Design real-time per-status device counts

Quick Overview

This question evaluates a candidate's ability to design scalable, fault-tolerant real-time aggregation systems that produce per-minute status counts, including considerations for event-time versus processing-time semantics, out-of-order and late arrivals, deduplication, and missing heartbeats.

Design real-time per-status device counts

Company: Verkada

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Technical Screen

Overview: This question evaluates a candidate's ability to design scalable, fault-tolerant real-time aggregation systems that produce per-minute status counts, including considerations for event-time versus processing-time semantics, out-of-order and late arrivals, deduplication, and missing heartbeats.

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Verkada
Jan 19, 2026
mediumSoftware EngineerTechnical ScreenSystem Design
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