EdTech
Internal reporting & exports
Leadership reports on demand · 14 hrs/week saved

The challenge
The CEO was waiting up to a week for custom reports from the data team — who were themselves pulling numbers manually from three separate systems. The ops lead estimated she spent 14+ hours per week just reformatting exports for board slides and investor updates. Two quarters in a row, the board deck included numbers that later turned out to be slightly off, eroding trust in internal data.
What we built
We built a self-serve internal reporting tool with a pipeline that syncs product, billing, and support data into a single warehouse nightly. Leadership can pull any report with saved filters and drill-downs. Finance gets scheduled exports automatically. The ops lead's Friday afternoon data-wrangling session is gone.
- Self-serve reports: signups, revenue, usage, and support KPIs by segment and time
- Scheduled exports and one-click data pulls for finance and ops
- Pipelines syncing product and billing data into the data warehouse
- Executive dashboards with drill-downs and saved filters
Results
- Leadership reports available on demand — was up to 1 week
- 14 hrs/week saved for the ops lead
- Board reporting prep time cut from 3 days to 4 hours
- Single source of truth across product, billing, and support — no more number discrepancies