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As others have said I would recommend starting with an ESP8266 or ESP32 board. There are Arduino compatible libraries https://electropeak.com/learn/connect-arduino-esp8266-firebase-send-receive-data/ out there already that you could couple with PlatformIO https://platformio.org or ESPHome https://esphome.io to have the microcontroller talk directly to Firebase.
As others have said I would recommend starting with an ESP8266 or ESP32 board. There are Arduino compatible libraries https://electropeak.com/learn/connect-arduino-esp8266-firebase-send-receive-data/ out there already that you could couple with PlatformIO https://platformio.org or ESPHome https://esphome.io to have the microcontroller talk directly to Firebase.