Tracking Debt: How It Accumulates and How to Pay It Down
Tracking debt is what happens when your event schema keeps growing but nobody cleans it up. Events added…
Event schemas, naming conventions, parameters and validation checklists for product analytics — GA4, GTM/data layer, conversion and lifecycle.
Tracking debt is what happens when your event schema keeps growing but nobody cleans it up. Events added…
Reading time: 8 min Every product has a moment where a new user “gets it.” Slack’s was 2,000…
Subscription businesses run on five revenue metrics — MRR, trial-to-paid, expansion, churn, and reactivation — and every one…
Standard ecommerce tracking gives you four events — view_item, add_to_cart, begin_checkout, purchase — and calls anything in between…
Reading time: 9 min Acquisition is the funnel stage that gets the most budget and the worst tracking.…
I live in Munich, run analytics projects across the EU, and have watched the same consent banner get…
Reading time: 10 min Google’s Consent Mode v2 became mandatory for EU advertisers in March 2024. If you’re…
I’ve watched three product teams in the last year ship tracking that looked fine on paper and returned…
B2B products don’t convert in a single session. A buyer researches for weeks, loops in stakeholders, requests a…
Mobile apps don’t behave like websites. Sessions are shorter, users switch between foreground and background constantly, and half…