In order to create a password protected gzip file from the command line we can use openssl (symetric encryption)
To encrypt
tar cz my_folder/ | openssl enc -aes-256-cbc -e > encrypted.tar.gz.enc
To decrypt and untar
openssl aes-256-cbc -d -in encrypted.tar.gz.enc | tar xz