Form what I've been able to find, CA municipal police are all in blue, while SD and CHP are all in tan uniforms.
Similar to here where, for example, under the Aviation Security Regulations 2012 (SOR 2011-318) CBSA BSOs are only considered to be peace officers while conducting immigration...