No permit is required for residential fences 7 feet in height or less. A permit and variance are required when a fence is over 7 feet in height. See the fencing guidelines (PDF) for placement of fences.
Call the building department and planning department if considering a fence over 7 feet or if you are planning a fence on a commercial property to talk about requirements and permitting.