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Product Usage Analytics at Pipedrive

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This case study shows how Pipedrive split responsibilities for event instrumentation: PMs define, engineers implement, and analysts advise. It walks through their workflow for designing, documenting, and QA'ing event data. A pragmatic guide for collaborative tracking setups.

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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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