Comparison

Updated October 25, 2026

· ~2 min read

GA4 vs PostHog vs Plausible vs First-Party Analytics on AWS (2026)

Analytics
Google Analytics 4
PostHog
Plausible
First-party data

Analytics choices used to be "GA or something expensive". In 2026 there are four sensible options, and they differ less in charts than in who holds the data, how much a technical audience's blockers hide, and what you can join it with.

This site runs on the fourth option, a first-party pipeline on AWS, and we describe how in a separate post. That does not make it the right answer for everyone.

Side by side

Google Analytics 4

PostHog

Plausible

First-party on AWS

Price to start

Free (360 is a paid contract)

Free: 1M events, 5K session recordings, 1M feature flag requests a month

From $9/month (10k pageviews, 1 site)

Firehose, S3 and Athena usage; a few dollars a month at small scale

Data retention

User and event data for explorations: 2 or 14 months on standard properties

By plan

By plan

As long as you keep it in S3

Sampling

Explorations over 10M events may be sampled

No

No

No

Cookies and consent

Uses cookies; consent mode for regulated markets

Configurable, including cookieless

Cookieless by design

Your design

Ad blockers

Commonly blocked

Commonly blocked unless proxied

Sometimes blocked

Same-origin collector is rarely blocked

Raw data access

BigQuery export

SQL and export

Limited API

Everything, in S3 and Athena

Product features

Marketing attribution, Ads integration

Replay, flags, experiments, surveys

Traffic only

Whatever you build

The hidden cost in each

GA4's cost is control. Retention, sampling, data model and definitions are Google's, and they change. PostHog's is volume: the free tier is generous, and event counts grow fast once you track product usage. Plausible's is depth: it answers traffic questions and little else. A first-party pipeline's is ownership: someone has to keep the collector, schema and saved queries working, and dashboards are yours to build.

Which one

Question 1 of 2

Is this a marketing site or a product?

Our verdict

**GA4:** free, deep integration with Google Ads and Search Console, and good enough for most marketing sites. You accept Google's retention limits, sampling on large explorations and a consent banner. **PostHog:** product analytics, session replay, feature flags and experiments in one tool, with a generous free tier. The best fit for SaaS products. **Plausible:** simple, cookieless traffic analytics for content sites that want privacy and almost no setup. **First-party on AWS:** you want raw events next to your own data, to keep them indefinitely, to count visitors that block third-party trackers, or to run analysis no tool supports. You own a small pipeline.

Related solutions

First-Party Product Analytics on AWS

Product and marketing analytics that run in your own AWS account: a small SDK for your site and your servers, a collector on your own domain, and raw events you can query with SQL. No third-party tracker, no per-event bill, nobody else holding your users' data.

2–4 weeks
$10k–$25k
View

Marketing Platform: CMS, Campaigns and Tracked Links

A content and campaign system your marketing team runs without a deploy: landing pages built from your own components, campaigns that turn on and off as one switch, tracked links for every place you post, and email. Prerendered for search, measured end to end, running in your AWS account.

4–8 weeks
$20k–$45k
View

Get first-party analytics running on your own AWS account

We work with startups and growing companies on AWS architecture decisions. Tell us about your situation and we will recommend the right approach.

As of October 25, 2026. Provided as is, for general information, and accurate to the best of our knowledge on the date shown. Not legal, compliance, tax, financial or other professional advice. Prices, limits and vendor services change; check current vendor documentation before relying on anything here. Terms of use.