Datset updates - Power BI report does not

For the past week I have been having issues with my Power BI Report.

I have a Power BI Report that is shared with many users. I frequently makes changes in the desktop version and the re-publish and thereby overwrite the report. For the past week I have been getting this mistake when publishing "publishing is complete. However we couldn't refresh your dataset". However my dataset does update but the report visuals does not. Any edits (adding visuals, renaming pages etc.) in the report are not showing in the Power BI service. I don't want to delete the report and re-publish the report (which solves the issue) as I will have to re-share with all people I've manually made it available to, dashboard using the report will break etc.

Any ideas how to fix this? It feels like when I publish something has happened and the report is simply not updating. 

I have cleared all browser caches etc. so this is not related to local caching.