Aldermen took aim at the lucrative stolen cellphone market Thursday, advancing a measure designed to make Chicago pawn shops and other retailers ensure they only sell secondhand phones they get legitimately.

At a news conference prior to a City Council committee hearing on the issue, Anthony Riccio,…