S. Hersberger et al. present a smartphone-guided handheld breath acetone detector for self-monitoring of fat metabolism at home. The device combines volume-controlled end-tidal breath sampling with humidity-robust sensor performance and was validated against proton transfer reaction time-of-flight mass spectrometry (PTR-MS) across 312 human breath samples during exercise and dietary interventions.