I can’t say that I’ve felt my skills atrophy, but I’ve also never found backend web development to be that difficult. 90% of my job for my entire career could be described as digital plumber.

Interesting analogy. Through the lens of a data driven design, all we are doing is taking data in shape A, transforming it to shape B, and then sending it somewhere else.