It depends on whether read rates are more likely to be limited by CPU or by disk speed. If the former, you'll probably want something like LZ4 to minimize CPU usage. If the latter, it may be better to use a more CPU intensive algorithm which provides better compression, so that there is less compressed data to read from the disk.