- Clean, reliable pipelines from any source — payment processors, ad platforms, CRMs, spreadsheets, APIs — into one warehouse

- Data-quality rules: deduplication and validation, so the same customer or transaction never gets counted twice

- API and webhook integrations, so every tool you use reads from the same source of truth

- A KPI framework that defines the metrics that actually decide your business — once, correctly

- Dashboards your team runs daily, not reports nobody opens

- Automated reporting — the weekly pull that used to eat a morning, ready before you sit down

- Unified revenue and growth metrics (MRR, churn, CAC, NDR) across every processor and platform, in one currency

- Automated alerts that flag a problem the day it happens, not in next month's report

- Ask-your-data tools — plain-English questions, answered from your own numbers

- Workflow automation that removes the manual steps between data and decision

- Full documentation, architecture diagrams, and a handover session — you own what's built, you're not renting access to me

- Subscription and SaaS businesses running multiple payment processors

- Growing operations that have outgrown spreadsheets but haven't outgrown manual work

- Teams who've built dashboards but don't fully trust the numbers inside them