Photos missing from Iphoto/ icloud

Help! I'm a new  icloud user. I had thousands of photos on my mac that I viewed through iphoto. I bought a new mac and transferred the photos to the new mac. Icloud installed in my new mac, but icloud was not on my previous mac. I was able to view all the photos on my new mac, but one morning i logged in to my new mac and all the photos were gone! I tried accesses them on iphoto through the photo stream icon, but they are no where to be found.  Questions: 1. Does icloud store them and if so, where can I access the photos? 2. or does icloud delete photos? Should I be using icloud to back up photos and important documents? If not, is there a better options for photo back ups? Thank you for your help!

Welcome to the Apple community.
Whilst photo stream works with iPhoto, it does not affect the photos in your iPhoto library in any way whatsoever. I doubt that photo stream had anything to do with the disappearance of your photos, you might be better asking what might have happened to your photos in the iPhoto community.

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