Scaling With More Layers

Suppose you are an ML engineer at Facebook. You are tasked to replace a simple neural network with a deep neural network.

Your manager wants to know how the backdrop algorithm scales with the number of layers in the neural network and the number of nodes at each layer. How would you explain that?