Every SaaS platform eventually reaches the same inflection point. Product features, user behavior, operational metrics, and machine learning workloads outgrow ad-hoc data flows. What once worked with cron jobs and CSV exports becomes a bottleneck that slows delivery, blocks insights, and limits AI adoption.

Modern SaaS companies run on data...