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in this demo were going to use the cloud data loss prevention api to redact personally identifiable information like email addresses phone numbers that sort of thing pii data at scale again find all these demos under the data engineering demos course folder in our public repository this ones pretty short were just going to be using the web tool and you can invoke the api and experiment with that yourself so navigating to the web demo im just going to copy that link so imagine in bigquery youve got like email addresses or something like that inside of your data how do we actually proactively identify it so this demo actually will take you to a page that has just a text code file inside of here inside the file it actually explains a little bit of about the dlp api itself you can have this it identifies this it just looks through here this unstructured data and it structures it and basically says hey im reading through here yeah its all good hey somebody put a phone number inside