When choosing an MP MP player, it's important to consider factors like storage capacity, battery life, audio quality, video playback options, connectivity (such as Bluetooth or Wi-Fi), user interface, and durability. Additionally, look for features like expandable storage, playlist management, FM radio, and compatibility with various file formats.