Capability

Real-time data your systems can build on.

We ingest, normalize and serve live data streams from aviation, weather, markets and operations as clean, low-latency APIs. Measured, not assumed.

What we build

Most live data arrives messy: different formats, different cadences, timestamps that mean different things, sources that go quiet without warning. We build the layer that turns that into something dependable: a pipeline from raw source to a single, versioned schema, served through an API your applications, models and agents can rely on.

The same infrastructure that runs our own systems runs for clients: event-driven ingestion on Google Cloud, a normalized stream for live consumers, and a full historical archive in BigQuery for backtesting, audit and analysis.

How it works

Ingest. We connect to the source as close to origin as its terms allow: sensor networks, observation feeds, operator systems, market venues. Every record is stamped at arrival, so freshness is a fact, not a claim.

Normalize. Units, identifiers, time zones and edge cases resolved once, upstream, so every consumer sees the same clean record. One schema across sources, with change control when it evolves.

Serve. Delivered as an API, a stream or a table, depending on what your systems need. Latency is measured end to end and visible to you; we show you the numbers rather than describe them.

Aviation & weather

A proven core of this work is low-latency observational data: airport and meteorological observations, ingested continuously and served with second-level freshness. It is demanding data: high cadence, many stations, strict resolution rules. It has shaped how we build everything else.

For data partners

We consume feeds as well as produce them. If you operate a data source, we integrate under agreed terms, respect licensing and attribution, and can serve your data downstream with the same guarantees we hold ourselves to. That might be an observation network, an aviation or meteorological service, or a market or operational data provider.

We do not scrape. We build on licensed and open sources, we document provenance, and we are straightforward about what we do and do not have.

Fresh, measured, and yours to build on. Not a dashboard. A foundation.