A zoning permit is a requirement for most activities requiring a building permit and some other additional activities.
The Zoning Division of the Planning Department reviews building permits prior to their review by the Construction Department.
More at "Apply for a Zoning Permit" under Planning Dept. section.
Refer to the Zoning Map.
Online Zoning Permit Application Form
(See below for PDF version of this application.)