I'll be porting over from AVAST to Kaspersky this week and I too couldn't find the app on Google Play. However, when I checked, it's on the Galaxy Store...
https://galaxystore.samsung.com/search?q=kaspersky
However, the product says it's from KASPERSKY LAB MIDDLE EAST FZ LLC.