Can you ever ensure that the trusted computing base won't send all your info to a company?

Maybe there is a backdoor in Google Chrome or something.

What if they just "cache it", or make it available on other devices etc?

Apple does it with iCloud. And google does it too. You log in with your google account everywhere on your browsers, they don't even hide it.