How much does one explain on a PhD application if an MA took 3 years instead of two?
From what I have been told, no one cares if it took you a little longer.

Especially if you don't have multi-year gaps in employment + education then there really isn't anything to explain. You could spend some words in your Statement of Purpose on explaining the good things that you did during that time (fieldwork and working with profs).