Is it possible conventional pregnancy tests don't work?

Viola
I'm 5 days late, but the test is saying I'm not pregnant. My period is very uniform, and has been on the 1st of the month for at least a year now. I did account for February being a shorter month, and I know there can be other causes, but this has me wondering if there have been cases where the pregnancy tests just don't pick up some pregnancies?