diff --git a/api/events/event_handlers/update_provider_last_used_at_when_message_created.py b/api/events/event_handlers/update_provider_last_used_at_when_message_created.py
index 59412cf87c..147943c46d 100644
--- a/api/events/event_handlers/update_provider_last_used_at_when_message_created.py
+++ b/api/events/event_handlers/update_provider_last_used_at_when_message_created.py
@@ -1,10 +1,35 @@
 from datetime import UTC, datetime
 
+from sqlalchemy.orm import Session
+
 from core.app.entities.app_invoke_entities import AgentChatAppGenerateEntity, ChatAppGenerateEntity
 from events.message_event import message_was_created
 from extensions.ext_database import db
 from models.provider import Provider
 
+last_used_cache = {}
+last_flush_cache_time = datetime.now(UTC).replace(tzinfo=None)
+
+
+def try_flush_cache_to_db():
+    global last_flush_cache_time
+    if not last_used_cache:
+        return
+    now = datetime.now(UTC).replace(tzinfo=None)
+    if (now - last_flush_cache_time).total_seconds() < 5:
+        return
+    last_flush_cache_time = now
+
+    with Session(db.engine) as session:
+        updates = [
+            {"tenant_id": tenant_id, "provider_name": provider_name, "last_used": last_used}
+            for (tenant_id, provider_name), last_used in last_used_cache.items()
+        ]
+        session.bulk_update_mappings(Provider, updates)
+        session.commit()
+
+    last_used_cache.clear()
+
 
 @message_was_created.connect
 def handle(sender, **kwargs):
@@ -13,8 +38,15 @@ def handle(sender, **kwargs):
     if not isinstance(application_generate_entity, ChatAppGenerateEntity | AgentChatAppGenerateEntity):
         return
 
-    db.session.query(Provider).filter(
-        Provider.tenant_id == application_generate_entity.app_config.tenant_id,
-        Provider.provider_name == application_generate_entity.model_conf.provider,
-    ).update({"last_used": datetime.now(UTC).replace(tzinfo=None)})
-    db.session.commit()
+    tenant_id = application_generate_entity.app_config.tenant_id
+    provider_name = application_generate_entity.model_conf.provider
+    current_time = datetime.now(UTC).replace(tzinfo=None)
+
+    if (tenant_id, provider_name) in last_used_cache:
+        last_used_cache[(tenant_id, provider_name)] = max(
+            last_used_cache[(tenant_id, provider_name)], current_time
+        )
+    else:
+        last_used_cache[(tenant_id, provider_name)] = current_time
+    
+    try_flush_cache_to_db()