Case Study: Analytics Rollout

Context Link to this section #

A fictional analytics rollout across multiple teams.

Approach Link to this section #

• Start with a pilot on one team.
• Ship smallest useful slice: daily active events.
• Add dashboards for product, marketing, and ops.

Lessons Link to this section #

• Instrumentation must be boring and consistent.
• Sample and aggregate early to cut noise.
• Train teams with real questions, not features.

Outcome Link to this section #

Better visibility, faster triage, and clearer release criteria.