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By btidey
#93243 Tiny Pico is a nice integrated module and easy to develop with but a bit pricy if you are using lots of them.

Regular ESP-12F modules are 16.0mm wide x 24.0mm long X 3.1mm deep so would fit into a 20mm tube comfortably, but would require more effort to integrate.