Long-term monitoring in transition: Resolving spatial mismatch and integrating multistate occupancy data

•Long-term monitoring can adapt over time in response to technological improvements.•Integrated modelling can link time series across methodological changes.•Data integration can be difficult if spatial or temporal scales are mismatched.•Linking datasets resulted in complementary information content.