Is this possible without any consistency problem. Which popular compression algorithm will best suite for these kind of purpose ?
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A compressed file system is the simplest way to do that. You can enable compression in NTFS, ZFS or BTRFS, depending on your OS. But the compression is not great.
A fast algorithm with an flexible container would also do. Zip seems workable: How to update one file in a zip archive