Bad data slips through Databricks unnoticed
3 posts from 3 people2d activeSteady, +1 this week
Posts per day
The posts behind it
We pointed an AI agent at 146M NYC taxi rows and asked it to build a Data Vault mart. Here's what broke.
...it generates and runs the jobs.. What the agent got right on its own:. - total_amount is broken in this dataset (≈0.3 in almost every row, 31 distinct values across 146M). The agent flagged it and proposed revenue = fare + extras + tax + tip + tolls.. - There is no natural trip...
I have made a complete end to end Azure databricks project
...All the reviews and suggestions are welcome, please advice me what more can I learn and how can I make it better.. In couple of days I will add small demonstration of API and streaming ingestion too, currently it is doing batch ingestion from ADLS GEN2.....
Anyone running actual SLOs on Lakeflow Jobs, or is it still “it failed, rerun it”?
...as everything else. The useful part wasn't the dashboard, it was that "this pipeline is flaky" became "this pipeline burned most of its budget in a week", which lands very differently with the people who own it.. What I can't tell is whether anyone does this seriously. Most of...
Companies and products named
About this problem
Evidence
3 posts from 3 people in 2 places, about 1 a week over 44 days. Mostly on r/databricks, r/dataengineering. Tools named alongside: Microsoft Azure, GitHub, Delta Lake.
Frustration Frustration 2 of 3· Seen on Reddit
How it was grouped
Posts that state a pain and match the "data-quality" rule about Databricks. First post Sep 22, 2026, latest Nov 4, 2026. Corroborated: 3 or more posts from 2 or more people or places. Method
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History