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Making Smart Trade-Offs in Analytics: A Slack Tracking-Plan Journey

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This post introduces the Core Entity Test to decide when to create new events versus reusing existing ones with more properties. It includes real-world pitfalls around analytics debt and rising costs, with insights on designing for long-term maintainability.

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How Data Governance Can Help Collect Good Event Data

João Lousada outlines how a data governance strategy prevents analytics drift. He emphasizes the role of casing rules, ownership tags, and source-of-truth documentation in keeping instrumentation aligned with product changes. Great for teams scaling analytics without chaos.

databeats.community · João Lousada
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The UX of Event Architecture — An Amplitude Reintegration Story

In this Amplitude reintegration story, Moss Pauly shows how reducing events to a <30 schema improved usability for analysts. Events were refactored to prioritize clarity and team ownership, with event routing and validation set up before hitting Amplitude.

medium.com · Moss Pauly
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More Than 30 Unique Tracking Events Will Cause You Problems

Based on product audits, this post explains how exceeding 30 core events leads to confusion, duplicative metrics, and inflated tooling costs. Timo recommends modeling a small set of core entities and using properties to capture UI-specifics. Includes governance tips.

timodechau.com · Timo Dechau

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Deep dives on Product Analytics, Event data, Metric Trees and operational nerdiness.

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