diff --git a/deploy/kubernetes/dolphinscheduler/README.md b/deploy/kubernetes/dolphinscheduler/README.md
index 6c04c4085d20..5659605b957a 100644
--- a/deploy/kubernetes/dolphinscheduler/README.md
+++ b/deploy/kubernetes/dolphinscheduler/README.md
@@ -121,7 +121,7 @@ Please refer to the [Quick Start in Kubernetes](../../../docs/docs/en/guide/inst
 | conf.common."alert.rpc.port" | int | `50052` | rpc port |
 | conf.common."appId.collect" | string | `"log"` | way to collect applicationId: log, aop |
 | conf.common."conda.path" | string | `"/opt/anaconda3/etc/profile.d/conda.sh"` | set path of conda.sh |
-| conf.common."data-quality.jar.name" | string | `"dolphinscheduler-data-quality-dev-SNAPSHOT.jar"` | data quality option |
+| conf.common."data-quality.jar.dir" | string | `nil` | data quality option |
 | conf.common."data.basedir.path" | string | `"/tmp/dolphinscheduler"` | user data local directory path, please make sure the directory exists and have read write permissions |
 | conf.common."datasource.encryption.enable" | bool | `false` | datasource encryption enable |
 | conf.common."datasource.encryption.salt" | string | `"!@#$%^&*"` | datasource encryption salt |
diff --git a/deploy/kubernetes/dolphinscheduler/values.yaml b/deploy/kubernetes/dolphinscheduler/values.yaml
index 6effdf15ac31..a8d9a34875ca 100644
--- a/deploy/kubernetes/dolphinscheduler/values.yaml
+++ b/deploy/kubernetes/dolphinscheduler/values.yaml
@@ -328,7 +328,7 @@ conf:
     datasource.encryption.salt: '!@#$%^&*'
 
     # -- data quality option
-    data-quality.jar.name: dolphinscheduler-data-quality-dev-SNAPSHOT.jar
+    data-quality.jar.dir:
 
     # -- Whether hive SQL is executed in the same session
     support.hive.oneSession: false
diff --git a/docs/docs/en/architecture/configuration.md b/docs/docs/en/architecture/configuration.md
index f4ab1435d5a4..b9a26b865c77 100644
--- a/docs/docs/en/architecture/configuration.md
+++ b/docs/docs/en/architecture/configuration.md
@@ -226,7 +226,7 @@ The default configuration is as follows:
 | yarn.job.history.status.address               | http://ds1:19888/ws/v1/history/mapreduce/jobs/%s | job history status url of yarn                                                                                                                                                                                                                                                                                                                                                                                                       |
 | datasource.encryption.enable                  | false                                            | whether to enable datasource encryption                                                                                                                                                                                                                                                                                                                                                                                              |
 | datasource.encryption.salt                    | !@#$%^&*                                         | the salt of the datasource encryption                                                                                                                                                                                                                                                                                                                                                                                                |
-| data-quality.jar.name                         | dolphinscheduler-data-quality-dev-SNAPSHOT.jar   | the jar of data quality                                                                                                                                                                                                                                                                                                                                                                                                              |
+| data-quality.jar.dir                          |                                                  | the jar of data quality                                                                                                                                                                                                                                                                                                                                                                                                              |
 | support.hive.oneSession                       | false                                            | specify whether hive SQL is executed in the same session                                                                                                                                                                                                                                                                                                                                                                             |
 | sudo.enable                                   | true                                             | whether to enable sudo                                                                                                                                                                                                                                                                                                                                                                                                               |
 | alert.rpc.port                                | 50052                                            | the RPC port of Alert Server                                                                                                                                                                                                                                                                                                                                                                                                         |
diff --git a/docs/docs/en/guide/data-quality.md b/docs/docs/en/guide/data-quality.md
index f6aa7a06b27b..dca777d76fb8 100644
--- a/docs/docs/en/guide/data-quality.md
+++ b/docs/docs/en/guide/data-quality.md
@@ -12,7 +12,7 @@ The execution logic of the data quality task is as follows:
 - The current data quality task result is stored in the `t_ds_dq_execute_result` table of `dolphinscheduler`
   `Worker` sends the task result to `Master`, after `Master` receives `TaskResponse`, it will judge whether the task type is `DataQualityTask`, if so, it will read the corresponding result from `t_ds_dq_execute_result` according to `taskInstanceId`, and then The result is judged according to the check mode, operator and threshold configured by the user.
 - If the result is a failure, the corresponding operation, alarm or interruption will be performed according to the failure policy configured by the user.
-- If you package `data-quality` separately, remember to modify the package name to be consistent with `data-quality.jar.name` in `common.properties` with attribute name `data-quality.jar.name`
+- If you package `data-quality` separately, remember to modify the package name to be consistent with `data-quality.jar.dir` in `common.properties` with attribute name `data-quality.jar.dir`
 - If the old version is upgraded and used, you need to execute the `sql` update script to initialize the database before running.
 - `dolphinscheduler-data-quality-dev-SNAPSHOT.jar` was built with no dependencies. If a `JDBC` driver is required, you can set the `-jars` parameter in the `node settings` `Option Parameters`, e.g. `--jars /lib/jars/mysql-connector-java-8.0.16.jar`.
 - Currently only `MySQL`, `PostgreSQL` and `HIVE` data sources have been tested, other data sources have not been tested yet.
diff --git a/docs/docs/en/guide/resource/configuration.md b/docs/docs/en/guide/resource/configuration.md
index 42e1925e89d4..67c68a22c224 100644
--- a/docs/docs/en/guide/resource/configuration.md
+++ b/docs/docs/en/guide/resource/configuration.md
@@ -152,9 +152,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/docs/docs/en/guide/upgrade/incompatible.md b/docs/docs/en/guide/upgrade/incompatible.md
index 4580a7d13d38..f45af712c3a9 100644
--- a/docs/docs/en/guide/upgrade/incompatible.md
+++ b/docs/docs/en/guide/upgrade/incompatible.md
@@ -11,6 +11,7 @@ This document records the incompatible updates between each version. You need to
 * Change the default unix shell executor from sh to bash ([#12180](https://github.com/apache/dolphinscheduler/pull/12180)).
 * Remove `deleteSource` in `download()` of `StorageOperate` ([#14084](https://github.com/apache/dolphinscheduler/pull/14084))
 * Remove default key for attribute `data-quality.jar.name` in `common.properties` ([#15551](https://github.com/apache/dolphinscheduler/pull/15551))
+* Rename attribute `data-quality.jar.name` to `data-quality.jar.dir` in `common.properties` and represent for directory ([#15563](https://github.com/apache/dolphinscheduler/pull/15563))
 
 ## 3.2.0
 
diff --git a/docs/docs/zh/architecture/configuration.md b/docs/docs/zh/architecture/configuration.md
index 65113b76a18e..0b3ea9bc5bd1 100644
--- a/docs/docs/zh/architecture/configuration.md
+++ b/docs/docs/zh/architecture/configuration.md
@@ -226,7 +226,7 @@ common.properties配置文件目前主要是配置hadoop/s3/yarn/applicationId
 | yarn.job.history.status.address               | http://ds1:19888/ws/v1/history/mapreduce/jobs/%s | yarn的作业历史状态URL                                                                                                                                                                                                       |
 | datasource.encryption.enable                  | false                                            | 是否启用datasource 加密                                                                                                                                                                                                    |
 | datasource.encryption.salt                    | !@#$%^&*                                         | datasource加密使用的salt                                                                                                                                                                                                  |
-| data-quality.jar.name                         | dolphinscheduler-data-quality-dev-SNAPSHOT.jar   | 配置数据质量使用的jar包                                                                                                                                                                                                        |
+| data-quality.jar.dir                          |                                                  | 配置数据质量使用的jar包                                                                                                                                                                                                        |
 | support.hive.oneSession                       | false                                            | 设置hive SQL是否在同一个session中执行                                                                                                                                                                                           |
 | sudo.enable                                   | true                                             | 是否开启sudo                                                                                                                                                                                                             |
 | alert.rpc.port                                | 50052                                            | Alert Server的RPC端口                                                                                                                                                                                                   |
diff --git a/docs/docs/zh/guide/data-quality.md b/docs/docs/zh/guide/data-quality.md
index 2a098a321682..17b2a55cb2bf 100644
--- a/docs/docs/zh/guide/data-quality.md
+++ b/docs/docs/zh/guide/data-quality.md
@@ -13,7 +13,7 @@
 >
   ## 注意事项
 
-- 如果单独打包`data-quality`的话，记得修改包名和`data-quality.jar.name`一致，配置内容在 `common.properties` 中的 `data-quality.jar.name`
+- 如果单独打包`data-quality`的话，记得修改包路径和`data-quality.jar.dir`一致，配置内容在 `common.properties` 中的 `data-quality.jar.dir`
 - 如果是老版本升级使用，运行之前需要先执行`SQL`更新脚本进行数据库初始化。
 - 当前 `dolphinscheduler-data-quality-dev-SNAPSHOT.jar` 是瘦包，不包含任何 `JDBC` 驱动。
   如果有 `JDBC` 驱动需要，可以在`节点设置` `选项参数`处设置 `--jars` 参数，
diff --git a/docs/docs/zh/guide/resource/configuration.md b/docs/docs/zh/guide/resource/configuration.md
index 57d0935e0929..739d6fb30cf6 100644
--- a/docs/docs/zh/guide/resource/configuration.md
+++ b/docs/docs/zh/guide/resource/configuration.md
@@ -156,9 +156,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/dolphinscheduler-api-test/dolphinscheduler-api-test-case/src/test/resources/docker/file-manage/common.properties b/dolphinscheduler-api-test/dolphinscheduler-api-test-case/src/test/resources/docker/file-manage/common.properties
index d43e55e822cb..96879cc2721c 100644
--- a/dolphinscheduler-api-test/dolphinscheduler-api-test-case/src/test/resources/docker/file-manage/common.properties
+++ b/dolphinscheduler-api-test/dolphinscheduler-api-test-case/src/test/resources/docker/file-manage/common.properties
@@ -84,9 +84,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/dolphinscheduler-common/src/main/resources/common.properties b/dolphinscheduler-common/src/main/resources/common.properties
index 451a0f734c97..669d3dfef348 100644
--- a/dolphinscheduler-common/src/main/resources/common.properties
+++ b/dolphinscheduler-common/src/main/resources/common.properties
@@ -120,9 +120,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/dolphinscheduler-common/src/test/resources/common.properties b/dolphinscheduler-common/src/test/resources/common.properties
index 107977df7fd6..7f66a32a23d4 100644
--- a/dolphinscheduler-common/src/test/resources/common.properties
+++ b/dolphinscheduler-common/src/test/resources/common.properties
@@ -115,9 +115,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/src/main/java/org/apache/dolphinscheduler/plugin/datasource/api/utils/CommonUtils.java b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/src/main/java/org/apache/dolphinscheduler/plugin/datasource/api/utils/CommonUtils.java
index a4e64594c0c2..1c24785c2f90 100644
--- a/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/src/main/java/org/apache/dolphinscheduler/plugin/datasource/api/utils/CommonUtils.java
+++ b/dolphinscheduler-datasource-plugin/dolphinscheduler-datasource-api/src/main/java/org/apache/dolphinscheduler/plugin/datasource/api/utils/CommonUtils.java
@@ -18,7 +18,7 @@
 package org.apache.dolphinscheduler.plugin.datasource.api.utils;
 
 import static org.apache.dolphinscheduler.common.constants.Constants.RESOURCE_STORAGE_TYPE;
-import static org.apache.dolphinscheduler.plugin.task.api.TaskConstants.DATA_QUALITY_JAR_NAME;
+import static org.apache.dolphinscheduler.plugin.task.api.TaskConstants.DATA_QUALITY_JAR_DIR;
 import static org.apache.dolphinscheduler.plugin.task.api.TaskConstants.HADOOP_SECURITY_AUTHENTICATION;
 import static org.apache.dolphinscheduler.plugin.task.api.TaskConstants.HADOOP_SECURITY_AUTHENTICATION_STARTUP_STATE;
 import static org.apache.dolphinscheduler.plugin.task.api.TaskConstants.JAVA_SECURITY_KRB5_CONF;
@@ -133,14 +133,28 @@ public static boolean loadKerberosConf(String javaSecurityKrb5Conf, String login
     }
 
     public static String getDataQualityJarPath() {
-        String dqsJarPath = PropertyUtils.getString(DATA_QUALITY_JAR_NAME);
+        log.info("Trying to get data quality jar in path");
+        String dqJarDir = PropertyUtils.getString(DATA_QUALITY_JAR_DIR);
+
+        if (StringUtils.isNotEmpty(dqJarDir)) {
+            log.info(
+                    "Configuration data-quality.jar.dir is not empty, will try to get data quality jar from directory {}",
+                    dqJarDir);
+            getDataQualityJarPathFromPath(dqJarDir).ifPresent(jarName -> DEFAULT_DATA_QUALITY_JAR_PATH = jarName);
+        }
+
+        if (StringUtils.isEmpty(DEFAULT_DATA_QUALITY_JAR_PATH)) {
+            log.info("data quality jar path is empty, will try to auto discover it from build-in rules.");
+            getDefaultDataQualityJarPath();
+        }
 
-        if (StringUtils.isEmpty(dqsJarPath)) {
-            log.info("data quality jar path is empty, will try to get it from data quality jar name");
-            return getDefaultDataQualityJarPath();
+        if (StringUtils.isEmpty(DEFAULT_DATA_QUALITY_JAR_PATH)) {
+            log.error(
+                    "Can not find data quality jar in both configuration and auto discover, please check your configuration or report a bug.");
+            throw new RuntimeException("data quality jar path is empty");
         }
 
-        return dqsJarPath;
+        return DEFAULT_DATA_QUALITY_JAR_PATH;
     }
 
     private static String getDefaultDataQualityJarPath() {
@@ -173,7 +187,7 @@ private static Optional<String> getDataQualityJarPathFromPath(String path) {
         log.info("Try to get data quality jar from path {}", path);
         File[] jars = new File(path).listFiles();
         if (jars == null) {
-            log.warn("No data quality related jar found from path {}", path);
+            log.warn("No any files find given path {}", path);
             return Optional.empty();
         }
         for (File jar : jars) {
@@ -181,6 +195,7 @@ private static Optional<String> getDataQualityJarPathFromPath(String path) {
                 return Optional.of(jar.getAbsolutePath());
             }
         }
+        log.warn("No data quality related jar found from path {}", path);
         return Optional.empty();
     }
 
diff --git a/dolphinscheduler-e2e/dolphinscheduler-e2e-case/src/test/resources/docker/file-manage/common.properties b/dolphinscheduler-e2e/dolphinscheduler-e2e-case/src/test/resources/docker/file-manage/common.properties
index b5f61011b3bb..7583b3293a6f 100644
--- a/dolphinscheduler-e2e/dolphinscheduler-e2e-case/src/test/resources/docker/file-manage/common.properties
+++ b/dolphinscheduler-e2e/dolphinscheduler-e2e-case/src/test/resources/docker/file-manage/common.properties
@@ -95,9 +95,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality option, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data
 
diff --git a/dolphinscheduler-standalone-server/src/main/docker/Dockerfile b/dolphinscheduler-standalone-server/src/main/docker/Dockerfile
index 40158ff8e17e..6eebf041622c 100644
--- a/dolphinscheduler-standalone-server/src/main/docker/Dockerfile
+++ b/dolphinscheduler-standalone-server/src/main/docker/Dockerfile
@@ -20,6 +20,7 @@ FROM eclipse-temurin:8-jdk
 ENV DOCKER true
 ENV TZ Asia/Shanghai
 ENV DOLPHINSCHEDULER_HOME /opt/dolphinscheduler
+ENV DATA_QUALITY_JAR_DIR /opt/dolphinscheduler/libs/worker-server
 
 RUN apt update ; \
     apt install -y sudo ; \
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/main/java/org/apache/dolphinscheduler/plugin/task/api/TaskConstants.java b/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/main/java/org/apache/dolphinscheduler/plugin/task/api/TaskConstants.java
index fe8d9a77bf66..43734416e7e4 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/main/java/org/apache/dolphinscheduler/plugin/task/api/TaskConstants.java
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/main/java/org/apache/dolphinscheduler/plugin/task/api/TaskConstants.java
@@ -358,9 +358,9 @@ private TaskConstants() {
     public static final String RESOURCE_UPLOAD_PATH = "resource.storage.upload.base.path";
 
     /**
-     * data.quality.jar.name
+     * data.quality.jar.dir
      */
-    public static final String DATA_QUALITY_JAR_NAME = "data-quality.jar.name";
+    public static final String DATA_QUALITY_JAR_DIR = "data-quality.jar.dir";
 
     public static final String TASK_TYPE_CONDITIONS = "CONDITIONS";
 
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/test/resources/common.properties b/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/test/resources/common.properties
index 9855d855e9f2..402112263f9d 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/test/resources/common.properties
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-api/src/test/resources/common.properties
@@ -84,9 +84,10 @@ datasource.encryption.enable=false
 # datasource encryption salt
 datasource.encryption.salt=!@#$%^&*
 
-# data quality absolute path, it would auto discovery from libs directory. You can also specific the jar name in libs directory
-# if you re-build it alone, or auto discovery mechanism fail
-data-quality.jar.name=
+# data quality jar directory path, it would auto discovery data quality jar from this given dir. You should keep it empty if you do not change anything in
+# data-quality, it will auto discovery by dolphinscheduler itself. Change it only if you want to use your own data-quality jar and it is not in worker-server
+# libs directory(but may sure your jar name start with `dolphinscheduler-data-quality`).
+data-quality.jar.dir=
 
 #data-quality.error.output.path=/tmp/data-quality-error-data