Yes it is cultural appropriation! If you're not part of the South Asian culture. Just like eating a burrito or practicing martial arts or using chopsticks or playing soccer all were at some point for Americans.
Cultural appropriation is the adoption of a cultural custom by someone outside that culture. Do it! That's one of the beautiful things about cultural, no one owns the patent.