Answer: use mineral oil for both the blade and handle care.
I ordered [this] oil off amazon and it works great!. The small nozzle is perfect to hit just the spot you want.
Note: Also great for maintaining double edge shaving razors longer
https://www.tophamknifeco.com/caring-for-your-wooden-handled-knives/