A compressor is a dynamics-based effect that turns the loud bits of a signal down and then allows the whole signal to be turned up. It 'compresses' the dynamic range (range of loudness) of a sound. Compressed audio sounds louder and punchier but compression does increase the background noise. In live use, compressors also make microphones more prone to feedback.
Related Article: Audio Compression