Can Pocket access my ethereum?

No. Once your ethereum are exchanged and paid out to one of your preferred storage options, they are safe from unauthorized parties, including us.

The Pocket app is a non-custodial service. Pocket doesn't hold your private keys. The ethereum you purchase with the Pocket app are exclusively under your control and responsibility.