diff --git a/api/app_factory.py b/api/app_factory.py
index 8d9efe60ca..ebd5a78039 100644
--- a/api/app_factory.py
+++ b/api/app_factory.py
@@ -10,7 +10,7 @@ from contexts.wrapper import RecyclableContextVar
 from controllers.console.error import UnauthorizedAndForceLogout
 from core.logging.context import init_request_context
 from dify_app import DifyApp
-from services.feature_service import FeatureService, LicenseStatus
+from services.enterprise.enterprise_service import EnterpriseService
 
 logger = logging.getLogger(__name__)
 
@@ -50,18 +50,13 @@ def create_flask_app_with_configs() -> DifyApp:
 
                 if not is_exempt:
                     try:
-                        # Check license status
-                        system_features = FeatureService.get_system_features(is_authenticated=True)
-                        if system_features.license.status in [
-                            LicenseStatus.INACTIVE,
-                            LicenseStatus.EXPIRED,
-                            LicenseStatus.LOST,
-                        ]:
+                        # Check license status with caching (10 min TTL)
+                        license_status = EnterpriseService.get_cached_license_status()
+                        if license_status in ["inactive", "expired", "lost"]:
                             # Raise UnauthorizedAndForceLogout to trigger frontend reload and logout
                             # Frontend checks code === 'unauthorized_and_force_logout' and calls location.reload()
                             raise UnauthorizedAndForceLogout(
-                                f"Enterprise license is {system_features.license.status.value}. "
-                                "Please contact your administrator."
+                                f"Enterprise license is {license_status}. Please contact your administrator."
                             )
                     except UnauthorizedAndForceLogout:
                         # Re-raise to let Flask error handler convert to proper JSON response
diff --git a/api/services/enterprise/enterprise_service.py b/api/services/enterprise/enterprise_service.py
index 7a6ebf7c3f..c2d89283a6 100644
--- a/api/services/enterprise/enterprise_service.py
+++ b/api/services/enterprise/enterprise_service.py
@@ -5,12 +5,16 @@ from datetime import datetime
 from pydantic import BaseModel, ConfigDict, Field, model_validator
 
 from configs import dify_config
+from extensions.ext_redis import redis_client
 from services.enterprise.base import EnterpriseRequest
 
 logger = logging.getLogger(__name__)
 
 DEFAULT_WORKSPACE_JOIN_TIMEOUT_SECONDS = 1.0
 ALLOWED_ACCESS_MODES = ["public", "private", "private_all", "sso_verified"]
+# License status cache configuration
+LICENSE_STATUS_CACHE_KEY = "enterprise:license:status"
+LICENSE_STATUS_CACHE_TTL = 600  # 10 minutes
 
 
 class WebAppSettings(BaseModel):
@@ -224,3 +228,45 @@ class EnterpriseService:
 
             params = {"appId": app_id}
             EnterpriseRequest.send_request("DELETE", "/webapp/clean", params=params)
+
+    @classmethod
+    def get_cached_license_status(cls):
+        """
+        Get enterprise license status with Redis caching to reduce HTTP calls.
+
+        Only caches valid statuses (active/expiring) since invalid statuses
+        should be re-checked every request — the admin may update the license
+        at any time.
+
+        Returns license status string or None if unavailable.
+        """
+        if not dify_config.ENTERPRISE_ENABLED:
+            return None
+
+        # Try cache first — only valid statuses are cached
+        try:
+            cached_status = redis_client.get(LICENSE_STATUS_CACHE_KEY)
+            if cached_status:
+                if isinstance(cached_status, bytes):
+                    cached_status = cached_status.decode("utf-8")
+                return cached_status
+        except Exception:
+            logger.debug("Failed to get license status from cache, calling enterprise API")
+
+        # Cache miss or failure — call enterprise API
+        try:
+            info = cls.get_info()
+            license_info = info.get("License")
+            if license_info:
+                status = license_info.get("status", "inactive")
+                # Only cache valid statuses so license updates are picked up immediately
+                if status in ("active", "expiring"):
+                    try:
+                        redis_client.setex(LICENSE_STATUS_CACHE_KEY, LICENSE_STATUS_CACHE_TTL, status)
+                    except Exception:
+                        logger.debug("Failed to cache license status")
+                return status
+        except Exception:
+            logger.exception("Failed to get enterprise license status")
+
+        return None
\ No newline at end of file