VF-PLUME addresses the challenge of monitoring in compact, high-yield vertical farms by introducing a singular unmanned aerial vehicle (UAV) equipped to assess plant growth and environmental conditions. Utilizing advanced localization algorithms and environmental sensors, the UAV creates detailed 3D maps capturing crucial data like temperature, humidity, and air quality. This innovative approach streamlines farm monitoring, enabling efficient, data-driven agriculture suitable for supporting growing urban populations.