One day, the backup upload speed slowed to a crawl, and can't upload fast enough for the job to catch up with new data.
Incremental nightly backups were fine for over a year, lasting 30 to 60 minutes depending on the data load. We administer a managed cloud backup service (Acronis) on a customer's server.