A DIY pet activity tracker demonstrates how a tiny XIAO BLE Sense board, coupled with Edge Impulse’s cloud ML platform, can classify rest, walk, and run states with 90 % accuracy. The end‑to‑end pipeline—from data collection and spectral feature extraction to a Flutter mobile app—offers a blueprint for custom animal‑health monitoring solutions.