
+        Mockito.when(mockObjInfo.hasPrefix()).thenReturn(true);
+        Mockito.when(mockObjInfo.getPrefix()).thenReturn("test-prefix");
+        
Assertions.assertEquals("s3://test-bucket/test-prefix/plugins/jdbc_drivers/mysql.jar",
+                CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.JDBC_DRIVERS, "mysql.jar"));
+
+        // Without prefix
+        Mockito.when(mockObjInfo.hasPrefix()).thenReturn(false);
+        Assertions.assertEquals("s3://test-bucket/plugins/java_udf/my_udf.jar",
+                CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.JAVA_UDF, "my_udf.jar"));
+
+        // All plugin types
+        Assertions.assertEquals("s3://test-bucket/plugins/connectors/test.jar",
+                CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.CONNECTORS, "test.jar"));
+        
Assertions.assertEquals("s3://test-bucket/plugins/hadoop_conf/test.xml",
+                CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.HADOOP_CONF, "test.xml"));
+    }
+
+    // ============== Integration Test ==============
+
+    @Test
+    void testDownloadFromCloudIntegration() {
+        // Basic integration test - should fail early due to validation
+        IllegalArgumentException ex = 
Assertions.assertThrows(IllegalArgumentException.class,
+                () -> 
CloudPluginDownloader.downloadFromCloud(PluginType.JDBC_DRIVERS, "", 
"/tmp/test.jar"));
+        Assertions.assertEquals("Plugin name cannot be empty", 
ex.getMessage());
+
+        // Should fail at MetaService level (no real cloud environment)
+        RuntimeException ex2 = Assertions.assertThrows(RuntimeException.class,
+                () -> 
CloudPluginDownloader.downloadFromCloud(PluginType.JDBC_DRIVERS, "mysql.jar", 
"/tmp/test.jar"));
+        Assertions.assertTrue(ex2.getMessage().contains("Failed to download 
plugin"));
+    }
+
+    @Test
+    void testBuildS3PathEdgeCases() {
+        // Test empty bucket (edge case)
+        Mockito.when(mockObjInfo.getBucket()).thenReturn("");
+        Mockito.when(mockObjInfo.hasPrefix()).thenReturn(false);
+        String result = CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.JDBC_DRIVERS, "test.jar");
+        Assertions.assertEquals("s3:///plugins/jdbc_drivers/test.jar", result);
+
+        // Test special characters in name
+        Mockito.when(mockObjInfo.getBucket()).thenReturn("test-bucket");
+        String specialResult = CloudPluginDownloader.buildS3Path(mockObjInfo, 
PluginType.JAVA_UDF, "[email protected]");
+        
Assertions.assertEquals("s3://test-bucket/plugins/java_udf/[email protected]", 
specialResult);
+    }
+
+    // ============== Enum Tests ==============
+
+    @Test
+    void testPluginTypeEnum() {
+        Assertions.assertEquals("JDBC_DRIVERS", 
PluginType.JDBC_DRIVERS.name());
+        Assertions.assertEquals("JAVA_UDF", PluginType.JAVA_UDF.name());
+        Assertions.assertEquals("CONNECTORS", PluginType.CONNECTORS.name());
+        Assertions.assertEquals("HADOOP_CONF", PluginType.HADOOP_CONF.name());
+        Assertions.assertEquals(4, PluginType.values().length);
+    }
+}
diff --git 
a/regression-test/suites/plugin_p1/test_cloud_plugin_auto_download.groovy 
b/regression-test/suites/plugin_p1/test_cloud_plugin_auto_download.groovy
new file mode 100644
index 00000000000..2b697db07ba
--- /dev/null
+++ b/regression-test/suites/plugin_p1/test_cloud_plugin_auto_download.groovy
@@ -0,0 +1,121 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+suite("test_cloud_plugin_auto_download", "p1,external") {
+
+    //sass cloud-mode only
+    if (!isCloudMode() || enableStoragevault()) {
+        logger.info("Skip test_plugin_auto_download because not in sass cloud 
mode")
+        return
+    }
+
+    String jdbcUrl = context.config.jdbcUrl
+    String jdbcUser = context.config.jdbcUser
+    String jdbcPassword = context.config.jdbcPassword
+
+    sql """drop database if exists internal.test_auto_download_db; """
+    sql """create database if not exists internal.test_auto_download_db;"""
+    sql """create table if not exists internal.test_auto_download_db.test_tbl
+         (id int, name varchar(20))
+         distributed by hash(id) buckets 1
+         properties('replication_num' = '1'); 
+         """
+    sql """insert into internal.test_auto_download_db.test_tbl values(1, 
'auto_download_test')"""
+
+    sql """drop catalog if exists test_auto_download_catalog """
+    sql """ CREATE CATALOG `test_auto_download_catalog` PROPERTIES (
+            "user" = "${jdbcUser}",
+            "type" = "jdbc", 
+            "password" = "${jdbcPassword}",
+            "jdbc_url" = "${jdbcUrl}",
+            "driver_url" = "mysql-connector-j-8.3.0.jar",
+            "driver_class" = "com.mysql.cj.jdbc.Driver"
+        )"""
+    
+    def result = sql """
+        select * from test_auto_download_catalog.test_auto_download_db.test_tbl
+    """
+    logger.info("result: ${result}")
+    assertTrue(result.size() > 0)
+    assertEquals(result[0][0], 1)
+    assertEquals(result[0][1], "auto_download_test")
+    
+    sql """drop catalog if exists test_auto_download_catalog """
+
+    sql """ use internal.test_auto_download_db; """
+
+    sql """DROP FUNCTION IF EXISTS java_udf_add_one(int)"""
+
+    sql """ CREATE FUNCTION java_udf_add_one(int) RETURNS int PROPERTIES (
+        "file"="java-udf-demo-jar-with-dependencies.jar",
+        "symbol"="org.apache.doris.udf.AddOne",
+        "type"="JAVA_UDF"
+    ); """
+
+    def result2 = sql """
+        select java_udf_add_one(100) as result
+    """
+    assertTrue(result2.size() > 0)
+    assertEquals(result2[0][0], 101)
+
+    sql """DROP FUNCTION IF EXISTS java_udf_add_one(int)"""
+
+    // negative test case 1: non-existent JDBC driver jar
+    sql """drop catalog if exists test_non_existent_driver_catalog """
+    try {
+        sql """ CREATE CATALOG `test_non_existent_driver_catalog` PROPERTIES (
+            "user" = "${jdbcUser}",
+            "type" = "jdbc", 
+            "password" = "${jdbcPassword}",
+            "jdbc_url" = "${jdbcUrl}",
+            "driver_url" = "non-existent-mysql-driver.jar",
+            "driver_class" = "com.mysql.cj.jdbc.Driver"
+        )"""
+        
+        sql """
+            select * from 
test_non_existent_driver_catalog.test_auto_download_db.test_tbl
+        """
+        assertTrue(false, "Should have thrown exception for non-existent 
driver jar")
+    } catch (Exception e) {
+        logger.info("Expected exception for non-existent driver jar: " + 
e.getMessage())
+        assertTrue(e.getMessage().contains("has been uploaded to cloud"))
+    } finally {
+        sql """drop catalog if exists test_non_existent_driver_catalog """
+    }
+
+    // negative test case 2: non-existent UDF jar
+    sql """DROP FUNCTION IF EXISTS java_udf_non_existent(int)"""
+    try {
+        sql """ CREATE FUNCTION java_udf_non_existent(int) RETURNS int 
PROPERTIES (
+            "file"="non-existent-udf.jar",
+            "symbol"="org.apache.doris.udf.NonExistent",
+            "type"="JAVA_UDF"
+        ); """
+        
+        sql """
+            select java_udf_non_existent(100) as result
+        """
+        assertTrue(false, "Should have thrown exception for non-existent UDF 
jar")
+    } catch (Exception e) {
+        logger.info("Expected exception for non-existent UDF jar: " + 
e.getMessage())
+        assertTrue(e.getMessage().contains("has been uploaded to cloud"))
+    } finally {
+        sql """DROP FUNCTION IF EXISTS java_udf_non_existent(int)"""
+    }
+
+    sql """ drop database if exists internal.test_auto_download_db; """
+}
\ No newline at end of file


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