Adaptation is often viewed as a local, highly contextual challenge; however, given the regional nature of many climate risks, adaptation could benefit from municipal collaboration. Here, I present four avenues of collaboration that support learning, discuss their advantages, and reflect on their effectiveness and challenges for urban adaptation.