I didn't say you can't, I said Whatsapp doesn't store it. I meant to say that it won't automatically backup and restore your stuff when you change phones.
You have to backup the data yourself in an sd card or a cloud service that you choose. It isn't stored in Facebook's servers.
Whatsapp never stores the chat history anywhere. All conversations are encrypted end to end.