Photovoltaic system monitoring for high latitude locations

•Snow, irradiance differences and low light conditions reduce monitoring reliability.•Tailored filters reduce variability and keep more data compared to standard filters.•Machine learning is efficient for PV monitoring in locations with variable climate.•Topography and shading lead to systematic irradiance differences in PV systems.•Unstable PV low light behavior is related to irradiance level and solar position.