The main objective of this chapter is to conclude the discussion of this book with respect to some challenges and perspectives and present the important future work of remote sensing technologies in connection to data fusion and machine learning. This conclusion emphasizes the seamless integration between data fusion and machine learning for promoting environmental sustainability research.