Understanding drivers of carbon (C) dynamics is vital for climate change adaption.
We assessed C sequestration in major tree species of temperate riparian forests.
We developed an extended dendrochronological approach to reveal drivers.
C sequestration is driven by temporal, site-specific and tree-trait related drivers.
Results may support locally adapted forest management plans.