Product Analytics vs Web Analytics: What the Difference Means for Your Stack
Product analytics tracks in-app behavior. Web analytics counts site traffic. Learn the key differences and which tool your stack actually needs.
Read article →Practical writing on measuring what matters — privacy-first analytics, Google Analytics alternatives, SEO, and fast dashboards.
Product analytics tracks in-app behavior. Web analytics counts site traffic. Learn the key differences and which tool your stack actually needs.
Read article →Pageviews count requests, not attention. Learn which engagement signals — scroll depth, interaction depth, return frequency — actually predict retention and how to collect them correctly.
Read article →Micro-frontends split code ownership between teams — here is how to keep analytics unified with a shared data layer, typed event contracts, and cross-module funnel tracking.
Read article →Acquisition cohorts measure whether the users you brought in last month came back. Behavioral cohorts test whether specific actions predict long-term stickiness. Here is how to instrument, query, and visualize both.
Read article →The five stages every analytics pipeline moves through — collection, transport, storage, transformation, serving — and when a managed tool already does it for you.
Read article →EU AI Act Article 50 transparency obligations went live August 2, 2026. Analytics teams using AI features now face disclosure requirements — here is what to audit this week.
Read article →Amplitude posted $100.9M in Q2 2026 — its first $100M quarter. Here is what the Statsig integration, the AI Analytics company pivot, and 30% enterprise customer growth mean for product analytics teams evaluating their stack.
Read article →Raw source/medium data is unreadable at scale. Learn to build a deterministic, ordered rule set that classifies sessions into channels, sets UTM precedence, and stops Direct traffic from hiding your real acquisition sources.
Read article →Service workers, offline interactions, and push notification clicks all break standard analytics. Here is how to queue failed events in IndexedDB, replay them via Background Sync, and measure installs and standalone sessions without losing data.
Read article →A developer's guide to tracking video plays, milestones, and completions across HTML5, YouTube, and Vimeo — with event schemas and code that hold up in production.
Read article →The IAB’s new framework introduces the 4 Ps model for tracking brand presence in ChatGPT, Perplexity, and Google AI Overviews — and sets two data quality tiers that will determine how vendors can sell AI visibility metrics.
Read article →A tracking plan maps your business questions to the exact events and properties that answer them. Learn to define goals, build the spec, assign owners, and keep it versioned so your instrumentation stays accurate.
Read article →Analytics bugs are silent — no stack trace, no failed build, just missing or doubled events distorting decisions. A developer's guide to diagnosing broken events, duplicate counts, CSP blocks, and SPA tracking gaps before they cost you data.
Read article →Google's Platform Properties went global on July 29, 2026, letting teams track Instagram, TikTok, X, and YouTube search performance in Search Console alongside site data. Here is what the new data surface changes for analytics workflows.
Read article →Google expanded GA4's Ask Advisor on August 10 with AI-generated homepage performance Overviews and anonymised industry benchmarking. Here is what changed, what data leaves your property, and what it means for your measurement workflow.
Read article →Building your own analytics dashboard means running a small distributed system. Here are the four layers, the architecture trade-offs at each, and when building beats buying.
Read article →Inconsistent event names silently break analytics queries. Learn the naming patterns, property schemas, and team conventions that keep your event taxonomy clean and queryable.
Read article →The EU Council stripped Article 88b from the Digital Omnibus in June 2026, keeping cookie banners mandatory. Article 88a still introduces a six-month re-request ban and an audience measurement exception that excludes GA4.
Read article →Most A/B test failures are analytics failures — wrong conversion event, contaminated segments, or a decision made too early. Here is how to tag variants, pick the right metric, and read results without false positives.
Read article →Most analytics setups are blind to client-side JavaScript exceptions that silently break features. Here is how to wire up browser APIs to capture front-end errors as analytics events — and turn your dashboard into an early-warning system for broken UX.
Read article →Adobe CJA August 2026 ships Consent Policy Filtering, excluding non-consenting visitors before data ingestion. Here is what changes for measurement teams — and why pre-ingestion filtering is more robust than tag-based consent suppression.
Read article →Cloudflare launched Identity-Aware AI Gateway in open beta on August 5. It ties every AI prompt to a verified employee identity via SAML, enabling per-user cost tracking and behavioral anomaly detection for enterprise AI usage.
Read article →Nielsen is acquiring DoubleVerify in a $2.15 billion all-cash deal, combining audience measurement with ad verification. Here is what the consolidation of the independent measurement layer means for analytics teams and first-party data strategy.
Read article →The data layer decouples your analytics from your HTML. Here’s what it is, why DOM-scraping breaks, and how to structure clean event data.
Read article →Adobe is shutting down its legacy 1.4 Analytics APIs on August 12, 2026. Any pipeline calling api.omniture.com breaks silently that day. Here is the three-day checklist and migration path to the 2.0 APIs.
Read article →Google began using IP addresses for ad measurement and personalization across the EEA, UK, and Switzerland on August 3. Here’s what analytics teams must check in their CMP and Consent Mode setup now.
Read article →One year after a jury found Meta liable under CIPA for collecting sensitive health data via the Flo app, $8B in statutory damages is still pending. What analytics teams building health or wellness apps must audit now.
Read article →From August 17, 2026, Shopify’s app auto-sends four mid-funnel events to GA4 — with no deduplication. If you already track view_cart or remove_from_cart via GTM, your counts double. Here is the twenty-minute audit to run before the date.
Read article →A standard setup logs a broken URL as an ordinary pageview, so your 404s hide in plain sight. Here is how to fire a dedicated not-found event, capture the referrer that caused each broken link, and turn errors into an ordered fix-it queue.
Read article →Google switched on a diagnostic on July 30 that spots missing GBRAID and gad_ parameters — the tags that keep paid clicks from being misread as organic. Here is what it catches, and what it still leaves you to fix.
Read article →Shopify’s Google & YouTube app now routes purchases to GA4 server-side, with an August 17 update adding mid-funnel events. Here is what it fixes for your analytics — and what it quietly leaves broken.
Read article →Bots now make up more than half of web traffic, and July 2026 crawler data shows the AI mix reshuffling month to month. Here is what that does to your dashboard — and how to keep the numbers honest.
Read article →Your search box is the most honest source of intent you own — including the things visitors couldn't find. Here's how to capture the query, the results count, and zero-result searches without leaking personal data.
Read article →Google gave AI assistants their own GA4 channel in 2026 — but it leaves out Perplexity and misses 35-70% of AI referrals that arrive with no referrer. Here is what it counts, and what to measure instead.
Read article →On August 1, 2026, California's DROP forced 500+ data brokers to start deleting residents' data every 45 days. Here is what that means for the data your site collects — and whether it makes you a broker.
Read article →The FTC sued Hims & Hers on July 29, 2026 over pixels that fed health data to Meta, Snap and a dozen more ad platforms — despite a privacy policy. Here is what analytics teams should take from it.
Read article →First-touch, last-touch, linear, time-decay, position-based — a plain-English guide to what each attribution model credits, where it misleads, and how to pick one your data can actually support.
Read article →A US Senate hearing on August 4, 2026 put surveillance pricing on the record. It runs on the same behavioral data your analytics stack already collects — here is why that matters.
Read article →A federal judge tossed a Wiretap Act case over Google Analytics and the Meta Pixel on July 10, 2026 — but the liability it left behind should change how you collect data.
Read article →A single conversion number hides where everyone else gave up. A developer's guide to defining steps as events, ordered vs unordered funnels, conversion windows, and reading drop-off honestly.
Read article →Counting submit clicks counts failures as leads. A developer's guide to firing started, succeeded, and failed events, catching validation errors, and killing double counts.
Read article →Bounce rate isn't a content grade — it counts single-hit sessions, so a satisfied reader who leaves looks identical to a failure. Why it drags time-on-page to zero, how GA4's engaged-session model changed it, and what to measure instead.
Read article →A pageview says someone arrived; scroll depth says whether they read it. Percentage vs. element milestones, throttling the scroll event with rAF, deduping thresholds with a Set, IntersectionObserver, and sending exit-time depth with sendBeacon.
Read article →One visitor across two domains reads as two people. Here's the mechanism that keeps a session intact across a domain boundary — link decoration, the client-ID handoff, and why third-party cookies no longer do the job.
Read article →Add a CSP and your analytics can go dark. Here's how to allow the script and its beacon through — script-src vs connect-src, nonces over unsafe-inline, and reading the console when a send is refused.
Read article →Outbound clicks and downloads never show up in a pageview counter. Here's a robust recipe: one delegated listener, deliberate classification, and a beacon that survives the navigation the click sets off.
Read article →The most valuable analytics event — final engagement time, scroll depth, the outbound click that navigates away — has to leave the browser exactly when a normal fetch gets cancelled. Why navigator.sendBeacon wins that race, how to fire it on visibilitychange, and when to fall back to fetch keepalive…
Analytics is one of the easiest ways to quietly wreck a fast Next.js site. Script placement with next/script, firing pageviews on App Router route changes, tracking custom events, and proving you did not touch your Core Web Vitals…
Everyone worries about bots inflating traffic; the quieter, costlier problem runs the other way — real people visit and never get counted. The five places visitors vanish (ad blockers, consent banners, JS errors, dropped beacons, browser caches) and how to recover them without invading privacy…
Read article →Open any dashboard and three numbers greet you — pageviews, sessions, unique visitors — and they never match. What each one actually counts, why the gap between them is normal, and which metric to quote for content, engagement, and audience-size decisions…
Read article →Open any dashboard and Direct traffic keeps swelling — but most of it is dark traffic: real campaign visits whose source the browser stripped before it reached you. Where the HTTP referrer goes, why it quietly breaks your budget decisions, and five ways to recover attribution…
Read article →A referrer tells you a visitor came from Twitter — not whether it was the paid promo, the founder's post, or the newsletter footer. UTM tags close that gap, but a loose convention quietly splits one campaign into a dozen near-duplicate rows. The five tags that matter and the rules that keep reports clean…
Read article →Running your own analytics stack promises full data ownership and no per-event bill — but hands you a database to keep alive and an uptime SLA you now owe yourself. An honest look at the real costs, where self-hosting wins, and the middle ground most teams actually want…
Read article →Pageviews tell you which URLs opened; they say nothing about who clicked "Buy" or gave up at step three. A developer's guide to naming events, structuring properties, choosing client vs server side, and keeping the data clean…
Read article →Lighthouse tells you how one synthetic run performed. It cannot tell you what your real visitors experienced on a mid-range phone — and that is the number Google ranks on. How to collect LCP, INP, and CLS from real users with the web-vitals library and route them into analytics you own…
Read article →The cross-site cookie that powered a decade of attribution is effectively dead — but you do not have to guess where conversions come from. How first-party events, server-side data, and disciplined UTM tagging give you a picture that is often more honest than the old one…
Read article →A surprising share of what analytics counts as visitors is never a person — crawlers, scrapers, monitors, and headless browsers inflate pageviews and crush your conversion rate. How to spot bot traffic and keep it out of your numbers, layer by layer…
Read article →If you never store an identifier, how do you count a returning visitor? A look at the daily-rotating server-side signature that powers cookieless analytics, what it can and can't measure, and why it lets most sites drop the consent banner…
Read article →An SPA never fires a fresh page load after the first one, so most analytics records exactly one pageview per visit and every deeper screen vanishes. How to fix it cleanly in React Router, Vue Router, and Next.js…
Read article →Where you collect analytics data — in the browser or on your own server — shapes what you can measure, how much it costs your page, and how exposed you are to blockers and privacy rules. How the two approaches differ, and how to pick the right mix…
Read article →Cloudflare replaced Pay Per Crawl with Pay Per Use and will block mixed-use AI crawlers on ad pages by default from September 15, 2026. Why an edge policy shift lands squarely in your traffic reports…
Read article →Connecticut's amended Data Privacy Act came into force on July 1, 2026 — a lower 35,000-resident threshold, a first-of-its-kind LLM-training disclosure duty, and no guaranteed cure period. Here's the analytics angle…
Read article →Google Analytics has been the default for tracking website traffic for years, but its privacy trade-offs, page weight, and reporting complexity make i…
Read article →One of the most persistent myths in website ownership is that taking Google Analytics off your pages will damage your position in search results. It w…
Read article →MetricsWave has been growing quickly — event volume has roughly tripled over recent months, all while the service continues to run on a single modest …
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