It will also depend on your exit and finance strategy. If your exit strategy is to sell the SS on leased lot/facility, it will be very difficult if not impossible. Financing will also be limited as most banks want a lease much longer then the financing term (so if financing for 20 year, they want lease to be at least 25 or 30 years), also probably forget about SBA. As mentioned above the tax benefits are out of the window since it is not your property, the owner of the property will get it. You are also at the control of the owner of the property on lease increases and overall control.
If you are in high cost area, may I suggest you look at laws around storing equipment on land instead of real estate, so like storage containers and portable units. Those may not require commercial zoning to the same degree and if those laws look favorable, just buy non-commercial property and fill them with portable storage units and call it self storage. This way you own the land, the business, save on taxes as equipment can be depreciated much faster, financing for the units exists in form of equipment loans and land loans, you can easily expand with demand just by adding more units...etc.