Frustrated with the complexity and performance overkill of timeseries databases for simple tasks, the author rolled out a Python Flask application with a SQLite backend that mimics Prometheus API functionalities, integrating easily with Grafana for clear, daily-aligned charting and efficient data aggregation for IoT devices, though further refinement and a potential rewrite in Go may be needed for enhanced scalability.
