After a couple months? If you don't know the other kids by name and some other parents, you may have a bad daycare full of people who do not care.
My sister ran a fairly renowned daycare for over a decade. She ended up the caretaker for the children of many friends, and gained many friends of the children she helped raise. The daycare was a massive part of their community. It allowed the parents to function in modern society while ensuring their child was in the care of, essentially, an expert.
I'm not as close to my sister in law as I am my sister, but I know that when my niece started daycare they knew some kids and parents from the playground already.
It doesn't strike me as bizarre that someone would know people in their community who are in a similar life stage.