Monitoring And Observability For Deployed Models

via “model monitoring with drift and skew detection for production models”

Google Cloud ML platform — Gemini, Model Garden, RAG Engine, Agent Builder, AutoML, monitoring.

Unique: Integrated model monitoring service that combines data drift and prediction skew detection with BigQuery-based historical analysis and Cloud Monitoring alerting. Provides statistical anomaly detection without requiring custom monitoring code, and integrates with Vertex AI Endpoints for automatic prediction logging.

vs others: More integrated with Google Cloud infrastructure (BigQuery, Cloud Monitoring) than standalone monitoring tools like Evidently or WhyLabs, and includes prediction skew detection (not just data drift) which is critical for model performance