I did not know about autolinks - thanks for the link!

It is interesting how different parsers handle this exact situation. I usually am cautious about it because I typically am not sure how it will be handled if I am not explicit with the URL and additional text.

I’m curious about this. The source text of your comment appears that your comment was just the URL with no markdown. For your comment about a markdown parsing bug to be true, shouldn’t the URL have been written in markdown with []() notation (or a space between the URL and the period) since a period is a valid URL character? For example, instead of typing https://google.github.io/styleguide/cppguide.html., should [https://google.github.io/styleguide/cppguide.html.](https://google.github.io/styleguide/cppguide.html) have been typed?

Yes, I am using PersistentVolumes. I have played around with different tools that have backup/snapshot abilities, but I haven’t seen a way to integrate that functionality with a CD tool. I’m sure if I spent enough time working through things, I may be able to put together something that allows the CD tool to take a snapshot. However, I think that having it handle rollbacks would be a bit too much for me to handle without assistance.

Thanks for the reply! I am currently looking to do this for a Kubernetes cluster running various services to more reliably (and frequently) perform upgrades with automated rollbacks when necessary. At some point in the future, it may include services I am developing, but at the moment that is not the intended use case.

I am not currently familiar enough with the CI/CD pipeline (currently Renovatebot and ArgoCD) to reliably accomplish automated rollbacks, but I believe I can get everything working with the exception of rolling back a data backup (especially for upgrades that contain backwards incompatible database changes). In terms of storage, I am open to using various selfhosted services/platforms even if it means drastically changing the setup (eg - moving from TrueNAS to Longhorn, moving from Ceph to Proxmox, etc.) if it means I can accomplish this without a noticeable performance degradation to any of the services.

I understand that it can be challenging (or maybe impossible) to reliably generate backups while the services are running. I also understand that the best way to do this for databases would be to stop the service and perform a database dump. However, I’m not too concerned with losing <10 seconds of data (or however long the backup jobs take) if the backups can be performed in a way that does not result in corrupted data. Realistically, the most common use cases for the rollbacks would be invalid Kubernetes resources/application configuration as a result of the upgrade or the removal/change of a feature that I depend on.