Firebase Analytics Alternatives When BigQuery Isn't Enough
Practical Firebase analytics alternatives scored on migration effort, not marketing: Mixpanel, PostHog, Amplitude, and Kixo, with honest cost and history caveats.
All articles
24 published articles, newest first.
GA4 vs Product Analytics: Where GA4 Stops Being Enough
A practitioner's take on GA4 vs product analytics: why session scoping breaks feature funnels, a 10-question audit, and honest graduation paths.
Session Replay vs Heatmaps vs Product Analytics
Session replay vs heatmaps vs product analytics: three tools answer three different questions. Here's how the data types differ and how to chain all three.
CDP vs Product Analytics vs MMP: Which Do You Need?
CDP vs product analytics vs MMP explained by where your data lives — a practical decision tree for which tool your team actually needs, and when.
Product Analytics With Email: Combined Tool vs Separate Stack
When does product analytics with email belong in one platform versus a best-of-breed stack? A team-shape scoring framework, the real silo tax, and honest tool notes.
Analytics Tool Consolidation: 5 Point Tools vs One Suite
Analytics tool consolidation cuts license and maintenance costs at low-to-mid volume, but the per-category math flips at scale. Here's the TCO teardown.
Best All-in-One Growth Platforms for 2026
The 2026 all in one growth platform test: does a segment built in analytics auto-flow to email and push with no export? Klaviyo, Braze, Customer.io scored.
Best Braze Alternatives in 2026 for Customer Engagement
A hands-on look at the best Braze alternatives in 2026, with a multichannel parity table plus real pricing, and the cutoff for when a lighter tool wins.
Free Session Replay Tools Compared: Limits and Catches
A hands-on comparison of free session replay: recording caps, retention windows, sampling, and the data-monetization catches behind each free tier.
Best Mobile Session Replay Tools for iOS and Android (2026)
A hands-on shortlist of mobile session replay tools that record native iOS and Android screens, not just WebViews, with pricing gotchas and honest trade-offs.
Best Hotjar Alternatives in 2026 (Free and Paid)
The best Hotjar alternatives in 2026, from free Clarity to paid replay platforms, matched by session caps, pricing, retention, and native mobile support.
Branch vs AppsFlyer for Deep Linking: Who Routes Better
A branch vs appsflyer deep linking head-to-head: deferred links, universal/app-link setup friction, and web-fallback behavior tested against real edge cases.
Best AppsFlyer Alternatives in 2026 (SMB to Enterprise)
The AppsFlyer alternatives worth testing in 2026, with real per-conversion costs, deep-link trade-offs, and a migration checklist that keeps cohorts intact.
Best Product Analytics Tools for PLG Startups, By Stage
Product analytics for startups, mapped to stage: free-tier limits, time-to-first-insight, and honest picks for pre-PMF teams versus scaling ones.
Warehouse-Native vs Bundled Product Analytics
A buyer's framework for warehouse native analytics vs bundled suites: five questions and a 2x2 that map latency, data ownership, cost, and activation.
Product Analytics Pricing: Event vs MTU vs Seat Models
Product analytics pricing compared across event-based, MTU, and seat models, with normalized cost tables at 100k, 1M, and 10M users.
Best AI-Native, Chat-First Analytics Tools in 2026
A hands-on ranking of AI analytics tools for 2026, with a 10-prompt test that separates chat-first-native platforms from bolted-on copilots.
Best PostHog Alternatives for Teams Who Won't Self-Host
Managed PostHog alternatives compared: real self-host TCO math, event-pricing gotchas, and a feature-parity table for teams that don't want to run infra.
Best Mixpanel Alternatives in 2026: Pick by Data Model
The best Mixpanel alternatives in 2026, compared by data model and real cost at scale, so you pick a tool that survives your next 10x in event volume.
Best Amplitude Alternatives in 2026 (By Reason to Switch)
The best Amplitude alternatives in 2026, mapped by why teams actually switch: price shock at scale, SQL complexity, or the need for session replay.
Klaviyo vs Mailchimp vs Braze vs Customer.io (2026)
Klaviyo vs Mailchimp, Braze, and Customer.io compared for 2026: channel coverage, data model, and real pricing at defined list sizes, plus a fit verdict.
Hotjar vs FullStory vs LogRocket vs Clarity: Replay Compared
Hotjar vs FullStory, plus LogRocket and Microsoft Clarity: an honest four-way session replay comparison on fidelity, pricing, privacy, and mobile.
AppsFlyer vs Adjust vs Branch vs Singular: 2026 MMPs
An honest 2026 comparison of AppsFlyer vs Adjust, Branch, and Singular: SKAN depth, fraud, deep linking, and exactly which features hide behind the top tier.
Mixpanel vs Amplitude vs PostHog vs Heap: 2026 Test
A hands-on mixpanel vs amplitude vs posthog comparison (plus Heap) on real pricing, session replay, self-host, and the overage clauses vendors bury.