I'm unable to find a way to export all invoice data, am I going crazy?
You can export your invoicing data by going to Settings > Data Export. You can choose to export all accounting data. This will give you all the data exported from Wave in a folder.
Are you looking to export the data for a specific reason? If so, I'd like to hear about it and if there's specific data you are looking for as well.