To run a for loop in Linux, you can use the Bash shell scripting language. First, you need to define the structure of your loop, typically using the syntax: for variable in list; do command; done. Here, for each iteration of the loop, the "variable" takes on the value of each item in the "list", and the associated "command" is executed. This structure allows you to automate repetitive tasks efficiently in a Linux environment.