Yes. In my Singer, if the bobbin is a few millimeters off of what it is supposed to be, I get terrible birds nests when I attempt to sew.
One of my Bernina bobbins is an eyelash width off what it should be and I had to put that one aside as it was one broken thread after another if I tried to use that one.
Machines can be very sensitive to the wrong size parts.
Cheers, K