Data Engineering for Chemicals & Process Industry

We model dimensionally because analysts have to be able to answer a question without asking an engineer first. That is the whole point of a warehouse.

In chemicals & process industry, process safety and environmental compliance dominate every operating decision. That single fact reshapes how data engineering has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is process parameter optimisation, usually integrated against LIMS. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.