Data infrastructure and measurement for growing teams.
Platform assessment: two weeks of review across ingestion, storage, transformation and access control, delivered as a prioritised risk list with effort estimates.
Warehouse modelling: slowly changing dimensions, snapshot tables and metric layers designed for auditability rather than convenience.
Reliability engineering: cost and latency reviews, load testing, and incident playbooks for batch and streaming pipelines.