We tested a bunch of different tools to help us understand, protect, delete and redact data at Airbnb, but what we came to realize is that there wasn't that tool that could help developers do this automatically.
There wasn't a tool that could help you go from detection to actual remediation, which is redacting the data, isolating the data, or taking any sort of action on the data.
We're mainly now selling to data teams, not just a product developer, but data governance engineers, who want to clean up their entire data sets in their data warehouse, or they want to clean one data set before they use it for model training.
The solution relies on what Trias calls 'a pipeline of models' with different ones coming into play, depending on the type of data.
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