Thank you for the reply!
It seems like the level shifter route will be best?
I just realised I need to connect a JSN-SR04T waterproof ultrasonic sensor also (Operating voltage : DC 5V). I have to work with the Mini Pro 3.3V.
Seems like this level converter will work:
https://learn.sparkfun.com/tutorials/using-the-logic-level-converter