You may know it by command prompt or terminal. The shell is what's actually executing the commands you type in there. Bash is the most commonly used one for most Linux systems, zsh is the default for Mac in recent years, but there’s others like fish, etc.
The shell you use also determines the syntax so if you use one, scripts meant for another might not work.