I left an iPad in a seat back once, and didn't realize until I was outside of security. When I told security what happened, I was given a special pass to go back and get it, and the gate agent let me have it only after I accurately described it.
As you mention, experiences vary. For me, the most frustrating and awful part of airports and flying is consistently the other travelers, not TSA or airline employees.