All work
Data & integrations
Long-running work against third parties that rate-limit, time out and disagree with each other.
The engineering is rarely the transformation. It is resumability, idempotence, and deciding what to do with the records that do not match anything.
Architecture diagram on the project page
WhatsApp order extraction
Turning free-form WhatsApp haggling into matched orders against a hand-kept catalogue with no clean keys, for an oil-blend vendor.
No public screenshot
German thesis harvest
An open-access harvest of computer science graduate theses from German university repositories, with the metadata gaps backfilled.
No public screenshot
Lead enrichment pipeline
A long-running enrichment and scoring pipeline that survives the third-party rate limits and timeouts it is built on.