Flagship course

Analytics Stewardship Studio

A practical program for teams who need Data Governance for App Analytics to survive the next release, the next hire, and the next audit question.

Team collaborating around colorful planning notes

What you will walk out with

  • A living event dictionary template with ownership and deprecation fields.
  • Retention schedules tied to product surfaces — not generic “user data” buckets.
  • Consent-to-collection wiring notes for common mobile and web SDK patterns.
  • A one-page lineage sketch your next teammate can extend without a meeting.

Modules

  1. 1 · Signal inventory without the spreadsheet spiral Catalog events by product job-to-be-done, then prune vanity taps that never inform a decision.
  2. 2 · Naming, versioning, and retirement Agree on verbs, objects, and property stability so SDKs stop drifting every sprint.
  3. 3 · Retention as a product promise Draft windows, deletion triggers, and exception paths that legal and warehouse teams both accept.
  4. 4 · Consent signals that actually gate Map CMP outputs into collectors; rehearse what happens when a user revokes mid-session.
  5. 5 · Lineage from tap to tile Sketch sources, transforms, and dashboard owners — including dark paths through reverse ETL.
  6. 6 · Governance ops rehearsal Run a mock incident: broken schema, over-retention request, and a vendor add-on that wants raw IDs.

Reviews from this desk

“The lineage sketch in module five replaced three conflicting Confluence pages. Our BI contractor could onboard without pinging me hourly.”

— Nadia R., analytics manager

“I wanted deeper warehouse-specific SQL for deletion jobs. The Studio stays intentionally tool-agnostic, so we still had to adapt examples to BigQuery ourselves — fair, but plan for that afternoon.”

— Platform-style review · ★★★★☆

FAQ

Who should attend together?

Ideal seats mix one product analyst, one engineer who owns an SDK, and one privacy or legal partner. Solo attendees succeed, but paired seats finish governance drafts faster.

Does this replace a privacy impact assessment?

No. We teach how analytics artifacts feed those assessments. Your counsel still owns formal DPIA/PDPA outputs.

What is a real limitation of this course?

We do not provide production deletion scripts for every warehouse. You will leave with patterns and a rehearsal, not a copy-paste job that matches your exact stack.

Is there a certificate?

Yes — a Stream Benchhub completion note for the Stewardship Studio. It documents modules finished, not a regulated license.