Much of the globe is now under increasing human pressure from land use change to house or feed the growing population leading to conflict between conservation of the natural environment and agriculture or urban development. To counter this community conservancies have been trialled in East-Africa, where the community is involved in the conservation of the land and is able to use parts of it for agricultural uses such as grazing. This requires strict grazing plans and monitoring of the area to prevent overgrazing and ensure the land is still suitable for conservation purposes. Manual monitoring is time and cost intensive. However, using satellite imagery, monitoring of large scale rangelands becomes possible. Here we present a mutli-phase approach for monitoring rangelands in East-Africa with satellite imagery. Habitat classification maps over the entire area were constructed and then predictions of several biomonitoring parameters, including whether a given pixel is overgrazed.