Google Analytics 4 as the measurement baseline
Google Analytics 4 (GA4) is the event-driven successor to Universal Analytics and the default web and app analytics platform for most mid-market and growth-stage enterprises. The event-based data model, cross-platform measurement (web plus app), and direct BigQuery export make GA4 the source of truth for most marketing and product analytics conversations in 2026.
How Thoughtwave integrates Google Analytics 4
Our GA4 engagements cover:
- Measurement Protocol for server-side event tracking where client-side JavaScript is limited or where event integrity matters.
- Google Tag Manager for tag deployment — GA4 plus the downstream marketing and measurement tools the client runs.
- BigQuery export for raw-data access — the enterprise path to custom analytics, AI-assisted insight generation, and integration with the client's data platform.
- Audience and conversion configuration tuned to the client's actual business outcomes rather than vendor defaults.
- Cross-domain and cross-device measurement for clients where the user journey spans multiple properties.
- Consent Mode for GDPR and emerging U.S. privacy-regulation compliance.
For clients where marketing analytics feeds AI workflows — content-generation decisions, audience segmentation, attribution modeling — GA4 plus BigQuery is the canonical source data layer.
Authentication and governance
GA4 property access runs through Google account permissions with role-based access. For enterprise deployments we align property access to the client's identity provider via Google Workspace. BigQuery export authenticates via service accounts scoped to the relevant datasets. Privacy and consent handling integrates with the client's consent management platform.
When GA4 is the right baseline
For most web-forward businesses, GA4 plus BigQuery export is the baseline measurement layer every other tool reads from. Specialized product analytics (Mixpanel, Amplitude, Heap) typically layer on top for deeper product-usage workflows; GA4 handles the web and marketing attribution baseline. Our engagements configure GA4 properly (most deployments run on vendor-default configurations that miss material analytic value) and layer AI-assisted insight generation on the BigQuery export.