Does each family member, including my baby, need their own ETA?

There is no family or group ETA. Each traveller must hold a separate authorisation linked to their own passport, regardless of age.

You can complete and pay for applications on behalf of others, such as your children or relatives, but each one is a distinct application. Apply for everyone in good time before travel, as an ETA does not guarantee entry on its own.