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Presence at Scale: The Truth Behind the Green Dot

Engineering · Jul 14, 2026 · 7 min read · In Engineering

Presence at Scale: The Truth Behind the Green Dot

The little green dot looks simple. Behind it is a distributed system tracking heartbeats from millions of devices, deciding in real time who is genuinely online and who just lost signal in an elevator.

We use a grace-period model: brief network blips don't flip you offline, but a real disconnect updates your last seen within seconds.

This post covers the presence architecture, the sweeper that catches stuck sessions, and why "last seen" is harder than it looks.

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Presence at Scale: The Truth Behind the Green Dot | TalksTry