Analytics

Google Analytics 4 vs PostHog

Google Analytics 4 (GA4) and PostHog are both analytics platforms, but they serve different analytical philosophies. GA4 is designed for marketing analytics, tracking acquisition channels, conversions, and user journeys across websites and apps. PostHog is a product analytics platform that combines event tracking, session recordings, feature flags, and experimentation in an open-source package. This comparison helps teams decide which platform fits their analytics and automation needs.

Feature Comparison

FeatureGoogle Analytics 4PostHog
Core focusMarketing and acquisition analytics. Channel attribution and conversion trackingProduct analytics. User behavior, retention, feature usage, and experimentation
PricingFree for up to 10 million events/mo. GA360 for enterprise needsFree tier with 1 million events/mo. Usage-based pricing above that
Self-hostingCloud-only, managed by GoogleOpen-source, self-hostable on your own infrastructure
Session recordingsNot availableBuilt-in session recordings with event timeline overlay
Feature flagsNot available (requires separate tool like Firebase Remote Config)Built-in feature flags with percentage rollouts and user targeting
Data exportBigQuery export (free linking). Limited raw data access otherwiseDirect SQL access to raw event data. API export. Warehouse sync to BigQuery, Snowflake, or Redshift
Webhook and automation supportNo native webhooks. Requires BigQuery export plus custom automationWebhook destinations for real-time event forwarding. API for data retrieval
PrivacyData processed by Google. Subject to Google's data policies. Cookie consent required in EUSelf-hosted option keeps data on your servers. Cookie-less tracking mode available

When to choose Google Analytics 4

GA4 is the right choice for marketing teams focused on acquisition, channel performance, and conversion optimization. Its attribution models, audience building for Google Ads, and cross-platform tracking (web and app) are purpose-built for understanding how users find and convert on your product. The free tier supporting up to 10 million events per month is generous for most businesses. For teams already in the Google ecosystem using Ads, Search Console, and BigQuery, GA4 integrates natively and provides a unified view of marketing performance.

When to choose PostHog

PostHog is the better platform for product teams that need to understand user behavior in detail. Session recordings let you watch exactly how users interact with your product. Feature flags enable controlled rollouts with built-in analytics on feature impact. The direct SQL access to raw event data makes PostHog far more flexible for custom analysis and automated reporting. For teams with data privacy requirements, the self-hosted option keeps all analytics data on your own infrastructure. PostHog's webhook support also makes it the easier platform to integrate into automated workflows.

Verdict

GA4 is the better marketing analytics tool. PostHog is the better product analytics tool. Most growing products benefit from both: GA4 for understanding acquisition channels and marketing ROI, PostHog for understanding in-product behavior and running experiments. For automation use cases, PostHog's webhooks and direct data access make it significantly easier to build automated workflows triggered by analytics events.

Frequently Asked Questions

Can PostHog replace Google Analytics?
PostHog can replace GA4 for product and event analytics. It tracks pageviews, custom events, and user properties, and provides funnel analysis, retention charts, and trend visualizations. However, PostHog does not replicate GA4's marketing-specific features like channel attribution modeling, Google Ads audience integration, or Search Console data. If your primary need is product analytics, PostHog is a capable replacement. If you rely on GA4 for marketing attribution, you will likely want to keep both.
What are the benefits of self-hosting PostHog?
Self-hosting PostHog keeps all analytics data on your own servers, which satisfies data residency requirements and simplifies GDPR compliance. It also eliminates per-event costs above the free tier, since you only pay for hosting infrastructure. Self-hosted PostHog can run in cookie-less mode, reducing consent banner requirements. The trade-off is that you need to manage the infrastructure, including database scaling, backups, and updates.
Which is better for automated reporting?
PostHog is significantly better for automated reporting. Its direct SQL access lets you query raw event data programmatically, and webhook destinations can forward events to automation platforms in real time. GA4 requires exporting data to BigQuery first, then querying BigQuery, which adds complexity and latency. For real-time automated alerts, dashboards, or data pipelines, PostHog's architecture is more automation-friendly.

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Last updated: March 2026