Do I need a new rear derailleur to turn my bike into single speed? Or will it suffice to change the crank? Any suggestion as to which crank to go for?

https://www.bike-discount.de/...daQCD9hoCXn4QAvD_BwE

I am fairly new to SRAM so would this work well? I am currently on a Sram Red with 130 BCD