UV-Visible absorption and fluorescence spectroscopy, combined with our miniaturized devices, were used for rapid testing and real-time cloud-based data upload in under 10 seconds. Spectroscopic methods offer advantages over traditional electrodes, including no sample contact, longer device lifespan, and lower maintenance costs. Statistical analysis and machine learning on the spectroscopic data extract multiple water quality indicators and predict future changes.