Why go through all the steps of deriving gradient descent when there is an analytical formula to get the estimate of the parameters ? Maybe I guess to scale up

Why go through all the steps of deriving gradient descent when there is an analytical formula to get the estimate of the parameters ? Maybe I guess to scale up in big data contexts? But the analytical solution in my opinion gives more insight to the problem than the gradient descent solution