To criticize, goad, or provoke someone about some issue or topic in a persistent, irritating manner, especially with petty insults or jabs. He's always needling me about my sales performance, rubbing my face in the fact that he's selling twice as many units as me on average. Everyone took great fun in needling Jonathan for dating such a nerdy guy, but I could see that the jibes really hurt his feelings.