Best web and product analytics tools according to Reddit
Quick answer: PostHog came out ahead in 35 Reddit posts and comments from r/SaaS: 11 positive mentions, 2 mixed and 2 negative, out of 19 in all. Umami followed with 3 positive mentions, 1 mixed and 0 negative, out of 6 in all. PostHog drew the most mentions for product analytics. Plausible and Umami were the most named cookie free traffic counters, and Google Analytics kept defenders for free coverage while consent gaps sent others looking.
- Came out ahead
- PostHog
- Most discussed
- PostHog
- Most complaints
- Google Analytics
5 posts and 30 comments from 6 threads in r/SaaS (35), dated June 2026 to November 2026.
Disclosure: prowlo is our product. Its dataset supplied the threads counted here.
Which web and product analytics tools does Reddit recommend?
You get counts here, with no star ratings or scores. One author counts once per product per thread. We set aside 27 posts and comments from vendors and review farms before counting.
Named once: OpenPanel, Pirsch, Amplitude, Fathom, Heap, Hotjar, Keen, Simple Analytics, Statsig.
Do you need a cookie free tool to avoid the consent banner?
Founders worry about losing data when visitors reject cookies in Google Analytics. Commenters point to Plausible, Umami and Cloudflare Web Analytics as cookie free choices for public pages, and note that you still need to check how each tool treats IP addresses. One warns that daily hashed visitor counts never match Google's numbers, so compare trends over time and avoid chasing exact totals.
Sources: r/SaaS thread, Nov 2026
Is PostHog too complex for an early stage team?
One founder found the interface overloaded and struggled to reconcile recordings and funnels. Others answered that their teams adapted quickly and that an AI agent can handle onboarding. Buyers comparing PostHog with Mixpanel cite SQL access and a long lasting free tier on PostHog's side, while one team saw Mixpanel's event pricing climb as tracking grew.
Should you use one tool or split website and product analytics?
Several commenters suggest splitting the job. They run Plausible or Umami on the marketing site for cookie free traffic and send key events from the backend into PostHog, which ad blockers cannot interfere with. One founder runs DataFast next to PostHog, using the lighter tool for a quick read and PostHog for detailed work.
What did people say about each web or product analytics tool?
We paraphrase what people reported and link each point to its thread, so you can read the original.
PostHog
19 mentions: 11 positive, 2 mixed, 2 negative, 4 no opinion
Founders use it for product analytics, citing SQL access and how much the free plan covers, and a few find the interface hard to learn.
- Positive: Routes key signup and payment events there from the server so ad blockers cannot drop them. r/SaaS thread, Nov 2026
- Negative: Points out that it sets a cookie unless you disable it, which costs you longer sessions. r/SaaS thread, Nov 2026
- Mixed: Rates it well but replaced it with a homemade tool for narrower needs. r/SaaS thread, Oct 2026
- Positive: Recommends it for behaviour inside the product while noting consent needs for cookies and replay. r/SaaS thread, Nov 2026
- Negative: Finds the interface overloaded and hard to match numbers across recordings and funnels. r/SaaS thread, Aug 2026
Showing 5 of the 15 mentions that carry an opinion.
Umami
6 mentions: 3 positive, 1 mixed, 0 negative, 2 no opinion
Builders suggest it for cookie free traffic on public pages, often self hosted or on its free cloud plan.
- Positive: Would go cookie free from the start and names its free cloud plan. r/SaaS thread, Nov 2026
- Mixed: Suggests it for cookie free traffic while warning that daily hashed visitors make figures hard to compare. r/SaaS thread, Nov 2026
- Positive: Suggests hosting it yourself on a marketing site, since that usually removes the need for a consent banner. r/SaaS thread, Nov 2026
- Positive: Suggests it as cookie free and free to run on your own server. r/SaaS thread, Nov 2026
Plausible
7 mentions: 3 positive, 0 mixed, 1 negative, 3 no opinion
Recommended for simple cookie free traffic counts, with one caution that its daily hashing makes visitor numbers hard to reconcile.
- Positive: Offers it as a self hosted choice for cookie free traffic on the marketing site. r/SaaS thread, Nov 2026
- Negative: Says daily hashed counting means its visitor totals can never be reconciled with Google Analytics. r/SaaS thread, Nov 2026
- Positive: Recommends it for visits and goals with no banner required. r/SaaS thread, Nov 2026
- Positive: Says the community edition is simple to set up and runs on a small VPS. r/SaaS thread, Oct 2026
Cloudflare Web Analytics
3 mentions: 2 positive, 0 mixed, 0 negative, 1 no opinion
Named as a free cookie free option for basic traffic numbers.
- Positive: Names it as a free option that avoids cookies and fingerprinting. r/SaaS thread, Nov 2026
- Positive: Likes the built in option for basic traffic numbers. r/SaaS thread, Sep 2026
DataFast
2 mentions: 2 positive, 0 mixed, 0 negative, 0 no opinion
- Positive: Runs it for a quick overview alongside PostHog. r/SaaS thread, Oct 2026
- Positive: Recently started using it for revenue based tracking and recommends it. r/SaaS thread, Oct 2026
Rybbit
2 mentions: 2 positive, 0 mixed, 0 negative, 0 no opinion
- Positive: Likes its clean design and open source code. r/SaaS thread, Oct 2026
- Positive: Agrees it deserves more attention in the thread. r/SaaS thread, Oct 2026
Matomo
2 mentions: 1 positive, 0 mixed, 0 negative, 1 no opinion
- Positive: Recommends it for cookie free traffic counts alongside server side product events. r/SaaS thread, Nov 2026
Mixpanel
4 mentions: 0 positive, 0 mixed, 1 negative, 3 no opinion
Mentioned next to PostHog, with one founder reporting event pricing that climbed as tracking grew.
- Negative: Saw event based pricing climb quickly as tracking grew. r/SaaS thread, Sep 2026
Google Analytics
11 mentions: 2 positive, 1 mixed, 5 negative, 3 no opinion
People keep it for free coverage and trust from ad networks, while cookie consent gaps and a bloated interface push others to look elsewhere.
- Positive: Notes that ad networks and buyers trust it to verify traffic. r/SaaS thread, Oct 2026
- Negative: Explains that consent modeling needs volume most early sites lack, so declined visits stay missing. r/SaaS thread, Nov 2026
- Mixed: Built their own tracker, and says a proper setup gives solid analytics that does not suit everyone. r/SaaS thread, Sep 2026
- Positive: Recommends it as the free choice at an early stage. r/SaaS thread, Sep 2026
- Negative: Argues that consent mode fills gaps with modeled figures that do not match backend conversions. r/SaaS thread, Nov 2026
Showing 5 of the 8 mentions that carry an opinion.
How did we count these mentions?
We read 35 posts and comments from r/SaaS and coded each named product as positive, mixed, negative or no opinion. The sample leans toward the communities Prowlo already collects, so a product popular elsewhere can look quiet here. The method page covers the rules, the exclusions and the limits. You can compare other categories in the full index.
Frequently asked questions
Which web or product analytics tool does Reddit recommend most?
PostHog had the strongest showing in the 35 posts and comments we read from r/SaaS, with 11 positive mentions, 2 mixed and 2 negative, out of 19 in all, as of November 2026. Umami came next with 3 positive mentions. These counts reflect one sample of Reddit opinion, so weigh them alongside your own needs.
Which Google Analytics alternative suits a new SaaS?
Replies split by need. Founders wanting simple traffic numbers name Plausible, Umami or Cloudflare Web Analytics, while those tracking behaviour inside the product pick PostHog. A few recommend smaller open source tools such as Rybbit and OpenPanel. One commenter adds that Google Analytics still helps if you later sell ads or the business.
Is PostHog or Mixpanel better for a small team?
Commenters who chose PostHog cite SQL access and a free tier that lasted a long time. One founder saw Mixpanel's event based pricing climb as tracking grew. The poster also said Mixpanel felt easier to use, so try both before you wire events into either product.
How can you track site visitors without a cookie banner?
Most replies point to Plausible or Umami for traffic without a banner, often self hosted, with PostHog added for behaviour inside the product. Commenters warn that a cookie free label does not settle the legal question, so check how your setup handles IP addresses and read your local rules.
Where can you read more?
- Best SaaS payment platforms according to Reddit
- Best hosting platforms for web apps according to Reddit
- Best backend and auth platforms according to Reddit
Prowlo collects the Reddit posts behind these counts and serves them to your AI agent over MCP. You can run the same queries on your own category.