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The Scale Mindset

Vinayak Gaur

Deep-dive system design for engineers who want to think at the level top companies actually hire for.

Platform
Substack
PricingOnly free issuesPublishesTwice weekly
Issues11Founded8 months agoLast Issue7 days ago
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Latest Issues

Why Netflix Won't Write to Two Databases at Once: Change Data Capture Explained

Zero results. Ana, a production coordinator at Netflix Studios, saved a new film called Night Train a minute ago, and search can’t find it. The movie database has it. The search index has never heard of it.

Ana is our example, but the gap...

7 days ago

Why Cloudflare's New Stream Waits a Second on Purpose: Event Streams Explained

Sale night, 8 p.m. Meera’s fraud checker crashes for four minutes, and her sneaker shop keeps taking orders the whole time. Every order in those four minutes was supposed to be checked for fraud. None of them were. The events were simply go...

14 days ago

How Airbnb Taught Computers What a Home Feels Like

Airbnb has millions of homes: treehouses, castles, city lofts, houseboats. When you look at one, Airbnb has to guess which others you’ll like, not by price or city alone, but by feel. Their answer was to turn every home into a list of just...

17 days ago

How Uber Eats Halved Search Time With No Big Fix

Uber Eats search had gotten so slow that Uber’s own engineers called it untenable. Then they cut the wait in half. The surprising part: no single change saved more than about 200 milliseconds. Some saved twenty.

In September 2026, Uber Eng...

21 days ago

How 5 Servers Agree on One Truth: Raft Consensus Explained

The server in charge just crashed. In the Raft authors’ own tests, with fixed election timers, the other four servers argued for more than ten seconds about who should take over. Then they added five milliseconds of randomness, and the medi...

24 days ago

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  • Vinayak Gaur

    Engineering Manager enthusiastic about System Design

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