Root Cause Analysis Ci/Cd Orchestration Simulation Analysis
Validate
02
Manufacturing Monitoring Mes Data Enrichment Automated Compliance Reporting
Operate
03
Real-Time Monitoring Fleet Orchestration Life Cycle Management
UNIFY DATA ACROSS THE HARDWARE LIFECYCLE
A modern software platform for developing, validating, and operating hardware
Develop
01
Root Cause Analysis Ci/Cd Orchestration Simulation Analysis
Validate
02
Manufacturing Monitoring Mes Data Enrichment Automated Compliance Reporting
Operate
03
Real-Time Monitoring Fleet Orchestration Life Cycle Management
SIFT INFRA
Data infrastructure built for modern machines
Making and operating complex machines means vast amounts of telemetry data. Build with infrastructure made for high-rate, high-cardinality hardware telemetry. Sift scales with you.
Sift is for those who build machines without limits
Two Cities, 80 People, One Mission
Sift is expanding to two cities with new senior leaders across engineering, product, sales, and design to bring modern data infrastructure to rockets, robots, and autonomous machines.
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From intuition to institution: How the best hardware teams turn engineering judgment into compounding velocity
A hardware team's most valuable asset is the accumulated judgment of its engineers. The instinct to protect it by freezing the design is ironically what destroys it. Here's how the best teams manage risk through change and turn attrition risk into engineering acceleration.
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How Sift built instant search across millions of sensors
When your mission is on the line, every second counts. See how we made search 20x faster: from regex to real time.
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When Grafana dashboards stop being enough
You'll outgrow your Grafana backend before you outgrow Grafana. Here's how to keep the dashboards you love without the infrastructure pain.
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The data problem no one solved
Sift co-founder and CTO Austin Spiegel joins the BUILT Leaders podcast to discuss why hardware telemetry has lagged decades behind software observability — and how lessons from SpaceX and Riot Games shaped Sift's product, team, and culture.
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Tracking Orion around the Moon with Sift
Follow NASA’s Artemis II mission beyond low Earth orbit through real telemetry—visualized in Sift to reveal how Orion’s journey unfolds in data.
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Fast Company: Inside the SpaceX founder factory
An inside look at how SpaceX’s engineering culture is spawning a new generation of founders tackling hard, real-world problems across industries.
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CI/CD for hardware: enabling rapid development, testing, and scaling
As hardware evolves, the data and logic to validate it gets left behind – except with Sift.
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We Raised $42M to Replace the Legacy Tooling Hardware Engineers Still Depend On
Sift is building the observability layer for hardware, turning fragmented sensor data into real-time, AI-ready insights for mission-critical systems.
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Machines Without Limits: Announcing the Sift 2026 Winter Release
From test stands to orbit, this release extends Sift across the full hardware lifecycle.
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Sift joins the NVIDIA Inception program
Accelerating development of tools for automated anomaly detection using NVIDIA’s AI frameworks.
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Never miss a signal.
Let’s talk about how Sift can streamline development, reduce risk, and accelerate certification.