tar -zcvf compressFileName.tar.gz folderToCompress
everything in folderToCompress will go to compressFileName
Edit: After review and comments I realized that people may get confused with compressFileName without an extension. If you want you can use .tar.gz extension(as suggested) with the compressFileName