You are building the analytics warehouse for a SaaS subscription business. Reporting wants MRR, active subscriptions, and churn by plan, segment, and month — so this is a star schema, and the decision that determines whether the numbers are correct is the grain of the fact table.

out of scopeReal-time dashboards · event logs · DQ framework · cost attribution