You can download your invoices as a PDF file at any time in the app under "Manage payment data".
In the app, click on the dumbbell symbol at the bottom right. Then click on the gear symbol at the top right and select "Membership". Here you can find all your invoices under "Manage payment data" and download them as PDF files.