How does a self-driving car know where it is? We explain how autonomous vehicles localize themselves against their surroundings through the use of a variety of sensors along with precision maps. We explore the pros and cons of various localization methods and the trade-offs associated with each of them. We also examine the challenges of keeping mapping assets fresh and up-to-date through crowdsourcing.