New York City is taking tentative steps toward turning over the operation of its nearly 39,000 parking meters to a private company, with a cautious eye toward avoiding costly missteps made in other cities.

Mayor Michael Bloomberg's administration hasn't made a decision to go ahead with a deal. But it will put out requests in the coming weeks to weigh the capabilities of potential bidders.

Officials...