Mission-critical

Making and operating complex machines means vast amounts of telemetry data. Build with infrastructure that was made for high-rate, high-cardinality hardware telemetry. Sift scales with you.

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Inside the airgap: how Sift powers mission-critical operations

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

Energy infrastructure for the next generation of compute
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From SpaceX to the Pentagon: Building the "Big Six"

How Sift supports the technologies of tomorrow's warfighters.
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Working at Sift: Anna Waldron

Anna Waldron is building data infrastructure that holds up under pressure, helping aerospace teams trace failures and move faster with confidence.
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Working at Sift: Kevin Limburg

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.
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Working at Sift: Alexa Agnew

Alexa Agnew went from managing roadmaps to writing code. Now she’s building the software behind tomorrow’s launch systems.
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Working at Sift: Mike Casey

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

Transform orbit determination from a manual process into an automated workflow with Sift.
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Why I joined Sift: Russ Parrish

Russ Parrish designs the tools behind rocket launches and robotic surgery. Now he’s building for the next wave of hard tech at Sift.
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Is El Segundo the Florence of Hard Tech?

El Segundo is becoming the Florence of hard tech, where engineers, founders, and investors unite around purpose, proximity, and building what matters.
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Scale Now or Pay Later

Generic databases weren’t built for telemetry. This post breaks down why high-frequency, schema-rich data demands a platform built for scale.
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N2K Podcast Recap

Karthik shares lessons from SpaceX and discusses how Sift simplifies hardware observability so teams verify behavior, capture knowledge, and move faster.
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The Compliance Bottleneck: Why Engineering Data Must Flow into Manufacturing (and Back)

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How Sift transforms hardware telemetry chaos into a trusted foundation for analysis

Sift gives hardware teams a consistent, governed way to work with telemetry making data easy to query, trust, and share across engineering workflows.
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Webinar Recap: Unifying Hardware Genealogy Across Aerospace and Defense Organizations

Learn how aerospace and defense teams are closing the traceability gap with real-time genealogy to reduce risk, speed audits, and improve reliability.
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The Sift Manifesto: Machine Without Limits

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.
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From Blind Spots to Breakthroughs: Closing the Traceability-Observability Loop in Aerospace

Complex machines demand complete clarity. Sift and Manufacturo close the loop between what was built and how it behaves accelerating diagnostics, certifications, and operational readiness.
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Why Frequent, Small Releases Strengthen Hardware Development

Frequent, small releases improve reliability in hardtech by automating validation and reducing late-stage risk. Learn how Sift’s Rules feature enables continuous releases without compromising safety.
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Test Like You Fly Starts with the Data, Not the Dashboard

Modern machines don’t stop changing at launch—they’re autonomous, software-defined, and always evolving. Testing can’t be a checkpoint. It has to be continuous.
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Engineering at the Speed of Flight

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

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Sift and Manufacturo Partner to Deliver End-to-End Machine Data Traceability Across the Hardware Lifecycle

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Why K2 Space Chose Sift to Power Scalable Satellite Operations

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.
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The Best Database is No Database

Legacy databases can’t keep up with real-time data. The future is modular, decoupled architectures that scale efficiently and power AI-driven systems. Read why the shift is happening now.
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Situational Unawareness: The Downside of In-House Telemetry

Situational Unawareness: Learn why in-house observability tools often fall short, leading to inefficiencies, knowledge silos, and operational risks in mission-critical industries.
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The Power of a Single Source of Truth in Satellite Missions

When data lives in silos, insights are lost. Learn how Sift empowers satellite teams with centralized, real-time observability.
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The Case for Unified Observability in Complex Machine Development

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Sift's Aerospace Observability Report

Aerospace professionals reveal how internal data tools are creating hidden costs, delays, and risks in hardware development, while stifling innovation.
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Stop Flying Blind

Monitoring with dashboards is reactive—like a check engine light. In our latest post we dig into the fundamentals of why “good enough” isn’t an option.
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The Case for Unified Observability in Propulsion System Development

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Streamlining Data-Driven Testing in Propulsion Engineering

Learn how unified telemetry streamlines data-driven testing in propulsion system development ensuring reliable testing across all phases.
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Sift Aerospace Observability Report

Aerospace professionals reveal how internal data tools are creating hidden costs, delays, and risks in hardware development, while stifling innovation.
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Burn the Boats: The Shift Propulsion Engineers Need to Make Now

Legacy systems hold engineering teams back, creating silos and increasing risk. Explore how committing to modern infrastructure enables faster iterations, real-time data insights, and better decision-making.
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We Were Promised Flying Cars, but Got 140 Characters: Why Propulsion Testing Must Evolve

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The Case for Unified Observability in Complex Machine Development

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Sift Aerospace & Defense Observability Report

Aerospace professionals reveal how internal data tools are creating hidden costs, delays, and risks in hardware development, while stifling innovation.
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Only the Paranoid Survive

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Burn the Boats

Legacy systems hold engineering teams back, creating silos and increasing risk. Explore how committing to modern infrastructure enables faster iterations, real-time data insights, and better decision-making.
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Stop Flying Blind

Monitoring with dashboards is reactive—like a check engine light. In our latest post we dig into the fundamentals of why “good enough” isn’t an option.
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Managing Risk Through Change: Lessons from Hans Koenigsmann’s Leadership at SpaceX

Risk isn’t the enemy—it’s a tool. Learn how Hans Koenigsmann’s SpaceX strategies—testing, adaptability, and knowledge-sharing, turn uncertainty into reliability.
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Critical Loop Enhances Real-Time Fleet Asset Monitoring with Sift

Discover how Critical Loop uses Sift’s real-time telemetry to tackle utility grid instability and ensure reliable mobile energy delivery.
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High Velocity, High Stakes: Building the Future of Supersonic Travel

Discover how Astro Mechanica uses Sift to refine supersonic jet testing with precision, speed, and clarity.
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The Power of a Single Source of Truth in Hardware

When data lives in silos, insights are lost. Learn how Sift empowers hardware teams with centralized, real-time observability.
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Combining Efficient Flight with SpaceX Expertise

With Sift managing their data systems, JetZero accelerated innovation while maintaining clarity and precision in operations. Read our latest customer story.
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Situational Unawareness: The Downside of In-House Telemetry

Situational Unawareness: Learn why in-house observability tools often fall short, leading to inefficiencies, knowledge silos, and operational risks in mission-critical industries.
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Launching Efficiency: How System V Engineering Enables Streamlined Releases for the Aerospace Industry

System V Engineering and Sift automation enable continuous validation, turning unpredictable cycles into scalable workflows for hardware engineering teams.
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The Org is the Product

Great machines start with great teams. Learn how customer-driven design, rapid iteration, and collective wisdom redefine how we build hardware in mission-critical industries.
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Antifragile Engineering

The hidden risk in hardware engineering isn’t failure—it’s knowledge loss. Discover how to break the bottleneck with tools and workflows that capture expertise.
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Enhancing Real-Time Telemetry Analysis with LTTB Downsampling

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.
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The Entropy of Institutional Knowledge

R&D knowledge loss slows innovation and costs teams time and resources. Read how we help hardware engineers capture, retain, and share critical insights.
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From SpaceX to Sift: Simplifying Data Complexity for Engineers

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
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Burn the Boats

Legacy systems hold engineering teams back, creating silos and increasing risk. Explore how committing to modern infrastructure enables faster iterations, real-time data insights, and better decision-making.
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Building on Hard Problems: Lessons from Karthik [Podcast Recap]

Learn how Karthik applied first principles from SpaceX to build Sift, tackling engineering complexity and shaping tools for mission-critical systems.
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Sift Named Winner in Fast Company's Next Big Things in Tech Awards

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.
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Outcomes > Inputs

Building reliable systems isn’t just about tools—it’s about outcomes. Learn how Sift’s ex-SpaceX engineers work with our customers to reduce risk and improve outcomes.
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Inside the Mission-Critical Mindset with Karthik [Podcast Recap]

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Sift Aerospace Observability Report

Aerospace professionals reveal how internal data tools are creating hidden costs, delays, and risks in hardware development, while stifling innovation.
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The Observability Odyssey

The surge in hardware data is overwhelming outdated monitoring tools. This post explores how observability transforms data review and problem-solving in aerospace and other industries.
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Stop Flying Blind: Hardware Observability 101

Monitoring with dashboards is reactive—like a check engine light. In our latest post we dig into the fundamentals of why “good enough” isn’t an option.
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Observability vs. Monitoring

Discover how observability is transforming hardware engineering, going beyond monitoring to uncover root causes and navigate the unexpected in complex systems.
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Why We Chose El Segundo as Our Launchpad

Proudly calling El Segundo home, Sift thrives in a community rooted in aerospace innovation, collaborating closely with engineers to build modern machines
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Payload Podcast: Telemetry Unleashed

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.
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Streamlining Data-Driven Testing in Aerospace Engineering

Learn how unified telemetry streamlines data-driven testing in spacecraft development ensuring reliable testing across all phases.
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Sift Interview Process: Engineering

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Sift's Values For the Machine Age

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Key-level Watermarking for More Reliable Hardware Telemetry

Learn how Sift improved Apache Flink with key-level watermarking to better handle multi-channel telemetry.
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A Guide to Understanding Startup Equity

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How Sift is Helping Reliable Robotics Pioneer Autonomous Aviation

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.
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We Were Promised Flying Cars, but Got 140 Characters: Why We Have a Better Release Process for Emojis Than Engines

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Mach Industries Revolutionizes Defense Manufacturing with Sift's Observability Platform

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Going to the Moon with Astrolab

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From Rockets to Roadways: How SpaceX Veterans are Revolutionizing Automotive Data

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Product Update: Introducing Stateful Functions

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The Case for Unified Observability in Complex Machine Development

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Revolutionizing Freight with Autonomous, Battery-Electric Rail Vehicles

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Avoiding the In-House Sinkhole

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Warning Signs of an Outdated Telemetry Stack

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Software for Hard Companies

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Evolving Past the In-House Model

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Only the Paranoid Survive

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Why We Left SpaceX to Solve the Biggest Challenge in Hardware Engineering

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Sift Raises $17.5M Series A to Propel the Future of Machine Innovation

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