the ga4 alternative for developers who just want the answer

if you are a developer looking for a GA4 alternative, the honest short answer is: pick by what question you actually ask. GA4 (Google Analytics 4) frustrates developers for three concrete reasons. its UI buries simple answers under explorations and dimensions, it samples and thresholds data so the numbers feel untrustworthy, and 30–50% of client-side hits are stripped by ad-blockers. for plain web analytics (visitors, referrers, top pages, no cookie banner) Plausible is the reference cookieless choice and does that job beautifully. if you also ask product questions (funnels, retention, paths, "did the thing i shipped yesterday work"), or you want to ask from inside your editor instead of learning a dashboard, smolanalytics is one open-source (MIT) Go binary that does web and product analytics together and answers over MCP. both are cookieless, both are self-hostable, both count every event. the split is scope, not privacy.

why do developers leave GA4?

three things, and they compound.

the first is that simple questions take too long. you open GA4 to answer "how many people hit the pricing page this week" and twenty minutes later you are three menus deep in an exploration, still without the number. the interface is built for marketing teams doing attribution, not for a developer who shipped a change and wants to know if it moved anything.

the second is that you stop trusting what you see. GA4 samples and thresholds; the number on screen is an estimate of a subset, and once you know that, you stop reasoning from it. product teams quietly admit they do not trust their own GA4 dashboards.

the third is that the data leaks before it arrives. GA4's client-side script is one of the most-blocked requests on the web, so ad-blockers strip a large slice of hits and you are undercounting by a margin you cannot measure.

the honest version of what happens next: most developers do not switch tools, they just stop opening the dashboard, then stop adding it to new projects, and ship blind. the fix is not "spend more time in GA4." it is a tool shaped like the question you actually have. that's the whole argument on the smolanalytics vs GA4 page.

what should you use instead of GA4?

it depends on one thing: do you only need web analytics, or do you need product analytics too.

if you only need web analytics (pageviews, sources, top pages, goals, and no consent banner) use Plausible. it is the most battle-tested cookieless brand, it is lightweight, and it is a genuinely lovely product with a long public track record. if pageviews and referrers are the whole job, it does it perfectly and you should stop reading here.

if you also need product analytics (funnels, retention cohorts, user paths, "where do people drop off after signup") you have historically needed a second, heavier tool beside Plausible. that is the gap smolanalytics fills: web analytics and product analytics from the same events, in one binary, on every plan. no second tool, no cluster.

if you want to self-host without an ops project, that also narrows it. PostHog self-hosting means Kafka, ClickHouse, Redis and Postgres, and PostHog itself has said most teams cannot run it reliably. smolanalytics is a single static Go binary with no external database. docker run and it is up.

where does Plausible fit, and where does smolanalytics fit?

they share values (both open source, both cookieless, both self-hostable, both count every event) so this is not a privacy fight. it is scope.

pick Plausible when web analytics is the entire job and you want the most proven privacy brand. pick smolanalytics when you also ask product questions, or you want the answer in your editor instead of a browser tab.

how does asking in your editor actually work?

this is the part that is different, so here is the concrete shape. you run smolanalytics connect once, and your coding assistant (Claude Code, Cursor, Windsurf) gets the analytics as an MCP server: 47 tools and 13 built-in prompts. then you ask, in the same window you write code:

you ▸ did signups improve this week?
ai  ▸ signups: 212 this week vs 180 last week, up 18%.
      the lift is /pricing traffic. the funnel after
      signup is unchanged: 62% reach activate.

those numbers are the shape of a real answer, not real traffic; this launched recently and there is no traffic worth quoting yet. the important part is the trust story: the MCP tools do not generate SQL. they call the exact same deterministic report functions the dashboard renders, so your model can ask the wrong question but it cannot invent a number. and that is not a promise in a README. a CI agreement test asks the same question through the HTTP API and through the MCP server and fails the build if the answers differ. GA4 has no equivalent, because there is nothing to check its numbers against.

what does the GA4 alternative cost?

both self-host free. smolanalytics's cloud is a 14-day full-product trial (every feature, no credit card), then $9/month on Solo for unlimited sites and 250k events, with $5 per extra million and a dashboard that never locks. that is the honest tradeoff: GA4 is "free" because you are the product and Google keeps the data on its servers; this is cheap-flat because the data is yours and there is no ad business behind it.

the honest caveat

smolanalytics is one person, it launched recently, and there are no testimonials on the site because there are none. none will be faked. so trust cannot come from a track record; it comes from the design. MIT license, no CLA, so no relicense can touch the copy you run. self-hosting is free forever with no gated features. worst case, if the project stalls, the binary you already have keeps running on your data on your disk.

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if you want the side-by-side, it is on smolanalytics vs GA4. the code is at github.com/Arjun0606/smolanalytics: self-host it free, or try the cloud and get the verdict in your inbox tomorrow morning.