I have been wanting to write about this for a while now. A distributed surveillance network is simply when you have your recording servers distributed across multiple geographic locations instead of having one central recording locaiton.
Benefits of a distributed environement:
What's it looks like?

Notice that the remote client can be anywhere in the world and only pulls the streams from the servers it needs. Also note that this architecture is quite theoretical but some manufacturers Milestone and ONSSI look almost exactly like this. Other manufacturers such as Genetec require the use of other hardware device to make this work properly.
I tried to make this quite simple so if you have questions please feel free to comment. Thanks for reading!
- Ronen Isaac Continental Computers & WLANmall Video Surveillance