Our family has more April birthdays than the next 3 top months combined.
Not sure what factors could have contributed to that other than random variation, with mostly independent variables like flipping a coin and getting heads 9 times out of 10.
However, on a national scale there are highest birth rate months that do correlate with what was going on at the time of conception.
https://www.givelegacy.com/resources/september-most-common-birth-month/
In the US, more babies are born daily during September than during any other time of year.
According to CDC statistics from 2010, these are the most common birth months:
These are the top 3 months of the year for births. The least popular birth months? Winter months.
All but one of the top 10 most common birthdays falls in the month of September.