We analyzed landcover change in Porto, Portugal, using satellite imagery from 2017 and 2022. K-Nearest Neighbor classification revealed increases in impervious surfaces and decreases in vegetation, highlighting opportunities for green roof interventions and the importance of climate justice considerations.