Dashboards lie when pipelines leak. Models drift when data arrives late. Get the foundation wrong and nothing above it holds. We build the layer underneath, across AWS, Azure, and GCP.
From source change to downstream decision, in milliseconds.
We build streaming pipelines that capture every insert, update, and delete the moment it happens, so your warehouse, your dashboards, and your agents are never looking at yesterday's truth.
Raw data is a liability. We turn it into an asset teams trust.
Most pipelines are held together by tribal knowledge and Slack threads. Ours are modular, tested, documented, and incremental by default — so refreshes are cheap, failures are loud, and lineage is never a mystery.
Your data lives in forty tools. We bring it home—reliably, completely and on time.
Salesforce, HubSpot, Stripe, Zendesk, NetSuite, internal APIs, partner feeds. Every source has its own quirks, rate limits, and failure modes. We've seen them all and designed around them.
The shape underneath decides the speed above.
A well-designed model answers questions in milliseconds. A bad one requires a data engineer every time marketing asks about last quarter. We design schemas for how your business ought to think.
Pipelines that watch themselves and speak to you before your users do.
The worst data incidents are the silent ones. We instrument every pipeline with freshness checks, volume anomaly detection, and SLA tracking, so problems surface on your dashboard, asap.
Greenfield or migration — we deploy storage that scales without surprises.
Whether you're building your first warehouse or moving off one that's buckling under its own cost, we design for the next five years, not the next quarter. Open formats, clear governance, predictable bills.
Data nobody can find is data nobody uses.
Your warehouse has ten thousand tables. Your analysts use forty. The other 9,960 are merely tech debt. We make every asset discoverable, understood, and owned, so trust scales with volume instead of collapsing under it.
300M+ events/day streamed, 100 Mbps sustained throughput. 600+ notebooks migrated with zero downtime. Whatever "big" means in your stack, we've shipped bigger.
Every pipeline ships with a semantic layer and sub-200ms query latency — ready for dashboards and LLM agents from day one.
Modular architectures you can tune to your workload. Open formats, transparent compute, and cost governance baked in — so your bill scales with value, not vendor lock-in.
Hundreds of governed metrics, full KPI catalogues, and column-level lineage on every engagement. "Done" means your team can extend it without calling us back.
Cross-cloud migrations across AWS, Azure, and GCP. Schema drift, multi-currency normalisation, data-availability lags, and the other gotchas nobody warns you about.
Zero proprietary frameworks. Zero black boxes. Readable, tested, version-controlled code your team owns the day we leave.