Nitrogen is a critical nutrient for plant growth, with a significant impact on crop yield and quality. However, the management of nitrogen in agricultural production systems faces various challenges that often lead to inefficient use of this resource, causing environmental degradation and economic losses. The application of advanced agricultural sensors offers sustainable and precision management of nitrogen inputs, addressing issues related to over-fertilization, under-fertilization, and environmental pollution.