By Zoha Ahmed · Nov 1, 2026
Ask Reddit which analytics tool to use and the thread splits in two before the first reply lands. We read all 526 comments in 139 of those threads from the past year, mostly in r/webdev, r/SaaS and r/ProductManagement, with r/SEO behind them, counted one vote per person, and removed vendors posting about their own products.
Read the split before the table. Half of these threads are about privacy-friendly web analytics, which replaces a traffic dashboard: Plausible, Umami, Matomo, Pirsch, Rybbit and Fathom. The other half are about product analytics, which tracks what people do inside a product: PostHog, Amplitude, Mixpanel, Pendo and Statsig. Both get recommended in the same comments, so if you came for one you will see answers for the other. PostHog is the only tool recommended for both, which is most of why it finishes first.
Google Analytics is the headline. It was named in 81 of the 139 threads, nearly twice as many as PostHog, and it is the only tool here with more complaints than recommendations. The 41 complaints are specific: nearly all of them wrote GA4, not Google Analytics, and several said the product became painful at the switch. The 28 recommendations come from SEO threads, where GA4 is the free thing you pair with Search Console on day one. Every quote links back to its comment.
The ranking
| Tool | Recommend | Complain | Threads | |
|---|---|---|---|---|
| 1 | 54 | 9 | 41 | |
| 2 | 35 | 3 | 21 | |
| 3 | 21 | 0 | 15 | |
| 4 | 15 | 0 | 14 | |
| 5 | 14 | 0 | 17 | |
| 6 | 12 | 3 | 12 | |
| 7 | 9 | 4 | 10 | |
| 8 | 8 | 2 | 13 | |
| 9 | 7 | 2 | 8 | |
| 10 | 6 | 0 | 6 | |
| 11 | 6 | 4 | 5 | |
| 12 | 4 | 0 | 6 |
"Recommend" and "Complain" count different people, not comments. Also recommended, with too few opinions to rank: Userpilot, Simple Analytics, Pirsch, Statsig, LogRocket and Heap. Fathom Analytics and RudderStack drew one and two complaints and no recommendations, too little either way to call.
1. PostHog
PostHog
Best overall
The most recommended tool here, and the only one spanning both halves of this category: web stats and product events, so it turns up in threads with nothing else in common.
Why people recommend it
- Recommended by more people than the next two tools combined
- A free tier that covers small teams for a long time
- Event data queryable in SQL
- Session replay and feature flags in one product
Common complaints
- Ad blockers and privacy extensions drop its events
- Several people found it heavy for a simple SaaS setup
- One person spent three months getting it running
What Redditors said
Posthog is the best analytics tool out there
Being able to query everything in SQL is great if you're technical
uBlock kills posthog even with reverse proxy
posthog is way too bloated for most saas use cases
2. Plausible
Plausible
Best privacy-friendly web analytics
The privacy-friendly web analytics pick, and the tool named most often as what replaced Google Analytics.
Why people recommend it
- The most recommended privacy-first web analytics tool here
- Self-hostable, or $9 a month hosted
- One dashboard people read without training
- Public dashboards, which agencies use
Common complaints
- Too shallow once you want conversion tracking
- Called too minimal for product work
- The first thing a tight budget cuts
What Redditors said
plausible is great. everyone at work prefers plausible over GA4 hands down.
plausible is solid for 9 bucks a month
i tried plausible for a while and it was fine but felt a bit too minimal for tracking conversions
Plausible was too surface level for us too.
3. Umami
Umami
Best free self-hosted
The free self-hosted option in the privacy-friendly half, recommended mostly by people running it on a cheap box.
Why people recommend it
- Free and open source if you host it yourself
- The lightest script here
- Runs on a $5 VPS for a typical site
Common complaints
- None in our sample
What Redditors said
umami on a $5 vps works fine for most sites
4. Microsoft Clarity
Microsoft Clarity
Best free session replay
Free session recordings and heatmaps, bolted on next to everything else.
Why people recommend it
- Free with no volume limits
- Scroll depth, rage clicks and recordings without extra setup
- Paired with GA4 as the free starting point
Common complaints
- None in our sample
What Redditors said
Microsoft Clarity is free and tracks scroll depth, rage clicks, and session recordings natively
5. Amplitude
Amplitude
Best for enterprise product teams
The tool people move up to, usually from Pendo, once reporting matters more than the bill.
Why people recommend it
- Named as the direct replacement when teams leave Pendo
- More mature reporting than the cheaper tools
- More reliable on data than what teams left behind
Common complaints
- None in our sample
What Redditors said
Amplitude is the strongest 1:1 replacement
6. Matomo
Matomo
Best for full data ownership
The heavyweight of the privacy-friendly group. Chosen for GA-style depth without giving Google the data.
Why people recommend it
- Self-hostable for free, with full control of the data
- Deeper than Plausible or Umami on segments
- Agencies run one install across every client site
Common complaints
- Called bloated by people who wanted something minimal
- More tool than a small site needs
What Redditors said
Matomo. I use it to monitor all my clients, for free.
matomo exists too but it's kinda bloated imo
matomo also works but it's heavy if you want minimal
7. Appcues
Appcues
Best for mobile onboarding flows
An onboarding and product tour tool, not an analytics product. It is here because product managers ask both questions in the same thread, and it is the mobile answer.
Why people recommend it
- The only option named for mobile app onboarding
- Checklists and tooltips without engineering time
- Sits between the cheap tools and Pendo
Common complaints
- Pricing climbs quickly once usage scales
- Cheaper tools get recommended against it
- Does not cope with SAP or Workday
What Redditors said
appcues. it's the goldilocks option
Pretty much the only solution for mobile apps + nice platform.
the pricing gets steep fast once you scale
It's more reasonably priced than appcues/userflow.
8. Mixpanel
Mixpanel
Best event analytics on a free plan
The other established product analytics tool, recommended alongside Amplitude and picked on its free plan.
Why people recommend it
- A free plan people call generous
- Built around events rather than pageviews
- Easier to learn than Amplitude
Common complaints
- Event-based pricing climbs as soon as you track more
- Called over-complicated next to simpler tools
What Redditors said
Mixpanel works if you care about events, not just pageviews.
Mixpanel's event-based pricing crept up fast once we tracked a bunch of stuff
9. Hotjar
Hotjar
Best heatmaps
The heatmap tool, and the one Microsoft Clarity is constantly compared with.
Why people recommend it
- Heatmaps and recordings that show where people stop
- Named as the paid counterpart to Clarity
- Does one job, so it sits alongside others
Common complaints
- Gets expensive at scale
- PostHog and FullStory were both called better
What Redditors said
something like Hotjar helps when you want to see where people get stuck
it gets pricey at scale
both better than Hotjar
10. Rybbit
Rybbit
Best newcomer
The newest name in the privacy-friendly group, recommended by a handful of people with no complaints.
Why people recommend it
- Open source and self-hostable
- A clean dashboard, the reason people gave
Common complaints
- None in our sample
What Redditors said
Rybbit is pretty clean and open source.
11. FullStory
FullStory
Best session replay for product teams
Session replay for teams who query recordings rather than watch them. The complaints are about price and tagging.
Why people recommend it
- More flexible in-app reporting than cheaper replay tools
- Any text or attribute on the page becomes a property
- Called easier to query than Pendo
Common complaints
- Expensive before you add anything else
- Pricing runs away once session volume grows
- Tagging only captures from the moment you add it
What Redditors said
FullStory has more flexible in-app reporting options
you can take any attribute/text from the page and apply it as a property
everything I tag only captures from that point forward
the pricing gets out of hand fast once you scale sessions
12. UserGuiding
UserGuiding
Best budget onboarding tool
The budget onboarding tool, for early-stage teams who want flows without Pendo's invoice.
Why people recommend it
- The cheapest option named for onboarding flows
- Flows were quick to set up
- Recommended to bootstrapped teams
Common complaints
- None in our sample
What Redditors said
UserGuiding cause it will give you onboarding flows and tooltips for way less
The ones Reddit complains about
Two tools draw more complaints than recommendations, for different reasons. Google Analytics is a usability and data-quality problem, aimed at GA4 rather than the brand. Pendo is a price problem, and the complainers mostly agree the product works.
Google Analytics / GA4
Google Analytics / GA4
The one people are leaving
The most discussed tool in this dataset and the only one with more complaints than recommendations. Named in 81 of the 139 threads we read, nearly twice as many as PostHog.
Why people recommend it
- Free, and the default pairing with Search Console for SEO work
- Still the day-one answer for what to install
- Used as the neutral source of truth when two tools disagree
Common complaints
- Nearly every complaint names GA4, not Google Analytics in general
- Too complex for small sites and simple projects
- Event granularity sits behind enterprise pricing
- Blocked by browsers and ad blockers, undercounting traffic
- Attribution dumps data into the direct bucket
What Redditors said
I'd start with the free essentials: Google Search Console + Google Analytics
GA4 is plug it in and you get the high level basics right away.
Google Analytics became painful after the switch to GA4
GA4 is like buying enterprise software when you need a calculator
Pendo
Pendo
The price people walk away from
The product adoption platform people price-check and then leave. Every complaint is about cost, not whether it works.
Why people recommend it
- Powerful once it is in, and the walkthroughs get praise
- A free tier that smaller teams start on
- Does the job without AI features
Common complaints
- Price is the first thing named in almost every complaint
- Renewals went from expensive to worse
- Overkill unless you are enterprise
- Setup is tedious, and clunkier than FullStory
What Redditors said
Very expensive, but super powerful.
Pendo free tier is worth a go
renewals went from expensive to crazy
felt like we were using a Fisher-Price toy in comparison to Amplitude
How we built this ranking
We pulled every Reddit thread from the past 12 months in developer, SaaS, product management and marketing subreddits, then kept the threads about web analytics, product analytics, session replay and product onboarding. An AI model read each comment that named a tool and labelled it as a recommendation, a complaint or a neutral mention, and we checked that every quote appears word for word in the original comment. Vendors posting about their own products were removed, as was any opinion copy-pasted across different accounts. We refresh the data regularly.
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What is the best analytics tool according to Reddit?
PostHog, by a wide margin. 54 people recommended it against 35 for Plausible, its nearest rival. PostHog is the only tool here covering both web stats and product event analytics, which is why it appears in threads about both.
Why does Reddit complain about Google Analytics?
Google Analytics was named in 81 of the 139 threads we read, more than any other tool, but only 28 people recommended it against 41 complaints. Almost every complaint names GA4 rather than Google Analytics in general: the interface, the complexity for small sites, and the data it loses to blockers and to direct attribution.
What is the best Google Analytics alternative?
It depends which half of the category you want. For privacy-friendly web analytics people named Plausible most often, then Umami if you self-host and Matomo if you need GA-style depth. For product analytics the answers were PostHog, then Amplitude and Mixpanel.
Are privacy-friendly analytics and product analytics the same thing?
No, and the threads mix them constantly. Plausible, Umami, Matomo, Pirsch and Rybbit replace a traffic dashboard. PostHog, Amplitude, Mixpanel, Pendo and Statsig track what people do inside your product.