Non-existence or scarcity of ground observations of hydrometeorological variables in space and/or time limits the decision making processes or applications that are heavily dependent on such datasets. We can help these decision making processes by providing the cutting-edge remote sensing-based investigations supported by advanced data analysis techniques and machine learning methodologies.