Data Engineering for Education & EdTech

Pipelines without tests are pipelines nobody trusts, and untrusted numbers get quietly replaced by someone's spreadsheet. We ship the tests with the pipeline.

In education & edtech, student data protection and academic integrity constrain what may be automated at all. 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 administrative query handling, usually integrated against LMS. We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. We hand over with runbooks, tests and a team that knows how it works, not a dependency.