I have run into this exact same problem in the live environment. Some transactions can be found with the API, and some cannot. All of them can be found through the PayPal website. I have double checked the date range, but I have not found a solution yet. On some transactions, the API returns nothing in the transaction_details section and the total_items is set to 0.
... View more