Depending on the state there may be parallel jurisidictions (e.g. LASD, and LAPD, or [where I live now] Hudson Cty Sheriff and Jersey City Police.

New York is Strange because it used to be five cities, and they merged, so LOTS of parallelism,and don't ask about the counties.