Capability

Real-time data your systems can build on.

We find the right sources, handle the licensing and connect live observational data into your own systems as clean, low-latency feeds. 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.

Sourcing and licensing

The hard part is rarely the pipeline. It is knowing which source is authoritative, what it costs, what its terms allow and how fresh it really is. We do that work with you: identify the right providers, from national observation networks and institutional APIs to commercial feeds, negotiate and document the licences, and build the integration so the data lands in your systems under terms you own.

We do not resell data and we do not scrape. Every feed is licensed to you, provenance is documented, and we are straightforward about what a source can and cannot deliver.

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