I have a bucket that had some files in it. One of them is now gone. How can I get information about who deleted it or when it was deleted--can I get any information at all about this deleted item?
How to get information on who deleted an s3 resource
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The answer to "who did what?" with AWS APIs is AWS CloudTrail.
Specifically, see Logging Amazon S3 API Calls by Using AWS CloudTrail.
Also, related to the specific problem of someone deleting an object from S3, be aware of a feature of S3 known as versioning. With versioning, you can easily recover from accidental overwrites or deletions as well as application failures.