diff --git a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-feishu/src/main/java/org/apache/dolphinscheduler/plugin/alert/feishu/FeiShuSender.java b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-feishu/src/main/java/org/apache/dolphinscheduler/plugin/alert/feishu/FeiShuSender.java
index f48a9943b3..a56e2e88db 100644
--- a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-feishu/src/main/java/org/apache/dolphinscheduler/plugin/alert/feishu/FeiShuSender.java
+++ b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-feishu/src/main/java/org/apache/dolphinscheduler/plugin/alert/feishu/FeiShuSender.java
@@ -22,7 +22,7 @@ import org.apache.dolphinscheduler.alert.api.AlertResult;
 import org.apache.dolphinscheduler.common.utils.JSONUtils;
 
 import org.apache.commons.codec.binary.StringUtils;
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.http.HttpEntity;
 import org.apache.http.HttpStatus;
 import org.apache.http.client.methods.CloseableHttpResponse;
diff --git a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-script/src/main/java/org/apache/dolphinscheduler/plugin/alert/script/ScriptAlertChannel.java b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-script/src/main/java/org/apache/dolphinscheduler/plugin/alert/script/ScriptAlertChannel.java
index 29fb34aa35..d091eb9d82 100644
--- a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-script/src/main/java/org/apache/dolphinscheduler/plugin/alert/script/ScriptAlertChannel.java
+++ b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-script/src/main/java/org/apache/dolphinscheduler/plugin/alert/script/ScriptAlertChannel.java
@@ -22,7 +22,7 @@ import org.apache.dolphinscheduler.alert.api.AlertData;
 import org.apache.dolphinscheduler.alert.api.AlertInfo;
 import org.apache.dolphinscheduler.alert.api.AlertResult;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 
 import java.util.Map;
 
diff --git a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-webexteams/src/main/java/org/apache/dolphinscheduler/plugin/alert/webexteams/WebexTeamsAlertChannel.java b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-webexteams/src/main/java/org/apache/dolphinscheduler/plugin/alert/webexteams/WebexTeamsAlertChannel.java
index 669f4ac7ba..38a582f1c6 100644
--- a/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-webexteams/src/main/java/org/apache/dolphinscheduler/plugin/alert/webexteams/WebexTeamsAlertChannel.java
+++ b/dolphinscheduler-alert/dolphinscheduler-alert-plugins/dolphinscheduler-alert-webexteams/src/main/java/org/apache/dolphinscheduler/plugin/alert/webexteams/WebexTeamsAlertChannel.java
@@ -22,7 +22,7 @@ import org.apache.dolphinscheduler.alert.api.AlertData;
 import org.apache.dolphinscheduler.alert.api.AlertInfo;
 import org.apache.dolphinscheduler.alert.api.AlertResult;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 
 import java.util.Map;
 
diff --git a/dolphinscheduler-alert/dolphinscheduler-alert-server/src/main/java/org/apache/dolphinscheduler/alert/AlertSenderService.java b/dolphinscheduler-alert/dolphinscheduler-alert-server/src/main/java/org/apache/dolphinscheduler/alert/AlertSenderService.java
index fb8da102ff..786a5d2a1c 100644
--- a/dolphinscheduler-alert/dolphinscheduler-alert-server/src/main/java/org/apache/dolphinscheduler/alert/AlertSenderService.java
+++ b/dolphinscheduler-alert/dolphinscheduler-alert-server/src/main/java/org/apache/dolphinscheduler/alert/AlertSenderService.java
@@ -36,8 +36,8 @@ import org.apache.dolphinscheduler.dao.entity.AlertSendStatus;
 import org.apache.dolphinscheduler.remote.command.alert.AlertSendResponseCommand;
 import org.apache.dolphinscheduler.remote.command.alert.AlertSendResponseResult;
 
-import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.CollectionUtils;
+import org.apache.commons.collections4.MapUtils;
 
 import java.util.ArrayList;
 import java.util.Date;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/configuration/TaskTypeConfiguration.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/configuration/TaskTypeConfiguration.java
index 6206dd10b0..3f068f31ba 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/configuration/TaskTypeConfiguration.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/configuration/TaskTypeConfiguration.java
@@ -21,7 +21,7 @@ import org.apache.dolphinscheduler.api.dto.FavTaskDto;
 import org.apache.dolphinscheduler.common.config.YamlPropertySourceFactory;
 import org.apache.dolphinscheduler.common.constants.Constants;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.List;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/interceptor/RateLimitInterceptor.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/interceptor/RateLimitInterceptor.java
index 19f121fff2..c419a25ccb 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/interceptor/RateLimitInterceptor.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/interceptor/RateLimitInterceptor.java
@@ -19,7 +19,7 @@ package org.apache.dolphinscheduler.api.interceptor;
 
 import org.apache.dolphinscheduler.api.configuration.TrafficConfiguration;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.Map;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/PermissionCheck.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/PermissionCheck.java
index 3d2e42b81b..100d53f793 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/PermissionCheck.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/PermissionCheck.java
@@ -24,7 +24,7 @@ import org.apache.dolphinscheduler.plugin.task.api.model.ResourceInfo;
 import org.apache.dolphinscheduler.service.exceptions.ServiceException;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.List;
 
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/ResourcePermissionCheckServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/ResourcePermissionCheckServiceImpl.java
index 3ee3fb9903..fcded20515 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/ResourcePermissionCheckServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/permission/ResourcePermissionCheckServiceImpl.java
@@ -66,7 +66,7 @@ import org.apache.dolphinscheduler.dao.mapper.UdfFuncMapper;
 import org.apache.dolphinscheduler.dao.mapper.WorkerGroupMapper;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Arrays;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/python/PythonGateway.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/python/PythonGateway.java
index f3adc85341..3b189169b9 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/python/PythonGateway.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/python/PythonGateway.java
@@ -64,7 +64,7 @@ import org.apache.dolphinscheduler.spi.enums.ResourceType;
 import py4j.GatewayServer;
 import py4j.GatewayServer.GatewayServerBuilder;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.io.IOException;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/AlertPluginInstanceServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/AlertPluginInstanceServiceImpl.java
index 8432eccf34..9af3a522ef 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/AlertPluginInstanceServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/AlertPluginInstanceServiceImpl.java
@@ -38,7 +38,7 @@ import org.apache.dolphinscheduler.dao.mapper.AlertPluginInstanceMapper;
 import org.apache.dolphinscheduler.dao.mapper.PluginDefineMapper;
 import org.apache.dolphinscheduler.spi.params.PluginParamsTransfer;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Arrays;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ClusterServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ClusterServiceImpl.java
index be3f6d2971..7d8ceeb3b0 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ClusterServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ClusterServiceImpl.java
@@ -34,7 +34,7 @@ import org.apache.dolphinscheduler.dao.mapper.K8sNamespaceMapper;
 import org.apache.dolphinscheduler.remote.exceptions.RemotingException;
 import org.apache.dolphinscheduler.service.utils.ClusterConfUtils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/EnvironmentServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/EnvironmentServiceImpl.java
index 81239a51b0..fd3659bdc6 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/EnvironmentServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/EnvironmentServiceImpl.java
@@ -40,7 +40,7 @@ import org.apache.dolphinscheduler.dao.mapper.EnvironmentMapper;
 import org.apache.dolphinscheduler.dao.mapper.EnvironmentWorkerGroupRelationMapper;
 import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.collections4.SetUtils;
 import org.apache.commons.lang3.StringUtils;
 
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ExecutorServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ExecutorServiceImpl.java
index f344a3a226..99a4d90eb5 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ExecutorServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ExecutorServiceImpl.java
@@ -85,8 +85,8 @@ import org.apache.dolphinscheduler.service.exceptions.CronParseException;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
 import org.apache.commons.beanutils.BeanUtils;
-import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.CollectionUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.time.ZonedDateTime;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/K8SNamespaceServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/K8SNamespaceServiceImpl.java
index 0f1dbeb0a2..908d80cd2f 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/K8SNamespaceServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/K8SNamespaceServiceImpl.java
@@ -31,7 +31,7 @@ import org.apache.dolphinscheduler.dao.mapper.ClusterMapper;
 import org.apache.dolphinscheduler.dao.mapper.K8sNamespaceMapper;
 import org.apache.dolphinscheduler.remote.exceptions.RemotingException;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ProcessTaskRelationServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ProcessTaskRelationServiceImpl.java
index 4a9fba29e7..df1b075d9d 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ProcessTaskRelationServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ProcessTaskRelationServiceImpl.java
@@ -45,7 +45,7 @@ import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionLogMapper;
 import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionMapper;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ResourcesServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ResourcesServiceImpl.java
index 4cc20c7baf..cc495aa257 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ResourcesServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/ResourcesServiceImpl.java
@@ -67,7 +67,7 @@ import org.apache.dolphinscheduler.service.storage.StorageEntity;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.io.File;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/SessionServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/SessionServiceImpl.java
index 67d49df8d2..f61f67cafc 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/SessionServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/SessionServiceImpl.java
@@ -24,7 +24,7 @@ import org.apache.dolphinscheduler.dao.entity.Session;
 import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.dao.mapper.SessionMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.Date;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TaskDefinitionServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TaskDefinitionServiceImpl.java
index 2d9fa4c33d..9a0f893974 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TaskDefinitionServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TaskDefinitionServiceImpl.java
@@ -67,8 +67,8 @@ import org.apache.dolphinscheduler.plugin.task.api.parameters.ParametersNode;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 import org.apache.dolphinscheduler.service.task.TaskPluginManager;
 
-import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.CollectionUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.lang.reflect.InvocationTargetException;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TenantServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TenantServiceImpl.java
index d28a96b181..503e1c9d1d 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TenantServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/TenantServiceImpl.java
@@ -43,7 +43,7 @@ import org.apache.dolphinscheduler.dao.mapper.TenantMapper;
 import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UiPluginServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UiPluginServiceImpl.java
index 4610e2c0b9..e6f7bb169d 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UiPluginServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UiPluginServiceImpl.java
@@ -24,7 +24,7 @@ import org.apache.dolphinscheduler.common.enums.PluginType;
 import org.apache.dolphinscheduler.dao.entity.PluginDefine;
 import org.apache.dolphinscheduler.dao.mapper.PluginDefineMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.HashMap;
 import java.util.List;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UsersServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UsersServiceImpl.java
index 2d828fd5d8..f6fbbc5a70 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UsersServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/UsersServiceImpl.java
@@ -57,7 +57,7 @@ import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 import org.apache.dolphinscheduler.dao.utils.ResourceProcessDefinitionUtils;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.io.IOException;
diff --git a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/WorkerGroupServiceImpl.java b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/WorkerGroupServiceImpl.java
index fe1d2114c6..4e46298b24 100644
--- a/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/WorkerGroupServiceImpl.java
+++ b/dolphinscheduler-api/src/main/java/org/apache/dolphinscheduler/api/service/impl/WorkerGroupServiceImpl.java
@@ -41,7 +41,7 @@ import org.apache.dolphinscheduler.dao.mapper.WorkerGroupMapper;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 import org.apache.dolphinscheduler.service.registry.RegistryClient;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/configuration/TrafficConfigurationTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/configuration/TrafficConfigurationTest.java
index 6b3671518f..d730f98afe 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/configuration/TrafficConfigurationTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/configuration/TrafficConfigurationTest.java
@@ -19,7 +19,7 @@ package org.apache.dolphinscheduler.api.configuration;
 
 import org.apache.dolphinscheduler.api.controller.AbstractControllerTest;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 
 import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.Test;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/AlertGroupServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/AlertGroupServiceTest.java
index 76a456c35f..4b58847280 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/AlertGroupServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/AlertGroupServiceTest.java
@@ -36,7 +36,7 @@ import org.apache.dolphinscheduler.dao.entity.AlertGroup;
 import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.dao.mapper.AlertGroupMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.HashSet;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ClusterServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ClusterServiceTest.java
index 6996a7b3f3..ea1f930b2d 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ClusterServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ClusterServiceTest.java
@@ -30,7 +30,7 @@ import org.apache.dolphinscheduler.dao.mapper.ClusterMapper;
 import org.apache.dolphinscheduler.dao.mapper.K8sNamespaceMapper;
 import org.apache.dolphinscheduler.remote.exceptions.RemotingException;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.List;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/DataSourceServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/DataSourceServiceTest.java
index 1a608df58d..eaa047c195 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/DataSourceServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/DataSourceServiceTest.java
@@ -43,7 +43,7 @@ import org.apache.dolphinscheduler.spi.datasource.ConnectionParam;
 import org.apache.dolphinscheduler.spi.enums.DbConnectType;
 import org.apache.dolphinscheduler.spi.enums.DbType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.sql.Connection;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/EnvironmentServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/EnvironmentServiceTest.java
index 822a251d7f..da40fc07e9 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/EnvironmentServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/EnvironmentServiceTest.java
@@ -37,7 +37,7 @@ import org.apache.dolphinscheduler.dao.mapper.EnvironmentMapper;
 import org.apache.dolphinscheduler.dao.mapper.EnvironmentWorkerGroupRelationMapper;
 import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.HashSet;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/K8SNamespaceServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/K8SNamespaceServiceTest.java
index 158dba8658..ed305d72df 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/K8SNamespaceServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/K8SNamespaceServiceTest.java
@@ -31,7 +31,7 @@ import org.apache.dolphinscheduler.dao.mapper.ClusterMapper;
 import org.apache.dolphinscheduler.dao.mapper.K8sNamespaceMapper;
 import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.Serializable;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/MonitorServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/MonitorServiceTest.java
index 50fe445752..a61a7481a2 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/MonitorServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/MonitorServiceTest.java
@@ -33,7 +33,7 @@ import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.service.registry.RegistryClient;
 import org.apache.dolphinscheduler.spi.enums.DbType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Date;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProcessTaskRelationServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProcessTaskRelationServiceTest.java
index 5b6ef1b45e..b672c15430 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProcessTaskRelationServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProcessTaskRelationServiceTest.java
@@ -41,7 +41,7 @@ import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionLogMapper;
 import org.apache.dolphinscheduler.dao.mapper.TaskDefinitionMapper;
 import org.apache.dolphinscheduler.service.process.ProcessService;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.text.MessageFormat;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProjectServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProjectServiceTest.java
index 9fefc7dcc9..2eaeebc7a5 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProjectServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ProjectServiceTest.java
@@ -43,7 +43,7 @@ import org.apache.dolphinscheduler.dao.mapper.ProjectMapper;
 import org.apache.dolphinscheduler.dao.mapper.ProjectUserMapper;
 import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Collections;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/QueueServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/QueueServiceTest.java
index 0379797626..ea70cf7f73 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/QueueServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/QueueServiceTest.java
@@ -35,7 +35,7 @@ import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.dao.mapper.QueueMapper;
 import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.text.MessageFormat;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ResourcesServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ResourcesServiceTest.java
index a738a8585c..a588a5fbb7 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ResourcesServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/ResourcesServiceTest.java
@@ -44,7 +44,7 @@ import org.apache.dolphinscheduler.service.storage.StorageEntity;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.IOException;
 import java.time.LocalDateTime;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TaskGroupQueueServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TaskGroupQueueServiceTest.java
index bfaf0fce48..bd844da094 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TaskGroupQueueServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TaskGroupQueueServiceTest.java
@@ -26,7 +26,7 @@ import org.apache.dolphinscheduler.dao.entity.TaskGroupQueue;
 import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.dao.mapper.TaskGroupQueueMapper;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Date;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TenantServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TenantServiceTest.java
index 99570372e5..739196eea0 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TenantServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/TenantServiceTest.java
@@ -42,7 +42,7 @@ import org.apache.dolphinscheduler.dao.mapper.TenantMapper;
 import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.text.MessageFormat;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UdfFuncServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UdfFuncServiceTest.java
index d707b02410..f3e6471950 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UdfFuncServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UdfFuncServiceTest.java
@@ -36,7 +36,7 @@ import org.apache.dolphinscheduler.dao.mapper.UDFUserMapper;
 import org.apache.dolphinscheduler.dao.mapper.UdfFuncMapper;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.IOException;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UsersServiceTest.java b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UsersServiceTest.java
index 4694d0858e..353dc22012 100644
--- a/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UsersServiceTest.java
+++ b/dolphinscheduler-api/src/test/java/org/apache/dolphinscheduler/api/service/UsersServiceTest.java
@@ -51,7 +51,7 @@ import org.apache.dolphinscheduler.dao.mapper.UserMapper;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.IOException;
 import java.util.ArrayList;
diff --git a/dolphinscheduler-bom/pom.xml b/dolphinscheduler-bom/pom.xml
index 44db31e17f..3c52b037ba 100644
--- a/dolphinscheduler-bom/pom.xml
+++ b/dolphinscheduler-bom/pom.xml
@@ -48,7 +48,7 @@
         <commons-beanutils.version>1.9.4</commons-beanutils.version>
         <commons-configuration.version>1.10</commons-configuration.version>
         <commons-email.version>1.5</commons-email.version>
-        <commons-collections4.version>4.1</commons-collections4.version>
+        <commons-collections4.version>4.3</commons-collections4.version>
         <httpclient.version>4.5.13</httpclient.version>
         <httpcore.version>4.4.15</httpcore.version>
         <jackson.version>2.13.4</jackson.version>
diff --git a/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/NetUtils.java b/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/NetUtils.java
index cba7ef02d3..e1d39121b2 100644
--- a/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/NetUtils.java
+++ b/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/NetUtils.java
@@ -21,7 +21,7 @@ import static java.util.Collections.emptyList;
 
 import org.apache.dolphinscheduler.common.constants.Constants;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.http.conn.util.InetAddressUtils;
 
 import java.io.IOException;
diff --git a/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/PropertyUtils.java b/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/PropertyUtils.java
index 156fd2b4ab..66285365d2 100644
--- a/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/PropertyUtils.java
+++ b/dolphinscheduler-common/src/main/java/org/apache/dolphinscheduler/common/utils/PropertyUtils.java
@@ -22,7 +22,7 @@ import static org.apache.dolphinscheduler.common.constants.Constants.COMMON_PROP
 import org.apache.dolphinscheduler.common.constants.Constants;
 import org.apache.dolphinscheduler.common.enums.ResUploadType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.IOException;
 import java.io.InputStream;
diff --git a/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/repository/impl/TaskInstanceDaoImpl.java b/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/repository/impl/TaskInstanceDaoImpl.java
index aca18171b7..cb25ff6886 100644
--- a/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/repository/impl/TaskInstanceDaoImpl.java
+++ b/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/repository/impl/TaskInstanceDaoImpl.java
@@ -28,7 +28,7 @@ import org.apache.dolphinscheduler.dao.repository.ProcessInstanceMapDao;
 import org.apache.dolphinscheduler.dao.repository.TaskInstanceDao;
 import org.apache.dolphinscheduler.plugin.task.api.enums.TaskExecutionStatus;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Date;
diff --git a/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/utils/ResourceProcessDefinitionUtils.java b/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/utils/ResourceProcessDefinitionUtils.java
index 91484a476f..6dedd501a0 100644
--- a/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/utils/ResourceProcessDefinitionUtils.java
+++ b/dolphinscheduler-dao/src/main/java/org/apache/dolphinscheduler/dao/utils/ResourceProcessDefinitionUtils.java
@@ -16,7 +16,7 @@
  */
 package org.apache.dolphinscheduler.dao.utils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.Arrays;
 import java.util.HashMap;
diff --git a/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/mapper/ResourceMapperTest.java b/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/mapper/ResourceMapperTest.java
index e47652a98f..6c6da06238 100644
--- a/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/mapper/ResourceMapperTest.java
+++ b/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/mapper/ResourceMapperTest.java
@@ -28,7 +28,7 @@ import org.apache.dolphinscheduler.dao.entity.Tenant;
 import org.apache.dolphinscheduler.dao.entity.User;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Arrays;
diff --git a/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/upgrade/SchemaUtilsTest.java b/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/upgrade/SchemaUtilsTest.java
index cc3bfeaea9..b157203def 100644
--- a/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/upgrade/SchemaUtilsTest.java
+++ b/dolphinscheduler-dao/src/test/java/org/apache/dolphinscheduler/dao/upgrade/SchemaUtilsTest.java
@@ -17,7 +17,7 @@
 
 package org.apache.dolphinscheduler.dao.upgrade;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.IOException;
 import java.util.List;
diff --git a/dolphinscheduler-data-quality/pom.xml b/dolphinscheduler-data-quality/pom.xml
index 5e5ca36ff2..ef6175ebca 100644
--- a/dolphinscheduler-data-quality/pom.xml
+++ b/dolphinscheduler-data-quality/pom.xml
@@ -171,6 +171,11 @@
             <artifactId>janino</artifactId>
             <scope>provided</scope>
         </dependency>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-collections4</artifactId>
+            <scope>provided</scope>
+        </dependency>
 
     </dependencies>
 </project>
diff --git a/dolphinscheduler-data-quality/src/main/java/org/apache/dolphinscheduler/data/quality/flow/batch/writer/file/BaseFileWriter.java b/dolphinscheduler-data-quality/src/main/java/org/apache/dolphinscheduler/data/quality/flow/batch/writer/file/BaseFileWriter.java
index 56ad58044e..3492436a74 100644
--- a/dolphinscheduler-data-quality/src/main/java/org/apache/dolphinscheduler/data/quality/flow/batch/writer/file/BaseFileWriter.java
+++ b/dolphinscheduler-data-quality/src/main/java/org/apache/dolphinscheduler/data/quality/flow/batch/writer/file/BaseFileWriter.java
@@ -25,7 +25,7 @@ import org.apache.dolphinscheduler.data.quality.execution.SparkRuntimeEnvironmen
 import org.apache.dolphinscheduler.data.quality.flow.batch.BatchWriter;
 import org.apache.dolphinscheduler.data.quality.utils.ConfigUtils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.spark.sql.DataFrameWriter;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Row;
diff --git a/dolphinscheduler-dist/release-docs/LICENSE b/dolphinscheduler-dist/release-docs/LICENSE
index ff012b0a5a..c84f05efb0 100644
--- a/dolphinscheduler-dist/release-docs/LICENSE
+++ b/dolphinscheduler-dist/release-docs/LICENSE
@@ -229,7 +229,7 @@ The text of each license is also included at licenses/LICENSE-[project].txt.
     commons-beanutils 1.9.4 https://mvnrepository.com/artifact/commons-beanutils/commons-beanutils/1.9.4, Apache 2.0
     commons-cli 1.2: https://mvnrepository.com/artifact/commons-cli/commons-cli/1.2, Apache 2.0
     commons-codec 1.11: https://mvnrepository.com/artifact/commons-codec/commons-codec/1.11, Apache 2.0
-    commons-collections4 4.1: https://mvnrepository.com/artifact/org.apache.commons/commons-collections4/4.1, Apache 2.0
+    commons-collections4 4.3: https://mvnrepository.com/artifact/org.apache.commons/commons-collections4/4.3, Apache 2.0
     commons-compress 1.21: https://mvnrepository.com/artifact/org.apache.commons/commons-compress/1.21, Apache 2.0
     commons-configuration2 2.1.1: https://mvnrepository.com/artifact/org.apache.commons/commons-configuration2/2.1.1, Apache 2.0
     commons-daemon 1.0.13: https://github.com/apache/commons-daemon, Apache 2.0
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskPriorityQueueConsumer.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskPriorityQueueConsumer.java
index c12c1d62e4..359aa40cf9 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskPriorityQueueConsumer.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskPriorityQueueConsumer.java
@@ -40,7 +40,7 @@ import org.apache.dolphinscheduler.service.exceptions.TaskPriorityQueueException
 import org.apache.dolphinscheduler.service.queue.TaskPriority;
 import org.apache.dolphinscheduler.service.queue.TaskPriorityQueue;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Collections;
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/executor/NettyExecutorManager.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/executor/NettyExecutorManager.java
index 527951b2fb..c29a4a81a7 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/executor/NettyExecutorManager.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/executor/NettyExecutorManager.java
@@ -31,7 +31,7 @@ import org.apache.dolphinscheduler.server.master.processor.TaskKillResponseProce
 import org.apache.dolphinscheduler.server.master.processor.TaskRecallProcessor;
 import org.apache.dolphinscheduler.server.master.registry.ServerNodeManager;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.Collection;
 import java.util.Collections;
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/CommonHostManager.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/CommonHostManager.java
index 5e5af3ac5d..160d611641 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/CommonHostManager.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/CommonHostManager.java
@@ -23,7 +23,7 @@ import org.apache.dolphinscheduler.server.master.dispatch.enums.ExecutorType;
 import org.apache.dolphinscheduler.server.master.dispatch.host.assign.HostWorker;
 import org.apache.dolphinscheduler.server.master.registry.ServerNodeManager;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.ArrayList;
 import java.util.Collection;
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/LowerWeightHostManager.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/LowerWeightHostManager.java
index 5be20c23c1..727d62587d 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/LowerWeightHostManager.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/LowerWeightHostManager.java
@@ -26,7 +26,7 @@ import org.apache.dolphinscheduler.server.master.dispatch.host.assign.HostWorker
 import org.apache.dolphinscheduler.server.master.dispatch.host.assign.LowerWeightRoundRobin;
 import org.apache.dolphinscheduler.server.master.registry.WorkerInfoChangeListener;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.Collection;
 import java.util.HashMap;
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/assign/AbstractSelector.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/assign/AbstractSelector.java
index 693ff856e5..92169f48b0 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/assign/AbstractSelector.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/dispatch/host/assign/AbstractSelector.java
@@ -17,7 +17,7 @@
 
 package org.apache.dolphinscheduler.server.master.dispatch.host.assign;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.util.Collection;
 
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/registry/ServerNodeManager.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/registry/ServerNodeManager.java
index def3829c8b..8d0f83abda 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/registry/ServerNodeManager.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/registry/ServerNodeManager.java
@@ -36,7 +36,7 @@ import org.apache.dolphinscheduler.server.master.config.MasterConfig;
 import org.apache.dolphinscheduler.service.queue.MasterPriorityQueue;
 import org.apache.dolphinscheduler.service.registry.RegistryClient;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.ArrayUtils;
 import org.apache.commons.lang3.StringUtils;
 
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/StreamTaskExecuteRunnable.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/StreamTaskExecuteRunnable.java
index ddecc35043..8850c89e0a 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/StreamTaskExecuteRunnable.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/StreamTaskExecuteRunnable.java
@@ -61,7 +61,7 @@ import org.apache.dolphinscheduler.service.task.TaskPluginManager;
 import org.apache.dolphinscheduler.service.utils.LoggerUtils;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.Date;
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
index 104ce4ae2a..d1e12966f8 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/WorkflowExecuteRunnable.java
@@ -91,7 +91,7 @@ import org.apache.dolphinscheduler.service.queue.PeerTaskInstancePriorityQueue;
 import org.apache.dolphinscheduler.service.utils.DagHelper;
 import org.apache.dolphinscheduler.service.utils.LoggerUtils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.math.NumberUtils;
 
diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/task/BaseTaskProcessor.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/task/BaseTaskProcessor.java
index a47df6979a..1036aad83a 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/task/BaseTaskProcessor.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/runner/task/BaseTaskProcessor.java
@@ -82,7 +82,7 @@ import org.apache.dolphinscheduler.spi.enums.DbType;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 import org.apache.dolphinscheduler.spi.plugin.SPIIdentify;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/command/CommandServiceImpl.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/command/CommandServiceImpl.java
index 4b778af7ca..546cece17b 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/command/CommandServiceImpl.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/command/CommandServiceImpl.java
@@ -41,7 +41,7 @@ import org.apache.dolphinscheduler.plugin.task.api.enums.Direct;
 import org.apache.dolphinscheduler.plugin.task.api.model.Property;
 import org.apache.dolphinscheduler.service.utils.ParamUtils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.Date;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/cron/CronUtils.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/cron/CronUtils.java
index 888e338c5c..39012b3673 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/cron/CronUtils.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/cron/CronUtils.java
@@ -34,7 +34,7 @@ import org.apache.dolphinscheduler.common.utils.DateUtils;
 import org.apache.dolphinscheduler.dao.entity.Schedule;
 import org.apache.dolphinscheduler.service.exceptions.CronParseException;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.time.ZoneId;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/process/ProcessServiceImpl.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/process/ProcessServiceImpl.java
index cc40fadcf7..55f6bde34c 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/process/ProcessServiceImpl.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/process/ProcessServiceImpl.java
@@ -142,8 +142,8 @@ import org.apache.dolphinscheduler.service.utils.ClusterConfUtils;
 import org.apache.dolphinscheduler.service.utils.DagHelper;
 import org.apache.dolphinscheduler.spi.enums.ResourceType;
 
-import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.CollectionUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/DagHelper.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/DagHelper.java
index 5365d1f719..403e212ee6 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/DagHelper.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/DagHelper.java
@@ -30,7 +30,7 @@ import org.apache.dolphinscheduler.plugin.task.api.parameters.SwitchParameters;
 import org.apache.dolphinscheduler.service.model.TaskNode;
 import org.apache.dolphinscheduler.service.process.ProcessDag;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.ArrayList;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ParamUtils.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ParamUtils.java
index 5192e631b6..3e0b522723 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ParamUtils.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ParamUtils.java
@@ -27,7 +27,7 @@ import org.apache.dolphinscheduler.dao.entity.ProcessInstance;
 import org.apache.dolphinscheduler.dao.entity.ProcessInstanceMap;
 import org.apache.dolphinscheduler.plugin.task.api.model.Property;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.HashMap;
diff --git a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ProcessUtils.java b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ProcessUtils.java
index d57dd87ece..9d45e3651c 100644
--- a/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ProcessUtils.java
+++ b/dolphinscheduler-service/src/main/java/org/apache/dolphinscheduler/service/utils/ProcessUtils.java
@@ -27,7 +27,7 @@ import org.apache.dolphinscheduler.remote.utils.Host;
 import org.apache.dolphinscheduler.service.log.LogClient;
 import org.apache.dolphinscheduler.service.storage.impl.HadoopUtils;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.SystemUtils;
 
diff --git a/dolphinscheduler-task-plugin/dolphinscheduler-task-switch/src/main/java/org/apache/dolphinscheduler/plugin/task/switchtask/SwitchParameters.java b/dolphinscheduler-task-plugin/dolphinscheduler-task-switch/src/main/java/org/apache/dolphinscheduler/plugin/task/switchtask/SwitchParameters.java
index b2df8190d9..ed7cf1b555 100644
--- a/dolphinscheduler-task-plugin/dolphinscheduler-task-switch/src/main/java/org/apache/dolphinscheduler/plugin/task/switchtask/SwitchParameters.java
+++ b/dolphinscheduler-task-plugin/dolphinscheduler-task-switch/src/main/java/org/apache/dolphinscheduler/plugin/task/switchtask/SwitchParameters.java
@@ -21,7 +21,7 @@ import org.apache.dolphinscheduler.plugin.task.api.model.Property;
 import org.apache.dolphinscheduler.plugin.task.api.model.ResourceInfo;
 import org.apache.dolphinscheduler.plugin.task.api.parameters.AbstractParameters;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.lang3.StringUtils;
 
 import java.util.List;
diff --git a/dolphinscheduler-tools/src/main/java/org/apache/dolphinscheduler/tools/datasource/dao/UpgradeDao.java b/dolphinscheduler-tools/src/main/java/org/apache/dolphinscheduler/tools/datasource/dao/UpgradeDao.java
index 917dfbc88d..7b4bb6b646 100644
--- a/dolphinscheduler-tools/src/main/java/org/apache/dolphinscheduler/tools/datasource/dao/UpgradeDao.java
+++ b/dolphinscheduler-tools/src/main/java/org/apache/dolphinscheduler/tools/datasource/dao/UpgradeDao.java
@@ -44,7 +44,7 @@ import org.apache.dolphinscheduler.plugin.task.api.model.ResourceInfo;
 import org.apache.dolphinscheduler.plugin.task.api.parameters.TaskTimeoutParameter;
 import org.apache.dolphinscheduler.spi.enums.DbType;
 
-import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.collections4.CollectionUtils;
 
 import java.io.FileNotFoundException;
 import java.io.IOException;
diff --git a/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/message/MessageRetryRunner.java b/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/message/MessageRetryRunner.java
index 6f11ab4d0d..6695c4623c 100644
--- a/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/message/MessageRetryRunner.java
+++ b/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/message/MessageRetryRunner.java
@@ -24,7 +24,7 @@ import org.apache.dolphinscheduler.remote.command.BaseCommand;
 import org.apache.dolphinscheduler.remote.command.CommandType;
 import org.apache.dolphinscheduler.service.utils.LoggerUtils;
 
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.MapUtils;
 
 import java.time.Duration;
 import java.util.HashMap;
diff --git a/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/utils/TaskExecutionCheckerUtils.java b/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/utils/TaskExecutionCheckerUtils.java
index 4c6bebcab8..a9c5f09b8c 100644
--- a/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/utils/TaskExecutionCheckerUtils.java
+++ b/dolphinscheduler-worker/src/main/java/org/apache/dolphinscheduler/server/worker/utils/TaskExecutionCheckerUtils.java
@@ -27,8 +27,8 @@ import org.apache.dolphinscheduler.server.worker.config.WorkerConfig;
 import org.apache.dolphinscheduler.server.worker.metrics.WorkerServerMetrics;
 import org.apache.dolphinscheduler.service.storage.StorageOperate;
 
-import org.apache.commons.collections.CollectionUtils;
-import org.apache.commons.collections.MapUtils;
+import org.apache.commons.collections4.CollectionUtils;
+import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.SystemUtils;
 import org.apache.commons.lang3.tuple.Pair;
 
diff --git a/tools/dependencies/known-dependencies.txt b/tools/dependencies/known-dependencies.txt
index ea74729853..b30d1189b8 100644
--- a/tools/dependencies/known-dependencies.txt
+++ b/tools/dependencies/known-dependencies.txt
@@ -43,7 +43,7 @@ commons-beanutils-1.9.4.jar
 commons-cli-1.2.jar
 commons-codec-1.11.jar
 commons-collections-3.2.2.jar
-commons-collections4-4.1.jar
+commons-collections4-4.3.jar
 commons-compiler-3.1.7.jar
 commons-compress-1.21.jar
 commons-configuration2-2.1.1.jar