Despite its image, the city hasn’t had a progressive municipal government in decades—and a few interconnected interest groups want to make sure it stays that way.

Police unions, the retail lobby, and other critics of criminal justice reform have seized on viral images of package theft and shoplifting to push for a rollback of California’s efforts to reduce its prison population.