Mission-critical

Sift is building the observability layer for hardware, turning fragmented sensor data into real-time, AI-ready insights for mission-critical systems.

Sim Wang went to Rensselaer to become a rocket scientist. Twenty years of simulation, digital twins, and autonomous driving later, he joined Sift to work on the problem that ran underneath all of it: engineering data.

Your agent can now talk directly to Sift, alongside your code, notebooks, and local data. Ingest, explore, and analyze hardware telemetry without leaving the workflow you already use.

Plantd turns the world's fastest-growing grasses into carbon-capturing structural panels. To support their unique manufacturing process, their engineers use Sift to monitor every machine in the factory, tie anomalies to specific panel batches, and catch problems before they cause downtime.

A useful telemetry record follows the way an investigation unfolds: from the live value, through the history around it, into the work your team shares in its Sift tenant after the test.

Curate a set of nominal test runs, align them on the events that matter, and automate review against that baseline as your campaign grows with Sift Families. See how Sift Families can accelerate your test cadence.

Longshot Space is building a kinetic launch system where success or failure hides in a fraction of a second. See how they use Sift for data fidelity and granularity because the details that decide success and failure can't get averaged away.

Sift, the data infrastructure platform for physical AI, has achieved FedRAMP High certification in partnership with Knox Systems, the largest federal managed cloud provider. The authorization gives federal agencies access to a purpose-built platform for hardware sensor data — with automated anomaly detection, real-time review, and long-term retention across programs — clearing the way for Sift to expand into national security and defense work.

The most impactful practice in modern software development is now available for hardware. Sift enables continuous validation for complex machines. This is how CI/CD principles and Sift’s Rules give engineers continuous releases, greater certainty, and less risks and costs.

Propulsion development lives or dies by test cadence. When the data pipeline is fragmented , the iteration loop slows. The Exploration Company (TEC) tests with Sift, accelerating two of Europe’s most ambitious propulsion programs: the Mistral green hypergolic thruster and the Huracan electric-pump-fed cryogenic rocket engine.

Sift is expanding to two cities with new senior leaders across engineering, sales, and design to bring modern data infrastructure to rockets, robots, and autonomous machines.

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.

When your mission is on the line, every second counts. See how we made search 20x faster: from regex to real time.

You'll outgrow your Grafana backend before you outgrow Grafana. Here's how to keep the dashboards you love without the infrastructure pain.

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.

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.

An inside look at how SpaceX’s engineering culture is spawning a new generation of founders tackling hard, real-world problems across industries.

As hardware evolves, the data and logic to validate it gets left behind – except with Sift.

From test stands to orbit, this release extends Sift across the full hardware lifecycle.

Accelerating development of tools for automated anomaly detection using NVIDIA’s AI frameworks.

How we cut hardware fault triage from hours to seconds by connecting Sift's real-time detection with Palantir Foundry + AIP

When the race back to space is a natsec priority, offering on-prem deployments to support air-gapped environments is not a “nice-to-have.” It’s table stakes.

Energy infrastructure for the next generation of compute

How Sift supports the technologies of tomorrow's warfighters.

Anna Waldron is building data infrastructure that holds up under pressure, helping aerospace teams trace failures and move faster with confidence.

Kevin Limburg went from using Sift to building Sift. Find out why he joined the team that powers the telemetry infrastructure for satellites, autonomous freight vehicles, airplanes, and more.

Alexa Agnew went from managing roadmaps to writing code. Now she’s building the software behind tomorrow’s launch systems.

K2 went from a small startup that produced 10MB of data/year to several TB/day. And they can stream all of it seamlessly on Sift.

From tracking China's space program to helping US rocket teams move faster, Mike Casey brings urgency and impact to his work at Sift.

Russ Parrish designs the tools behind rocket launches and robotic surgery. Now he’s building for the next wave of hard tech at Sift.

Karthik shares lessons from SpaceX and discusses how Sift simplifies hardware observability so teams verify behavior, capture knowledge, and move faster.

Learn how aerospace and defense teams are closing the traceability gap with real-time genealogy to reduce risk, speed audits, and improve reliability.

Teams who can see, understand, and act on complexity in real time will define what’s next. The age of flying blind is over. This is what comes after.

CX2 has partnered with Sift to move from test to insight without delay — accelerating root cause and powering confident decisions at flight speed.

Operating a single satellite is one thing—managing a constellation is another. K2 Space turned to Sift for instant root-cause analysis, seamless data review, and an engineering workflow built for scale.

Discover how Astro Mechanica uses Sift to refine supersonic jet testing with precision, speed, and clarity.

Discover how Critical Loop uses Sift’s real-time telemetry to tackle utility grid instability and ensure reliable mobile energy delivery.

With Sift managing their data systems, JetZero accelerated innovation while maintaining clarity and precision in operations. Read our latest customer story.

Managing massive telemetry data streams is tough. Learn how Sift uses LTTB downsampling to balance efficiency, accuracy, and critical insight preservation in real-time analysis.

Sift's CTO, Austin Spiegel, reflects on lessons from SpaceX and Riot Games, and how Sift is helping engineers simplify data complexity in modern hardware

Learn how Karthik applied first principles from SpaceX to build Sift, tackling engineering complexity and shaping tools for mission-critical systems.

SIft named a top innovator by Fast Company. From lunar rovers to freight rail, Sift’s platform empowers engineers with robust data insights to improve AV safety, efficiency, and compliance.

Sift's CEO Karthik Gollapudi and CTO Austin Spiegel recently appeared on the Pathfinder podcast to discuss our mission of revolutionizing software tools for complex machines, with a focus on advanced telemetry solutions.

In the aviation industry, safety and reliability are paramount. Reliable Robotics, a Mountain View-based company founded in 2017 by experienced aerospace engineers Robert Rose and Juerg Frefel, is taking a measured, practical approach to enhancing aviation safety through automation. Their mission is to bring safe, certified autonomous systems to commercial and defense aviation.