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Sift is a unified observability platform designed for mission-critical hardware and machines. It assists engineering teams in ingesting, storing, and analyzing large volumes of telemetry data in real time. The platform is particularly beneficial for organizations in aerospace, defense, energy, robotics, manufacturing, and autonomous vehicles, where quick access to machine data enhances reliability and accelerates development. The core offering includes telemetry infrastructure that supports real-time data ingestion, managed data pipelines, visual analysis, sharing, automated data review, and anomaly detection for complex hardware systems. Sift aims to make machine data usable and actionable without the need for extensive custom infrastructure. Founded in 2022 by former SpaceX engineers Austin Spiegel and Karthik Gollapudi, Sift is based in Marina del Rey, California.