"I realized that the dominant factor was the size of our codebase. We have three times the code that we did three years ago. And every line of code requires time to maintain. So, if I keep the number of developers fixed but increase the size of the codebase, then a higher proportion of our time must go to maintaining old code."
That part is so true. Even trying to make everything systematic has a cost.