Software category guide

Best Analytics Tools: Web, Product and BI Compared (2026)

Analytics tools turn raw usage and business data into answers. The category spans web analytics (traffic and acquisition), product analytics (what users do inside an app), and business intelligence (dashboards over your own databases). Teams often need one of each rather than a single winner.

This guide groups eight widely used tools by job, mixing commercial services with open-source options you can self-host. Prices come from each vendor's pricing page as checked on the verification date.

Tools, licences and pricing checked against vendor and repository pages on November 7, 2026.

What to look for

  • •Which question you answer: traffic, product behavior or business reporting
  • •Privacy and data ownership (cookieless, self-hosting, EU hosting)
  • •Free tier size and how pricing scales (events, hits, seats)
  • •Ease of instrumentation and SDK coverage
  • •Integrations with your warehouse and other tools
  • •Reporting depth: funnels, retention, SQL access

At a glance

ToolBest forPricingLicence
Google AnalyticsMarketing and acquisition reportingFree; Analytics 360 is separate, see vendor pricingProprietary
MixpanelProduct teams analyzing user behaviorFree plan (1M events/month); Growth plan starts at $0 and bills above 1M eventsProprietary
AmplitudeProduct and growth teamsFree plan (2M events/month); Plus starts at $0 for first 2M eventsProprietary
PostHogDeveloper-led teams wanting an all-in-one stackFree monthly allowance per product; pay-as-you-go above it; self-hosting freeMIT
Plausible AnalyticsPrivacy-friendly website traffic statsCloud Starter from $9/month; self-hosting freeAGPL-3.0
MatomoSelf-hosted Google Analytics alternativeCloud from 29 per month (50,000 hits); On-Premise Community freeGPL-3.0
MetabaseDashboards on your own databaseOpen Source free; Starter $100/month; Pro $575/monthAGPL-3.0
Microsoft Power BIOrganizations on the Microsoft stackDesktop free; Pro $14/user/month; Premium Per User $24/user/monthProprietary

1. Google Analytics

Commercial

Best for: Marketing and acquisition reporting · Free; Analytics 360 is separate, see vendor pricing

Free web and app analytics from Google that tracks the customer journey across devices and platforms and feeds audience lists for marketing. Analytics 360 is a separate advanced offering.

Strengths

  • + Free
  • + Integrates with Google Ads and Search Console

Trade-offs

  • − Privacy and consent requirements need attention
  • − Limited raw-data access without BigQuery export

2. Mixpanel

Commercial

Best for: Product teams analyzing user behavior · Free plan (1M events/month); Growth plan starts at $0 and bills above 1M events

Product analytics for event-based funnels, retention and cohorts, with session replay and feature flags.

Strengths

  • + Strong funnel and retention analysis
  • + Large free event allowance

Trade-offs

  • − Costs scale with event volume

3. Amplitude

Commercial

Best for: Product and growth teams · Free plan (2M events/month); Plus starts at $0 for first 2M events

Digital analytics platform with product analytics, session replay, experiments and guides.

Strengths

  • + Generous free events
  • + Experimentation built in

Trade-offs

  • − Advanced features need higher plans

4. PostHog

MIT

Best for: Developer-led teams wanting an all-in-one stack · Free monthly allowance per product; pay-as-you-go above it; self-hosting free

Open-source product analytics suite with event analytics, session replay, feature flags and experiments, available as cloud or self-hosted.

Strengths

  • + Many tools in one platform
  • + Self-hosting option

Trade-offs

  • − Usage-based bills need monitoring

5. Plausible Analytics

AGPL-3.0

Best for: Privacy-friendly website traffic stats · Cloud Starter from $9/month; self-hosting free

Lightweight, privacy-focused web analytics with a single-page dashboard. Code is open source and can be self-hosted.

Strengths

  • + Simple and fast
  • + Privacy-first

Trade-offs

  • − Less depth than product analytics tools

6. Matomo

GPL-3.0

Best for: Self-hosted Google Analytics alternative · Cloud from 29 per month (50,000 hits); On-Premise Community free

Open-source web analytics platform offering cloud hosting or free on-premise use, with data ownership as a core pitch.

Strengths

  • + Full data ownership
  • + Self-hosting

Trade-offs

  • − You manage servers when self-hosting

7. Metabase

AGPL-3.0

Best for: Dashboards on your own database · Open Source free; Starter $100/month; Pro $575/month

Business intelligence tool that lets teams query databases, build dashboards and share questions, with an open-source edition.

Strengths

  • + Easy for non-analysts
  • + Free open-source edition

Trade-offs

  • − Advanced governance needs paid plans

8. Microsoft Power BI

Commercial

Best for: Organizations on the Microsoft stack · Desktop free; Pro $14/user/month; Premium Per User $24/user/month

Business analytics service with a free desktop authoring tool and per-user cloud licenses for sharing.

Strengths

  • + Deep Microsoft integration
  • + Free desktop authoring

Trade-offs

  • − Sharing needs paid licences

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How to choose

If you need…Start with
Website traffic and acquisition, freeGoogle Analytics
Privacy-first, simple web statsPlausible or Matomo
Funnels and retention in a productMixpanel or Amplitude
All-in-one, self-hostable product analyticsPostHog
Dashboards on your SQL dataMetabase or Power BI

Best Analytics Tools: Web, Product and BI Compared: FAQ

Quick answers to common questions

What is the difference between web and product analytics?

Web analytics measures visits and acquisition; product analytics tracks in-app events such as feature use, funnels and retention.

Which analytics tools can I self-host?

PostHog, Plausible, Matomo and Metabase all offer open-source or on-premise options.

Is Google Analytics free?

Yes, Google states Google Analytics is free; Analytics 360 is a separate, more advanced offering.

Do I need more than one tool?

Often yes: for example a web analytics tool for marketing and a product analytics or BI tool for in-app and business data.

How do free tiers compare?

Mixpanel offers 1M events per month and Amplitude 2M events per month on their free plans, per their pricing pages.

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