refactor: refactor workflow context (#30607)

api/app_factory.py

@@ -71,6 +71,8 @@ def create_app() -> DifyApp:
 
 
 def initialize_extensions(app: DifyApp):
+    # Initialize Flask context capture for workflow execution
+    from context.flask_app_context import init_flask_context
     from extensions import (
         ext_app_metrics,
         ext_blueprints,
@@ -100,6 +102,8 @@ def initialize_extensions(app: DifyApp):
         ext_warnings,
     )
 
+    init_flask_context()
+
     extensions = [
         ext_timezone,
         ext_logging,