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That thing where your analytics events actually make sense

Original: Building Scalable Product Analytics: A Framework for Custom Event Taxonomy & Governance

May 25, 2025
4 min read
Framework
Advanced
Building Scalable Product Analytics: A Framework for Custom Event Taxonomy & Governance

Summary

Margub Alam presents a framework combining taxonomy structure and governance processes.

Who This Is For

Product Analysts
Analytics Engineers
Product Managers

Key Takeaways

  • Build a hierarchical event structure using verb-noun naming conventions and standardized properties
  • Establish clear ownership models with product, technical, and documentation stewards for each event
  • Implement automated schema validation to catch malformed events before they pollute your data
  • Create version-controlled tracking plans as your single source of truth for all event definitions
  • Set up data quality SLAs to maintain trust and reliability across your analytics organization

Tools & Technologies

Segment Protocols Amplitude Taxonomy Snowflake dbt Looker Mixpanel Custom schema validators

Topics Covered

taxonomy governance data-structure scalability