"Should you compress backup data? If the files are encrypted for security, then certainly use compression" – The order is important. A well encrypted data is expected to have high entropy, it looks like noise, as in general any structure is a weakness that cryptanalysis may take advantage of. High entropy data does not compress well. This means it only makes sense to compress before encrypting, not after.
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