diff --git a/packages/console/src/pages/CustomizeJwt/CustomizerItem/index.tsx b/packages/console/src/pages/CustomizeJwt/CustomizerItem/index.tsx
index e566dec0e369..b2f0f15f7133 100644
--- a/packages/console/src/pages/CustomizeJwt/CustomizerItem/index.tsx
+++ b/packages/console/src/pages/CustomizeJwt/CustomizerItem/index.tsx
@@ -1,7 +1,6 @@
 import { LogtoJwtTokenPath } from '@logto/schemas';
 import { useCallback } from 'react';
 import { useTranslation } from 'react-i18next';
-import { useSWRConfig } from 'swr';
 
 import DeletIcon from '@/assets/icons/delete.svg';
 import EditIcon from '@/assets/icons/edit.svg';
@@ -11,6 +10,8 @@ import { useConfirmModal } from '@/hooks/use-confirm-modal';
 import useTenantPathname from '@/hooks/use-tenant-pathname';
 import { getApiPath, getPagePath } from '@/pages/CustomizeJwt/utils/path';
 
+import useJwtCustomizer from '../use-jwt-customizer';
+
 import * as styles from './index.module.scss';
 
 type Props = {
@@ -23,7 +24,7 @@ function CustomizerItem({ tokenType }: Props) {
   const editLink = getPagePath(tokenType, 'edit');
   const { navigate } = useTenantPathname();
   const { show } = useConfirmModal();
-  const { mutate } = useSWRConfig();
+  const { mutate } = useJwtCustomizer();
 
   const api = useApi();
 
@@ -36,7 +37,7 @@ function CustomizerItem({ tokenType }: Props) {
 
     if (confirm) {
       await api.delete(apiLink);
-      await mutate(apiLink, undefined);
+      await mutate();
     }
   }, [api, apiLink, mutate, show, t]);
 
diff --git a/packages/console/src/pages/CustomizeJwt/use-jwt-customizer.ts b/packages/console/src/pages/CustomizeJwt/use-jwt-customizer.ts
index 31a7ba4ee9a7..d3d0f2b1893e 100644
--- a/packages/console/src/pages/CustomizeJwt/use-jwt-customizer.ts
+++ b/packages/console/src/pages/CustomizeJwt/use-jwt-customizer.ts
@@ -1,57 +1,40 @@
-import {
-  LogtoJwtTokenPath,
-  type AccessTokenJwtCustomizer,
-  type ClientCredentialsJwtCustomizer,
-} from '@logto/schemas';
+import { LogtoJwtTokenKey, type JwtCustomizerConfigs } from '@logto/schemas';
 import { type ResponseError } from '@withtyped/client';
 import { useMemo } from 'react';
 import useSWR from 'swr';
 
 import useApi from '@/hooks/use-api';
 import useSwrFetcher from '@/hooks/use-swr-fetcher';
-import { shouldRetryOnError } from '@/utils/request';
 
 import { getApiPath } from './utils/path';
 
 function useJwtCustomizer() {
   const fetchApi = useApi({ hideErrorToast: true });
-  const accessTokenFetcher = useSwrFetcher<AccessTokenJwtCustomizer>(fetchApi);
-  const clientCredentialsFetcher = useSwrFetcher<ClientCredentialsJwtCustomizer>(fetchApi);
 
+  const fetcher = useSwrFetcher<JwtCustomizerConfigs[]>(fetchApi);
   const {
-    data: accessTokenJwtCustomizer,
-    isLoading: isAccessTokenJwtDataLoading,
-    error: accessTokenError,
-  } = useSWR<AccessTokenJwtCustomizer, ResponseError>(getApiPath(LogtoJwtTokenPath.AccessToken), {
-    fetcher: accessTokenFetcher,
-    shouldRetryOnError: shouldRetryOnError({ ignore: [404] }),
+    data,
+    isLoading: isDataLoading,
+    error,
+    mutate,
+  } = useSWR<JwtCustomizerConfigs[], ResponseError>(getApiPath(), {
+    fetcher,
   });
+  const isLoading = isDataLoading && !error;
 
-  const {
-    data: clientCredentialsJwtCustomizer,
-    isLoading: isClientCredentialsJwtDataLoading,
-    error: clientCredentialsError,
-  } = useSWR<ClientCredentialsJwtCustomizer, ResponseError>(
-    getApiPath(LogtoJwtTokenPath.ClientCredentials),
-    {
-      fetcher: clientCredentialsFetcher,
-      shouldRetryOnError: shouldRetryOnError({ ignore: [404] }),
-    }
-  );
-
-  // Show global loading status only if any of the fetchers are loading and no errors are present
-  const isLoading =
-    (isAccessTokenJwtDataLoading && !accessTokenError) ||
-    (isClientCredentialsJwtDataLoading && !clientCredentialsError);
+  return useMemo(() => {
+    const { value: accessTokenJwtCustomizer } =
+      data?.find(({ key }) => key === LogtoJwtTokenKey.AccessToken) ?? {};
+    const { value: clientCredentialsJwtCustomizer } =
+      data?.find(({ key }) => key === LogtoJwtTokenKey.ClientCredentials) ?? {};
 
-  return useMemo(
-    () => ({
+    return {
       accessTokenJwtCustomizer,
       clientCredentialsJwtCustomizer,
       isLoading,
-    }),
-    [accessTokenJwtCustomizer, clientCredentialsJwtCustomizer, isLoading]
-  );
+      mutate,
+    };
+  }, [data, isLoading, mutate]);
 }
 
 export default useJwtCustomizer;
diff --git a/packages/console/src/pages/CustomizeJwt/utils/path.ts b/packages/console/src/pages/CustomizeJwt/utils/path.ts
index eb8ae2974a18..0b398690b5bb 100644
--- a/packages/console/src/pages/CustomizeJwt/utils/path.ts
+++ b/packages/console/src/pages/CustomizeJwt/utils/path.ts
@@ -2,8 +2,13 @@ import { type LogtoJwtTokenPath } from '@logto/schemas';
 
 import { type Action } from './type';
 
-export const getApiPath = (tokenType: LogtoJwtTokenPath) =>
-  `api/configs/jwt-customizer/${tokenType}`;
+export const getApiPath = (tokenType?: LogtoJwtTokenPath) => {
+  if (!tokenType) {
+    return 'api/configs/jwt-customizer';
+  }
+
+  return `api/configs/jwt-customizer/${tokenType}`;
+};
 
 export const getPagePath = (tokenType?: LogtoJwtTokenPath, action?: Action) => {
   if (!tokenType) {
diff --git a/packages/console/src/pages/CustomizeJwtDetails/MainContent/index.tsx b/packages/console/src/pages/CustomizeJwtDetails/MainContent/index.tsx
index 27d5846491a0..05bc972a579b 100644
--- a/packages/console/src/pages/CustomizeJwtDetails/MainContent/index.tsx
+++ b/packages/console/src/pages/CustomizeJwtDetails/MainContent/index.tsx
@@ -9,6 +9,7 @@ import UnsavedChangesAlertModal from '@/components/UnsavedChangesAlertModal';
 import useApi from '@/hooks/use-api';
 import { trySubmitSafe } from '@/utils/form';
 
+import useJwtCustomizer from '../../CustomizeJwt/use-jwt-customizer';
 import { type Action, type JwtCustomizer, type JwtCustomizerForm } from '../type';
 import { formatFormDataToRequestData, formatResponseDataToFormData } from '../utils/format';
 import { getApiPath } from '../utils/path';
@@ -34,6 +35,7 @@ function MainContent<T extends LogtoJwtTokenPath>({
 }: Props<T>) {
   const api = useApi();
   const navigate = useNavigate();
+  const { mutate: mutateJwtCustomizers } = useJwtCustomizer();
 
   const methods = useForm<JwtCustomizerForm>({
     defaultValues: formatResponseDataToFormData(token, data),
@@ -66,6 +68,8 @@ function MainContent<T extends LogtoJwtTokenPath>({
        * is not expected.
        */
       if (action === 'create') {
+        // Refresh the JWT customizers list to reflect the latest changes.
+        await mutateJwtCustomizers();
         navigate(-1);
       }
     })