Data engineering
Pipeline reliability audit
An independent read of an existing estate, returning the ranked list of what will fail and what it will cost.
1–2 weeksTypical duration
The problem this solves
Your pipelines run, but you have the uncomfortable sense that they are held together by conventions nobody wrote down.
What you receive
Artefacts you can hold, and that you can accept or refuse — never a list of activities.
- A written assessment of the estate, covering correctness, recoverability, cost and ownership
- The ranked risk list, each item with its failure mode and its blast radius
- The quick wins, separated from the structural work
- A costed remediation roadmap
Also in data engineering
Lakehouse foundation
An open-table-format estate with the catalogue, the layout, the compaction and the retention decided rather than defaulted.
Streaming backbone
A Kafka and structured-streaming spine with exactly-once semantics, checkpointing and replay, built so a late record has a defined fate.
Batch-to-streaming conversion
An existing nightly estate turned incremental without a rewrite, one pipeline at a time.