All subscription plans retain site audit data for 12 months only. If you can't find your old crawl reports in the Site Audit, they must have been older than 12 months.

To download a site audit crawl and save it locally, you can export a PDF overview and all the issues in CSV from the Overview:

This would be a good way to save site audit reports before they are deleted.