Phase 1.2: Complete Historical Analysis Integration - Add insufficient data detection, seasonal patterns, and integrate in main dashboard

app/api/routes.py

@@ -44,11 +44,21 @@ async def get_cluster_status(
         pods = await k8s_client.get_all_pods()
         nodes_info = await k8s_client.get_nodes_info()
         
-        # Validate resources
+        # Validate resources with historical analysis
         all_validations = []
+        historical_service = HistoricalAnalysisService()
+        
         for pod in pods:
+            # Static validations
             pod_validations = validation_service.validate_pod_resources(pod)
             all_validations.extend(pod_validations)
+            
+            # Historical analysis (async)
+            try:
+                historical_validations = await validation_service.validate_pod_resources_with_historical_analysis(pod, "24h")
+                all_validations.extend(historical_validations)
+            except Exception as e:
+                logger.warning(f"Error in historical analysis for pod {pod.name}: {e}")
         
         # Get overcommit information
         overcommit_info = await prometheus_client.get_cluster_overcommit()