Analytics engineering toolkit

Metric Contract Studio

Business teams argue about revenue, conversion, and churn because nobody owns a single definition. This studio turns metrics into contracts — validated, scored, and exportable.

One definition

Turn ambiguous KPIs into contracts with formula, grain, owner, and limits.

Explainable maturity

Score every metric from 0–100 and show exactly which points were earned or lost.

Ship documentation

Export Markdown, SQL templates, and quality checklists for wiki or PR review.

Why metrics break

Dashboards disagree when grain, filters, and ownership are tribal knowledge. A metric contract makes the definition reviewable — before the board meeting, not during it.

  • • Missing owner and refresh cadence
  • • Ratio metrics without numerator/denominator
  • • No validation rules or misuse examples
  • • SQL copied from Slack with no source of truth

Portfolio signal

Governance as a product

Built to demonstrate analytics engineering judgment, not just UI scaffolding.

Read the methodology →