Welcome to the Anaheim Police Department website. The Anaheim Police Department dates back to 1870 when David �Dye� Davies was elected as the first City Marshal. The population of Anaheim was less then 1,000. Today the city has over 300,000 residents. The Anaheim Police Department employs 400 sworn officers, a support staff of over 173.