You'll just need to switch on a "Translate messages" toggle and pick your language pair: everything happens right in the app, so your chats stay private and don't even need internet for translations.
To keep things secure, you can download language packs for offline use.
The feature will first roll out to beta testers before everyone on iOS and Android gets access, but older WhatsApp versions might miss out on some languages.