Your Data Already Knows. Nobody Can Ask It.
Pipelines, warehouses, and dashboards that turn scattered exports and gut-feel meetings into one queryable source of truth — with ML-ready foundations when you're ready for that step.
From Raw Events to Answered Questions
Every analytics stack is these four stages — the difference is whether they're engineered or improvised.
Ingest
Connectors pull from your apps, databases, and third-party tools on schedule — no more CSV exports as a business process.
Store
A warehouse structured for questions, not just storage — with history kept, so trends exist beyond last month.
Transform
Version-controlled models turn raw tables into business definitions everyone agrees on — one revenue number, finally.
Serve
Dashboards for humans, APIs for systems, clean features for models — the same truth, consumed three ways.
ML-Ready When You Are
Data Services, End to End
Take one piece or the whole path — each stands alone, all fit together.
Data Pipelines & Integration
Scheduled, monitored pipelines from your operational systems into the warehouse — with alerting when a source breaks, before the Monday report does.
Warehousing & Modeling
PostgreSQL, ClickHouse, or cloud-warehouse builds with version-controlled transformation layers — business logic in code review, not in someone's head.
BI & Dashboards
Metabase and Grafana dashboards answering the questions your team actually repeats — self-service after handover, not vendor-locked.
ML Foundations
Clean, documented, historically consistent data — the unglamorous 80% of every machine-learning project, done before the model conversation starts.
Every Company Has a Spreadsheet Named final_v3_REAL
Numbers assembled by hand every Monday, three versions of revenue depending on who you ask, and a dashboard tool someone bought that nobody opens. The fix isn't more tools — it's one pipeline, one warehouse, one definition of true.
Metrics Become Code
Revenue is defined once, reviewed like code, and every dashboard inherits it.
History Stops Vanishing
Snapshots and slowly-changing dimensions mean last year is still queryable next year.
Broken Sources Announce Themselves
Pipeline monitoring alerts on missing data before executives present it.
Your Team Can Drive It
Built on open tools, documented, handed over — no analytics hostage situation.
1
Source of Truth
0
Monday-Morning CSV Rituals
Versioned
Every Metric Definition