L-functions are objects connecting different areas of mathematics and a good tool to experimentally examine various conjectures. We describe how the Picard-Fuchs equation of a family of Calabi-Yau varieties is related to point counting over finite fields which leads to a method of systematically computing the L-function at every fiber of the family.