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Making GA4 less painful with BigQuery (and why you probably need this)

Original: Using GA4 with BigQuery for Product Analytics

May 29, 2025
7 min read
Tutorial
Advanced
Using GA4 with BigQuery for Product Analytics

Summary

Explore how customer data platforms (CDPs) can be leveraged to build real-time, privacy-compliant data pipelines that stitch together user identities and events across digital touchpoints.

Who This Is For

Product Analysts
Analytics Engineers
Data Engineers

Key Takeaways

  • Learn how to export GA4 data to BigQuery using both batch and streaming methods to overcome GA4's interface limitations
  • Understand how to handle GA4's complex REPEATED data types in BigQuery and why they break traditional event modeling
  • Discover how to transform GA4's messy repeated event parameters into clean JSON columns for easier SQL querying
  • Set up a warehouse-native analytics solution that maintains the 'one event per row' concept for scalable data analysis

Tools & Technologies

Google Analytics 4 (GA4) BigQuery Looker Studio Mitzu.io SQL

Topics Covered

data-collection customer-data-platform data-pipelines identity-resolution privacy