Vishal Tyagi

Topic

product-analytics

7 items across this site.

Comparing Event-Deduplication Strategies for Client-Side Analytics

An open investigation into time-windowed vs.

Designing an Event Taxonomy for Amplitude

How to name events and properties so analytics stays usable as the product grows, instead of becoming hundreds of one-off strings.

Product Analytics Pipeline

Built a product analytics telemetry pipeline : a provider abstraction over Amplitude, typed event schemas, Hive-backed client buffering, and sliding-window deduplication.

Behavioral Event Pipeline Design

Case study of the ProductAnalytics pipeline: environment isolation, sliding-window deduplication, and Hive-backed buffering for high-frequency CRM activity.

Make analytics events boring on purpose

The unsexy taxonomy rules that keep Amplitude usable after the third redesign — and why exciting event names are usually a future outage.

Turning scattered product behavior into systems

A recurring theme in product engineering: ambiguous, duplicated behavior across screens is more dangerous than it looks, and the fix is rarely glamorous.

Amplitude's Event Taxonomy Documentation

Amplitude's own guidance on event/property naming and taxonomy planning — used as a reference while building out the analytics layer described in the Product...