Google Analytics 4
Free and dominant web and app analytics with Consent Mode v2 and Ads-linked conversions.
Web analytics tools power product decisions and marketing attribution, but they also sit on the critical path for GDPR, CCPA, and HIPAA. This guide compares leading platforms on measurement depth, then scores each on the privacy dimensions privacy teams actually validate: consent gating, IP and identifier handling, subprocessors, and whether the tool still fires when visitors reject analytics or send Global Privacy Control.
Quick summary
What it does
Web analytics collects page views, events, funnels, cohorts, and often identity-linked profiles so teams can understand acquisition, activation, and retention.
What to look for
Require EU data region options, consent mode or equivalent, server-side collection where needed, clear subprocessors, and evidence that tags do not load in reject or GPC states.
Where Lokker fits
Lokker inventories every analytics beacon across your sites, validates consent and GPC behavior at the network layer, and can enforce blocking when a CMP misconfigures GA4, Adobe, or product analytics SDKs.
The tools
Eight leading tools covering free, mid-market, and enterprise tiers, cloud and self-hosted deployment, and a range of privacy and compliance postures.
Google Analytics 4
Free and dominant web and app analytics with Consent Mode v2 and Ads-linked conversions.
Adobe Analytics
Enterprise marketing analytics with advanced segmentation, attribution, and Experience Cloud integrations.
Mixpanel
Product analytics focused on events, funnels, retention, and cohort reporting.
Heap
Autocapture-heavy product analytics with retroactive event definition and behavioral cohorts.
Amplitude
Product intelligence platform spanning analytics, experimentation, and behavioral cohorts.
Plausible Analytics
Lightweight, privacy-first pageview analytics without cookies on the default embed.
Matomo
Open-source analytics with on-prem or cloud hosting and optional consent manager.
PostHog
Open-source product analytics, session replay, and feature flags in one developer-led stack.
All product names and trademarks are property of their respective owners. Lokker is not affiliated with or endorsed by any of the companies listed. Pricing and feature information is based on publicly available data and may change; verify with each vendor before purchasing.
Feature comparison
How each tool compares across the dimensions that matter most for product, engineering, and privacy teams.
Focus the matrix
Showing 5 of 8 tools. Add vendors as needed, or show the full table when you want every column.
3 tools are hidden from the focused table. The full text matrix below keeps every capability visible in the page source.
| Capability | |||||
|---|---|---|---|---|---|
| Primary collection model | Client-side gtag or GTM; optional server-side via GA4 Measurement Protocol | SDK and beacon-based collection with enterprise data collection rules | Client SDKs and server-side APIs; event-first model | Autocapture SDK plus manual track APIs | Client SDKs, HTTP API, and server-side ingestion |
| Identity and profile stitching | User-ID, Google signals, and Ads-linked identity when consented | Experience Cloud ID Service and cross-device stitching options | Distinct ID merge rules and group analytics for B2B accounts | Heap Identify and merged user histories after login | User and group IDs with behavioral cohorts |
| Funnels, paths, and retention | Explorations, path analysis, and predictive audiences in GA4 UI | Advanced segmentation, fallout, and pathing in Analysis Workspace | Funnels, retention, and impact reports with signal properties | Retroactive funnels and paths from autocapture data | Journeys, retention, and compass for behavioral drivers |
| Consent and regulatory tooling | Consent Mode v2; regional and ads personalization signals | Consent extensions and Experience Platform Privacy Service integrations | Consent APIs and region-aware initialization patterns | Consent configuration to pause capture; partner CMP integrations | Consent preferences and EU data residency options |
| Server-side or first-party relay | Server-side GTM and Measurement Protocol for controlled forwarding | Server-side collection via Experience Platform Edge | Server SDKs and proxy patterns supported | Server-side APIs for non-web events; web still primarily client | HTTP API and warehouse import for hybrid pipelines |
| Warehouse and BI export | BigQuery export on GA360 or Analytics 360; standard GA4 export limits vary | Data feeds to cloud destinations and Customer Journey Analytics paths | Warehouse Sync and export APIs | Snowflake and managed export integrations on higher tiers | Amplitude CDP and warehouse export connectors |
| Mobile app SDK coverage | Firebase-linked GA4 app streams | Experience Platform Mobile SDK | iOS, Android, React Native, Flutter | iOS and Android SDKs with autocapture | Broad mobile and gaming SDK coverage |
| Real-time or near-real-time views | Near-real-time reporting with standard latency | Real-time reports and streaming triggers in enterprise setups | Live view for recent events | Live data feed on supported plans | Real-time monitors and alerts |
| Ads and remarketing integrations | Native Google Ads, DV360, and modeled conversions | Advertising Analytics and Experience Cloud destinations | Cohort sync to ad platforms via partners | Partner destinations for ads audiences | Recommendations integrations; cohort exports |
| Free tier or trial depth | Generous free tier with property and event limits | No meaningful free tier; enterprise sales | Free tier with monthly event caps | Free trial; paid plans for production scale | Free starter tier with monthly tracked users |
Does your tool actually stop in reject and GPC states?
Lokker Consent Validator runs automated browser sessions across every consent state and confirms at the network layer whether tools in this category still send requests when they should not.
Privacy and compliance
The dimensions Lokker Privacy Edge evaluates when it detects web analytics tools on your properties. Use this scorecard alongside the capability matrix when making your vendor decision.
| Privacy dimension | ||||||||
|---|---|---|---|---|---|---|---|---|
| Native Global Privacy Control handling | ||||||||
| HIPAA BAA available for covered deployments | ||||||||
| EU data residency option | ||||||||
| IP address masking or truncation default | ||||||||
| Strong guardrails against PII in event payloads | ||||||||
| Published sub-processor list | ||||||||
| Self-serve export and deletion workflows | ||||||||
| Configurable event retention windows | ||||||||
| Risk of silent third-party forwarding |
Scores reflect publicly available product documentation as of 2026. Vendor capabilities change; verify current behavior with each vendor and through independent testing. "Partial" indicates the capability exists but requires non-default configuration, an additional plan tier, or has meaningful limitations.
Buyer guidance
Choosing among these web analytics tools depends on your industry, infrastructure, privacy posture, and budget. Use these decision guides to narrow your evaluation.
GA4 plus Consent Mode v2 is the default stack for many marketing teams, but the privacy risk is in misconfiguration: pre-consent loads, modeled gaps, and linked Ads signals. Treat CMP rules and tag order as part of the analytics architecture.
Lokker note: Use Lokker Consent Validator to prove GA4 and related tags respect reject and GPC states on each property.
Matomo self-hosted, PostHog self-hosted or EU cloud, Plausible EU cloud, and EU regions for Mixpanel, Heap, and Amplitude reduce transfer questions but do not replace consent for non-essential analytics.
Lokker note: Pair residency choices with Privacy Edge portfolio scans so US-only properties are not missed.
Mixpanel, Heap, Amplitude, and PostHog excel at behavioral analytics. Autocapture speeds delivery but increases the chance that form fields or URLs leak sensitive attributes into event payloads.
Lokker note: Inventory blocked elements and deny lists continuously; Privacy Edge flags risky event properties in aggregate.
Plausible and tightly configured Matomo can reduce cookie use and profiling, but you still need a lawful basis and accurate marketing claims about what is collected.
Lokker note: Validate the deployed script matches the privacy policy with network-level evidence, not only vendor documentation.
PHI should not flow to standard marketing analytics. When a BAA exists for a product analytics vendor, scope still matters: marketing pages, authenticated portals, and vendor subprocessors must be reviewed together.
Lokker note: Use Privacy Edge reason codes and Consent Validator evidence before relying on any analytics stack on patient-facing flows.
Privacy context
Analytics vendors rarely intend to collect health data, but URLs, search parameters, form field names, and identify calls routinely carry sensitive attributes. Regulators treat persistent identifiers and cross-site tracking as personal data even when you call the product anonymous. The compliance question is not only which vendor you pick, but whether the tag is absent when consent is absent.
Even without named fields, analytics beacons often transmit full URLs, campaign IDs, and fragments that encode diagnoses, locations, or account identifiers. That payload crosses to vendor infrastructure and subprocessors.
Product analytics encourages stable user IDs and traits. When those traits include email, plan tier, or health-adjacent attributes, downstream exports to ads and email tools expand the compliance surface.
Client identifiers persist across sessions for frequency capping and cohort building. ITP and similar mechanisms change behavior, but they do not remove your obligation to gate non-essential storage behind consent.
Server-side GTM and Measurement Protocol can improve control, but if events are forwarded before consent resolves, you have only moved the violation closer to your origin.
Where Lokker fits
Lokker is not a web analytics replacement. It is privacy intelligence and enforcement that sits alongside GA4, Adobe, Mixpanel, Heap, Amplitude, Plausible, Matomo, or PostHog to prove what actually fires on your pages.
Privacy Edge continuously scans properties and classifies analytics and advertising requests, including tag-manager-delivered beacons that never appear in a spreadsheet inventory.
See Privacy EdgeConsent Validator runs scripted sessions in each consent state and captures whether GA4, Adobe, or product analytics SDKs still initialize, set storage, or send events when they should not.
See Consent ValidatorGuardian enforces trust rules in the browser so misconfigured GTM or CMP rules cannot load analytics endpoints in unauthorized states.
See GuardianCommon questions
The most common questions from privacy teams, legal counsel, and buyers evaluating web analytics tools.
More comparison guides
Next step
Lokker confirms that the tool you choose stops collecting data in reject and GPC states, surfaces any gaps in your CMP configuration, and enforces blocking at the network layer so a misconfigured consent banner cannot result in an unauthorized data collection event.