We just finished migrating 14 batch jobs to an incremental model, and the biggest win was not speed — it was trust. When backfills stopped rewriting three days of history, the analytics team finally stopped keeping shadow spreadsheets. Wrote up the decision log, including the two approaches we rejected. #dataengineering #analytics

We are opening three roles on the perception team in Porto: two senior C++ engineers and one applied researcher in sensor fusion. The team ships to a real factory floor every six weeks, so you see your work running on hardware within a quarter. Referrals warmly welcome — happy to share the full briefs with anyone curious.