The Gzip and Zlib algorithms are popularly used to compress and decompress files. Gzip is primarily used for compressing single files, while Zlib mainly compresses data streams. The algorithms use the Deflate Compression Algorithm for compression, although Gzip provides additional features including error checking and file metadata.