Animated data flow diagrams for GitLab usage billing systems
End-to-end flow: IDE/GitLab → AIGW → CDot enforcement → DIP → ClickHouse raw → Enrichment (6hr lookback) → Consumption (12hr lookback) → Wallet deduction. Shows the stagger gap between real-time enforcement and delayed wallet updates.
LiveWhy group/project caps are hard with today's architecture. Shows CDot vs GitLab ownership boundaries, the direct_access bypass, split-brain problems, and what's feasible for the API-first iteration.
Live