Climate change requires locally tailored solutions that consider diverse environmental and cultural contexts. This study situates climate action within Sweden's forest landscapes, exploring how local forest stakeholders prioritize and motivate climate action targets for immediate implementation. By engaging in knowledge co‐production processes in local communities, we sought to develop place‐based climate action pathways, rooted in stakeholders' visions for their communities' futures. We identified three main climate action pathways: forest‐based bioeconomy, localism, and global systemic change. These pathways varied in policy targets, governance directions, focus of change, and preferred economic systems. We found that while the pathways generally aligned with the underlying assumptions of overarching scenario archetypes, their ideological differences regarding governance and policy levels and directions were less distinct. Moreover, despite differing foci and perspectives, forest management strategies were similar in all pathways. The ideological dimensions of the climate action pathways became less visible when considering the management of forests. Our findings underscore the embeddedness of local climate action within broader environmental, social, and political structures, and the challenges of linking local landscape understandings to global environmental processes. While practical, locally specific solutions can transcend ideological debates, they may also obscure necessary ideological and political considerations for effective land use and management strategies for climate change adaptation and mitigation.