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Today my system (windows 10) froze and the job that I was working on disappeared after restarting. I attempted to follow https://community.talend.com/t5/Design-and-Development/resolved-My-jobs-have-disappeared/m-p/81420#M... However, I had no luck. After going into the "process" folder files, I discovered that all of the data had been overwritten with nulls. Since I had only been working on this crazy complex beast for a day, I had no backup of it yet. Looks like I will be exporting my jobs mulitple times throughout the day so this doesn't happen again. Just thought I would share my experience.
It is always recommended to keep a backup of your jobs before executing (I always do that).
Also, if you are using a subscription version of Talend you could integrate your entire project to SVN / GIT / Nexus repository.
Hope this helps!