Menu
B2B product analytics

PostHog vs Heap: Which Product Analytics Platform Should You Choose?

Compare PostHog and Heap by autocapture, retroactive analysis, replay, B2B accounts, developer tooling, pricing, and team fit.

Key differences

Decision-critical differences
CriterionPostHogHeap by Contentsquare
Center of gravityEngineering and product-data platformAutocapture-first product and experience analytics
AutocaptureCommon web interactions plus reusable ActionsDefining workflow with visual labels and repair
Funnels and pathsFunnels, retention, cohorts, and pathsFunnels, retention, segments, and Journeys
Replay and heatmapsUsage-metered web/mobile replay; current and beta heatmap surfacesExperience Analytics add-on with replay and heatmaps
Flags and experimentsNative usage-metered productsAnalyzes external experiment data; no native flag-delivery product found
Errors and logsNative separately metered productsError Analysis add-on; no comparable general log product found
B2B accountsPaid Group AnalyticsAccount-Based Analytics on qualifying plans
DeploymentCloud plus unsupported MIT-licensed hobby pathNo public self-hosted application found
Paid pricingPublic product-specific usage ratesSession-based plans and add-ons; most rates require a quote

Decision spectrum

Where each platform puts its center of gravity

PostHogEngineering and product-data emphasis
Shared groundProduct analytics, autocapture, funnels, retention, and replay
Heap by ContentsquareAutocapture and experience-analysis emphasis
The markers show product emphasis, not exclusive capability or an objective score.
Best Product Analytics Tools (2026) - My Honest Review Vision Labs · October 23, 2025 · 9:35 · Independent commercial-agency perspective for market orientation, not authority on current capabilities or pricing; official sources take precedence. No vendor sponsorship or affiliate relationship was identified, and Vision Labs sells analytics implementation services.

Decision by scenario

Best starting choice by scenario
ScenarioStart withWhyImportant limitation
Engineering-led startupPostHogIntegrated analytics, replay, flags, experiments, and developer toolsSeveral meters and products need owners
Missed historical front-end instrumentationHeapRetrospective visual definition and repair are centralOnly retained captured evidence can be redefined
Enterprise experience teamHeap/ContentsquareJourneys, replay, heatmaps, friction, and ecosystem alignmentVerify modules, add-ons, regions, and contract
Native feature deliveryPostHogFlags and experiments share the product event modelA specialist may be stronger for complex release governance
B2B SaaS accountsEvaluate bothBoth offer paid account/group modelsMeasure breadth and user concentration explicitly
Mobile applicationPilot bothBoth document mobile analytics and replayTest SDK parity, privacy, fidelity, and app impact
Self-hosting requiredPostHog or another categoryOnly self-managed path hereUnsupported and customer-operated
Customer-success outreachAnother categoryNeither is a full CS workflowUse their behavior as evidence for a separate playbook

Autocapture and retroactive analysis

Both products autocapture common interactions and let teams add meaning later. Heap makes that workflow more central; PostHog connects the resulting definition to a wider product-engineering platform.

What can—and cannot—be recovered later
QuestionPostHogHeapHard limit
Automatic evidenceCommon web clicks, changes, submissions, and navigation dataCommon web interactions and supported mobile capturePrivacy rules can and should suppress fields
Definition laterActions over retained raw events and propertiesVisual/manual event labels over retained interactionsMissing properties cannot be invented
UI changeSelector/text Actions can driftDefinitions can drift; history and repair workflows helpBoth require monitoring
Server successSend an explicit SDK/API eventSend an explicit Track API eventBrowser clicks are not authoritative outcomes
HistoryDepends on retained analytics/replay data and planDepends on plan, add-ons, and accessible historyExpired data cannot be recovered

Missing-event investigation

From an untracked release question to a durable metric

  1. 1ReleaseShip the interface change.
  2. 2Untracked interactionA new question appears.
  3. 3Automatic evidenceCheck retained captured behavior.
  4. 4Semantic reconstructionDefine the interaction over that evidence.
  5. 5Server outcomeConfirm whether the business action succeeded.
  6. 6ReplayInspect the surrounding session when retained.
  7. 7Future instrumentationAdd a stable semantic or server event.

PostHog path

Raw event → ActionApply a reusable definition to retained captured events.

Heap path

Captured interaction → visual definition or repairLabel the interaction, inspect history, and repair the definition when the interface changes.

Hard limit: If the interaction, required property, error, or outcome was not captured—or the data expired—it cannot be reconstructed retroactively.

Retroactive definitions recover meaning from retained evidence; they do not create evidence that was never collected.
Autocapture vs manual tagging? What's the difference and when to use each Contentsquare · August 4, 2026 · 3:56 · Vendor-produced educational walkthrough of automatic capture and deliberate tagging; it supplements, but does not replace, the documented product limits and packaging evidence below.

Analytics, replay, and B2B accounts

Both support funnels, retention, reusable audiences, paths or journeys, and replay-linked investigation. Heap’s visual definitions and Journeys favor experience-led exploration. PostHog’s cohorts, insights, and replay favor workflows that continue into flags, experiments, errors, and engineering context.

Behavioral and account workflows
CapabilityPostHogHeapDecision implication
FunnelsOrdering, exclusions, windows, cohorts, and filtersFunnels connected to segments and visual definitionsPilot exact sequence rules
Paths/JourneysPaths and related insightsProminent user, session, and account JourneysHeap has the clearer experience-analysis emphasis
ReplayWeb/mobile usage allowances and report filtersExperience Analytics add-on on qualifying plansTest framework fidelity and retention
Developer evidenceConsole, network, errors, flags, releases, and propertiesReplay, friction, heatmaps, and Error Analysis emphasisPostHog fits engineering diagnosis; Heap fits experience diagnosis
AccountsPaid Group Analytics across insights, flags, and experimentsAccount-Based Analytics on Pro/PremierAttach account context at event time

An account funnel answers whether anyone at a company completed the steps. It does not automatically reveal adoption breadth, user penetration, or champion concentration. Define those separately and inspect the sessions behind material changes. See account vs user adoption and session replay vs product analytics.

Product platform and deployment

PostHog extends beyond analytics into feature delivery, experiments, surveys, errors, logs, AI/LLM observability, warehouses, pipelines, destinations, and workflows. Heap is part of Contentsquare’s broader digital-experience environment, while standalone Heap packaging emphasizes analytics and sells major capabilities such as Experience Analytics, Error Analysis, Heap Connect, and Activate through plan/add-on entitlements.

PostHog’s consolidation can reduce context switching, but each product needs an owner, privacy model, meter, retention rule, and maturity test. Heap’s focused experience workflow can be easier for product teams, but sales-led packaging means buyers must make entitlements and limits explicit in the quote.

Platform layers

What is native, separately metered, or externally supplied?

Platform layers and packaging
LayerPostHogHeap by Contentsquare
CollectionNativeNative
AnalyticsNativeNative
ReplayNative but separately meteredAdd-on
ExperimentsNativeThird-party integration
FlagsNativeNot identified in current public packaging
SurveysNative but separately meteredWider ecosystem or separate contract
ErrorsNative but separately meteredAdd-on
WarehouseNative but separately meteredAdd-on
AutomationNative but separately meteredAdd-on
Status describes current public packaging, not relative quality. Heap entitlements and the wider Contentsquare portfolio can depend on plan, add-on, and contract.

For deployment, PostHog Cloud is the documented recommendation for most organizations. The open-source self-hosted path is labeled a hobby deployment without support or guarantees, and paid-plan features are Cloud-only. Heap has no public self-hosted application offering. Self-hosting also does not create compliance automatically: minimization, masking, access, deletion, backups, monitoring, and incident response remain necessary.

Pricing and customer ratings

Pricing and rating data was verified August 9, 2026. PostHog exposes many public meters; Heap exposes a free allowance and session-based packaging, while most paid dollar rates and major add-ons require a quote.

PostHog pricing

PostHog

1M events

Free monthly analytics allowance · verified August 9, 2026

Replay
5,000 web and 2,500 mobile recordings
Flags
1M requests
Groups
Paid identified-event meter
Other products
Separate survey, error, log, warehouse, pipeline, workflow, and AI meters

See PostHog pricing

Heap pricing

Heap by Contentsquare

10K sessions

Free monthly allowance · verified August 9, 2026

History
Six months on Free; plan/add-on dependent thereafter
Paid unit
Monthly sessions plus plan and add-on packaging
Replay/errors
Experience Analytics custom-quoted add-on
Accounts
Account-Based Analytics on qualifying plans

See Heap pricing

Detailed pricing cautions

PostHog’s first paid rates differed by anonymous versus identified analytics events and by each product meter. A Heap quote should specify session calculation, environments, history, Account-Based Analytics, Experience Analytics, replay sampling and retention, Error Analysis, Heatmaps, Connect, Activate, regions, support, overages, and contract minimums. Compare the same workload and count implementation, governance, privacy, warehouse, training, and companion tools.

Customer rating

PostHog

4.5/5

1,054 G2 reviews · verified August 9, 2026

Recurring positives

  • Broad integrated platform
  • Developer experience
  • Replay, flags, and experiments

Recurring criticisms

  • Learning curve
  • Growing product surface
  • Several meters to budget

Review PostHog’s G2 record

Customer rating

Heap by Contentsquare

4.4/5

1,097 G2 reviews · verified August 9, 2026

Recurring positives

  • Autocapture
  • Visual event definition
  • Journeys and funnels

Recurring criticisms

  • Taxonomy and repair work
  • Pricing opacity
  • Advanced setup

Read Heap reviews

Ratings are directional signals, not benchmarks. Use themes to define a proof of concept; they cannot prove security, performance, data correctness, contract quality, or fit at your scale.

Which should you choose?

Final recommendation
ChoiceChoose it whenImplementation caveat
PostHogEngineering wants an integrated product-building and evidence platformAssign owners and budgets to every enabled product
HeapAutocapture, retroactive definition, Journeys, and experience analysis leadMake every paid entitlement, history rule, and add-on explicit
Use both temporarilyYou are migrating or validating a release workflowHistorical definitions and replays are not portable

Pilot the same missed-event investigation, funnel, retention cohort, account analysis, replay diagnosis, and governance repair. Measure time to a trusted answer, maintenance after a UI change, privacy controls, and total operating cost.

Where Hymetry fits

Hymetry is narrower account-centric product intelligence for B2B SaaS. It fits when teams need to understand how Companies and their Users adopt grouped Pages or product areas, how broad and concentrated that adoption is, and which Visits explain a signal.

Engineering breadth, experience breadth, and account evidence
DecisionConsider Hymetry whenChoose PostHog or Heap whenHymetry’s limitation
Primary unitCustomer company and users inside itGeneral events, persons, sessions, or journeys leadNarrower analytical surface
InvestigationAccount signal → adoption breadth → users → VisitsFlexible analysis or broad experience evidence is primarySmaller ecosystem
Platform needFlags, experiments, errors, and enterprise DX are not centralYou need PostHog engineering breadth or Heap/Contentsquare experience breadthNo comparable general platform

Explore Companies, Users, Pages, and Visits.

Frequently asked questions

Which has stronger autocapture?

Heap makes autocapture, visual definition, history, and repair the center of its product workflow. PostHog also autocaptures common web interactions and supports retrospective Actions, but its center of gravity is the broader engineering platform.

Can both define events retroactively?

Yes, over retained evidence. PostHog Actions can classify previously captured raw events; Heap can label captured interactions and repair definitions. Neither can recover a property, business outcome, or session that was never captured or has expired.

Which has better session replay?

PostHog connects replay to engineering evidence such as flags and errors. Heap connects replay to Journeys, heatmaps, friction, and experience analysis. Test the exact web/mobile framework, masking, search, retention, and plan entitlement.

Which includes feature flags and experiments?

PostHog includes native flag delivery and experiment analysis billed through flag requests. Heap can analyze externally supplied experiment variants but no comparable native standalone flag-delivery product was identified in current public packaging.

Which supports B2B account analytics?

Both do through paid packaging: PostHog Group Analytics and Heap Account-Based Analytics. Both need stable company context. Neither automatically calculates adoption breadth, user penetration, or champion concentration without deliberate definitions.

Which can be self-hosted?

Only PostHog has a documented self-host path, and its own guidance labels it an unsupported hobby deployment without guarantees; paid-plan features are Cloud-only. No public self-hosted Heap application was found.

Sources

Disclosure: Hymetry publishes this comparison and appears only where its narrower B2B account model is relevant. Ownership, product claims, prices, ratings, and video metadata were verified August 9, 2026 and may change.

Methodology and evidence limits

Official PostHog, Heap, and Contentsquare product, pricing, implementation, privacy, and deployment documentation was prioritized. G2 supplied the shared rating source. Vendor and commercial-agency videos provide disclosed workflow orientation only.

No authenticated tenant, quote, or performance benchmark was used. Heap paid dollar pricing remains quote-based, and PostHog rates are point-in-time references.

Full source directory

Ownership and pricing

PostHog official sources

Heap and Contentsquare official sources

Ratings and video context

Additional preserved references

These references supported the original detailed article and remain available for claim verification and further reading.

About Hymetry

Hymetry is account-centric product intelligence for B2B SaaS. It helps teams understand how customer companies and the users inside them adopt and use their product.