diff --git a/backend-java/src/main/java/com/nanri/aiimage/modules/admin/service/AdminUserService.java b/backend-java/src/main/java/com/nanri/aiimage/modules/admin/service/AdminUserService.java
index f1035184..8a103e5d 100644
--- a/backend-java/src/main/java/com/nanri/aiimage/modules/admin/service/AdminUserService.java
+++ b/backend-java/src/main/java/com/nanri/aiimage/modules/admin/service/AdminUserService.java
@@ -15,7 +15,9 @@ import com.nanri.aiimage.modules.permission.mapper.AdminUserMapper;
 import com.nanri.aiimage.modules.permission.model.dto.UserColumnPermissionUpdateRequest;
 import com.nanri.aiimage.modules.permission.model.entity.AdminUserEntity;
 import com.nanri.aiimage.modules.permission.service.PermissionMenuService;
+import com.nanri.aiimage.modules.usersecret.service.UserApiSecretService;
 import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.dao.DuplicateKeyException;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
@@ -32,6 +34,7 @@ import java.util.stream.Collectors;
 
 @Service
 @RequiredArgsConstructor
+@Slf4j
 public class AdminUserService {
 
     private static final DateTimeFormatter CREATED_AT_FORMATTER = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm");
@@ -40,6 +43,7 @@ public class AdminUserService {
     private final WerkzeugPasswordEncoder passwordEncoder;
     private final AdminAuthSupport adminAuthSupport;
     private final PermissionMenuService permissionMenuService;
+    private final UserApiSecretService userApiSecretService;
 
     public AdminUserListVo listUsers(AdminUserEntity currentUser, Integer page, Integer pageSize,
                                      String username, Long createdById, String roleFilter) {
@@ -271,6 +275,8 @@ public class AdminUserService {
                 operator, userId, permissionRequest, menuType, false);
     }
 
+    /** 删除用户并级联清理其服务端密钥；不清理会留下无主密钥行（biz_user_api_secret 按 uid 绑定，无外键）。 */
+    @Transactional
     public void deleteUser(AdminUserEntity currentUser, Long uid) {
         String role = adminAuthSupport.currentRole(currentUser);
         if (role == null) {
@@ -297,6 +303,8 @@ public class AdminUserService {
         if (affected == 0) {
             throw new BusinessException("用户不存在");
         }
+        int secretRows = userApiSecretService.adminClearByUser(uid);
+        log.info("[admin-user] 用户已删除 uid={} 级联清理密钥行={}", uid, secretRows);
     }
 
     private Map<Long, String> loadCreatorMap(List<AdminUserEntity> rows) {
diff --git a/backend-java/src/test/java/com/nanri/aiimage/modules/admin/service/AdminUserServiceTest.java b/backend-java/src/test/java/com/nanri/aiimage/modules/admin/service/AdminUserServiceTest.java
index 02274e5b..8a177399 100644
--- a/backend-java/src/test/java/com/nanri/aiimage/modules/admin/service/AdminUserServiceTest.java
+++ b/backend-java/src/test/java/com/nanri/aiimage/modules/admin/service/AdminUserServiceTest.java
@@ -1,5 +1,6 @@
 package com.nanri.aiimage.modules.admin.service;
 
+import com.nanri.aiimage.common.exception.BusinessException;
 import com.nanri.aiimage.modules.admin.model.dto.AdminUserCreateRequest;
 import com.nanri.aiimage.modules.admin.model.dto.AdminUserUpdateRequest;
 import com.nanri.aiimage.modules.admin.support.AdminAuthSupport;
@@ -8,6 +9,7 @@ import com.nanri.aiimage.modules.permission.mapper.AdminUserMapper;
 import com.nanri.aiimage.modules.permission.model.dto.UserColumnPermissionUpdateRequest;
 import com.nanri.aiimage.modules.permission.model.entity.AdminUserEntity;
 import com.nanri.aiimage.modules.permission.service.PermissionMenuService;
+import com.nanri.aiimage.modules.usersecret.service.UserApiSecretService;
 import org.junit.jupiter.api.Test;
 import org.mockito.ArgumentCaptor;
 import org.springframework.transaction.annotation.Transactional;
@@ -16,6 +18,7 @@ import java.util.List;
 import java.util.Map;
 
 import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
 import static org.mockito.ArgumentMatchers.any;
 import static org.mockito.ArgumentMatchers.eq;
 import static org.mockito.Mockito.mock;
@@ -32,8 +35,9 @@ class AdminUserServiceTest {
         WerkzeugPasswordEncoder passwordEncoder = mock(WerkzeugPasswordEncoder.class);
         AdminAuthSupport authSupport = mock(AdminAuthSupport.class);
         PermissionMenuService permissionService = mock(PermissionMenuService.class);
+        UserApiSecretService userApiSecretService = mock(UserApiSecretService.class);
         AdminUserService service = new AdminUserService(
-                userMapper, passwordEncoder, authSupport, permissionService);
+                userMapper, passwordEncoder, authSupport, permissionService, userApiSecretService);
         AdminUserEntity operator = user(10L, "admin", 1, null);
         AdminUserCreateRequest request = new AdminUserCreateRequest();
         request.setUsername("created-user");
@@ -77,8 +81,9 @@ class AdminUserServiceTest {
         WerkzeugPasswordEncoder passwordEncoder = mock(WerkzeugPasswordEncoder.class);
         AdminAuthSupport authSupport = mock(AdminAuthSupport.class);
         PermissionMenuService permissionService = mock(PermissionMenuService.class);
+        UserApiSecretService userApiSecretService = mock(UserApiSecretService.class);
         AdminUserService service = new AdminUserService(
-                userMapper, passwordEncoder, authSupport, permissionService);
+                userMapper, passwordEncoder, authSupport, permissionService, userApiSecretService);
         AdminUserEntity operator = user(10L, "admin", 1, null);
         AdminUserEntity target = user(20L, "normal", 0, 10L);
         AdminUserUpdateRequest request = new AdminUserUpdateRequest();
@@ -110,6 +115,55 @@ class AdminUserServiceTest {
                 .isAnnotationPresent(Transactional.class)).isTrue();
     }
 
+    @Test
+    void deleteUserCascadesUserApiSecretsInSameTransactionalMethod() throws Exception {
+        AdminUserMapper userMapper = mock(AdminUserMapper.class);
+        WerkzeugPasswordEncoder passwordEncoder = mock(WerkzeugPasswordEncoder.class);
+        AdminAuthSupport authSupport = mock(AdminAuthSupport.class);
+        PermissionMenuService permissionService = mock(PermissionMenuService.class);
+        UserApiSecretService userApiSecretService = mock(UserApiSecretService.class);
+        AdminUserService service = new AdminUserService(
+                userMapper, passwordEncoder, authSupport, permissionService, userApiSecretService);
+        AdminUserEntity operator = user(10L, "admin", 1, null);
+        AdminUserEntity target = user(20L, "normal", 0, 10L);
+
+        when(authSupport.currentRole(operator)).thenReturn("admin");
+        when(permissionService.hasAnyAdminMenu(eq(operator), any())).thenReturn(true);
+        when(userMapper.selectById(20L)).thenReturn(target);
+        when(userMapper.deleteById(20L)).thenReturn(1);
+        when(userApiSecretService.adminClearByUser(20L)).thenReturn(3);
+
+        service.deleteUser(operator, 20L);
+
+        verify(userMapper).deleteById(20L);
+        verify(userApiSecretService).adminClearByUser(20L);
+        assertThat(AdminUserService.class
+                .getMethod("deleteUser", AdminUserEntity.class, Long.class)
+                .isAnnotationPresent(Transactional.class)).isTrue();
+    }
+
+    @Test
+    void deleteUserSkipsSecretCleanupWhenUserRowMissing() {
+        AdminUserMapper userMapper = mock(AdminUserMapper.class);
+        WerkzeugPasswordEncoder passwordEncoder = mock(WerkzeugPasswordEncoder.class);
+        AdminAuthSupport authSupport = mock(AdminAuthSupport.class);
+        PermissionMenuService permissionService = mock(PermissionMenuService.class);
+        UserApiSecretService userApiSecretService = mock(UserApiSecretService.class);
+        AdminUserService service = new AdminUserService(
+                userMapper, passwordEncoder, authSupport, permissionService, userApiSecretService);
+        AdminUserEntity operator = user(10L, "admin", 1, null);
+        AdminUserEntity target = user(20L, "normal", 0, 10L);
+
+        when(authSupport.currentRole(operator)).thenReturn("admin");
+        when(permissionService.hasAnyAdminMenu(eq(operator), any())).thenReturn(true);
+        when(userMapper.selectById(20L)).thenReturn(target);
+        when(userMapper.deleteById(20L)).thenReturn(0);
+
+        assertThatThrownBy(() -> service.deleteUser(operator, 20L))
+                .isInstanceOf(BusinessException.class);
+        verify(userApiSecretService, never()).adminClearByUser(any());
+    }
+
     private AdminUserEntity user(Long id, String role, int isAdmin, Long createdById) {
         AdminUserEntity user = new AdminUserEntity();
         user.setId(id);