Instead of clicking on the link that appears in these fake emails, just 'mouse-over' it, and look at the address in the status bar at the bottom of the screen. It will be some random address or close copy of the real paypal/ebay website, but is clearly a fake address designed to steal your details.
Once bitten, twice shy....