Simple and quick – I had never done it before. I was working on a different script, but I realized that I have never downloaded my billing statements from azure. Simple 1 liner to download them:

foreach ($invoice in $(Get-AzBillingInvoice -GenerateDownloadUrl)){irm $invoice.Downloadurl -OutFile "$($invoice.Name).pdf"}

Hope that helps someone!