When you buy from the e-store you need to be very careful with the terms and conditions. Something as a simple as click and collect, vouchers and discount codes (even the automatic ones from the website) will invalidate the entire purchase. Some retailers also have specific items that will not earn Avios, for example Apple having a very specific list of what items will earn Avios and which ones wont.