Agricultural irrigation accounts for 80% of fresh water usage. Microwave remote sensing can be used to estimate soil moisture levels based on differences in dielectric constants between dry and wet soils. Monitoring soil moisture at field scales through microwave remote sensing can help improve irrigation scheduling for precision agriculture and predict crop yields at larger scales. It allows for monitoring of vegetation distribution, health, and water needs for agricultural applications through clouds.