Finding and downloading these invoices is easy, simply head to the top right menu and select "Billing and Subscriptions":
Then click on the subscription you want to view the invoices for. (Many customers will only have one)
At the bottom of the next page click "View Subscription Invoices":
Then at the bottom of the next page, you can find the invoices, click on them to view & download:
