XIAO ESP32S3 Sense camera web server
Manufacturer tutorial turns the camera board into a browser-viewable Wi-Fi video stream and photo capture device.
Source-checked camera streaming projects, devices and starting points.
04 indexedManufacturer tutorial turns the camera board into a browser-viewable Wi-Fi video stream and photo capture device.
Host a web-managed video-surveillance and motion-detection service connected to supported cameras.
Choose XIAO ESP32S3 Sense for the lowest-cost camera prototype, Nicla Vision for a compact OpenMV/TinyML development board with richer onboard sensing, and SenseCAP Watcher for a packaged event-detection appliance that integrates with automation systems. Prove capture and lighting first, then measure an inference model on examples from the real deployment rather than trusting a demo score.
Use a Pi Zero 2 W for one lightweight, headless service with modest storage traffic; choose a Pi 5 when you need multiple services, faster I/O, more memory, containers or camera processing. Reliability comes less from peak CPU speed than from a supported power supply, durable storage, cooling where required, backups and disciplined network exposure.