diff --git a/api/app_factory.py b/api/app_factory.py
index f9815eabd4..8b081446fe 100644
--- a/api/app_factory.py
+++ b/api/app_factory.py
@@ -38,7 +38,6 @@ def create_app() -> DifyApp:
 
 def initialize_extensions(app: DifyApp):
     from extensions import (
-        ext_ldap,
         ext_app_metrics,
         ext_blueprints,
         ext_celery,
@@ -48,6 +47,7 @@ def initialize_extensions(app: DifyApp):
         ext_database,
         ext_hosting_provider,
         ext_import_modules,
+        ext_ldap,
         ext_logging,
         ext_login,
         ext_mail,
diff --git a/api/configs/app_config.py b/api/configs/app_config.py
index 52eb441d9a..028053086b 100644
--- a/api/configs/app_config.py
+++ b/api/configs/app_config.py
@@ -5,10 +5,10 @@ from pydantic.fields import FieldInfo
 from pydantic_settings import BaseSettings, PydanticBaseSettingsSource, SettingsConfigDict
 
 from .deploy import DeploymentConfig
-from .ldap import AuthenticationConfig
 from .enterprise import EnterpriseFeatureConfig
 from .extra import ExtraServiceConfig
 from .feature import FeatureConfig
+from .ldap import AuthenticationConfig
 from .middleware import MiddlewareConfig
 from .packaging import PackagingInfo
 from .remote_settings_sources import RemoteSettingsSource, RemoteSettingsSourceConfig, RemoteSettingsSourceName
diff --git a/api/configs/ldap/__init__.py b/api/configs/ldap/__init__.py
index 48b4155560..e74fdf5f95 100644
--- a/api/configs/ldap/__init__.py
+++ b/api/configs/ldap/__init__.py
@@ -1,4 +1,3 @@
-# -*- coding: utf-8 -*-
 """
 @File    : __init__.py.py 
 @Time    : 2025/3/6 {TIME}
@@ -8,6 +7,7 @@
 from pydantic import Field
 from pydantic_settings import BaseSettings
 
+
 class AuthenticationConfig(BaseSettings):
     """LDAP authentication related configuration"""
     # LDAP Authentication
diff --git a/api/extensions/ext_ldap.py b/api/extensions/ext_ldap.py
index 29fc9fb1f9..ef380de57c 100644
--- a/api/extensions/ext_ldap.py
+++ b/api/extensions/ext_ldap.py
@@ -1,17 +1,19 @@
-# -*- coding: utf-8 -*-
 """
 @File    : ext_ldap.py 
 @Time    : 2025/3/5 {TIME}
 @Author  : xxlaila
 @Software: dify
 """
-from flask_ldap3_login import LDAP3LoginManager
-from configs import dify_config
-from dify_app import DifyApp
 import json
 import logging
 from queue import Queue
-from ldap3 import Server, Connection, ALL
+
+from flask_ldap3_login import LDAP3LoginManager
+from ldap3 import ALL, Connection, Server
+
+from configs import dify_config
+from dify_app import DifyApp
+
 
 def is_enabled():
     return getattr(dify_config, 'LDAP_ENABLED', False)
@@ -54,7 +56,7 @@ def get_ldap_connection():
                     return new_conn
                 raise Exception("LDAP connection reconstruction failed")
         except Exception as e:
-            logging.error(f"LDAP connection recovery failed: {str(e)}")
+            logging.exception(f"LDAP connection recovery failed: {e}")
             raise
     return conn
 
@@ -67,7 +69,7 @@ def release_ldap_connection(conn):
         conn.open()  # Reopen connection without binding
         LDAP_POOL.put(conn)
     except Exception as e:
-        logging.error(f"Failed to recycle LDAP connection: {str(e)}")
+        logging.exception(f"Failed to recycle LDAP connection: {str(e)}")
         conn.unbind()
 
 def init_app(app: DifyApp):
diff --git a/api/services/account_service.py b/api/services/account_service.py
index 5e747cd6ea..a548335de6 100644
--- a/api/services/account_service.py
+++ b/api/services/account_service.py
@@ -8,6 +8,8 @@ from datetime import UTC, datetime, timedelta
 from hashlib import sha256
 from typing import Any, Optional, cast
 
+from flask import current_app as app
+from ldap3 import Connection, Server
 from pydantic import BaseModel
 from sqlalchemy import func
 from sqlalchemy.orm import Session
@@ -17,6 +19,7 @@ from configs import dify_config
 from constants.languages import language_timezone_mapping, languages
 from events.tenant_event import tenant_was_created
 from extensions.ext_database import db
+from extensions.ext_ldap import get_ldap_connection, release_ldap_connection
 from extensions.ext_redis import redis_client
 from libs.helper import RateLimiter, TokenManager
 from libs.passport import PassportService
@@ -57,10 +60,7 @@ from tasks.mail_account_deletion_task import send_account_deletion_verification_
 from tasks.mail_email_code_login import send_email_code_login_mail_task
 from tasks.mail_invite_member_task import send_invite_member_mail_task
 from tasks.mail_reset_password_task import send_reset_password_mail_task
-from extensions.ext_ldap import get_ldap_connection, release_ldap_connection
-from ldap3 import Server, Connection, ALL
 
-from flask import current_app as app
 
 class TokenPair(BaseModel):
     access_token: str
@@ -217,7 +217,7 @@ class AccountService:
                     finally:
                         release_ldap_connection(conn)
         except Exception as e:
-            logging.error(f"LDAP authentication error: {str(e)}")
+            logging.exception(f"LDAP authentication error: {str(e)}")
 
         # Perform local authentication only if LDAP authentication explicitly fails
         if not is_ldap_success:
@@ -303,7 +303,7 @@ class AccountService:
 
         except Exception as e:
             db.session.rollback()  # Transaction rollback to prevent database pollution
-            logging.error(f"Failed to create LDAP user or add to tenant: {str(e)}")
+            logging.exception(f"Failed to create LDAP user or add to tenant: {str(e)}")
             raise AccountRegisterError("Failed to create LDAP user.")
 
     @staticmethod