GPS module antenna shielding
It is typical to avoid placing any copper underneath the GPS antenna for the reasons you stated. You should be careful routing anything below the GPS module because it may leak and cause interference. Route them as short as possible. The module itself would have a ground plane if it was needed.

Looking at the datasheet of the product I can see a hint that in their reference design they removed all copper layers below the antenna, as they should have.