A little update to those who are reading this tutorial in 2019.

Below command does not work in setting in config anymore.

firebase functions:config:set gmail.email="myusername@gmail.com" gmail.password="secretpassword"

Use it without quotation marks like this instead and it should be fine.

firebase functions:config:set gmail.email=myusername@gmail.com gmail.password=secretpassword