I did find the examples for full-text queries, but they don't match against 
the gcal:uid value. They search against title, description, etc.

What I did to solve my situation was to make the event title unique. Then I 
can use a full-text query to find an event to udpate/delete etc. Its not the 
most elegant solution, and I feel like gcal:uid should be searchable via the 
Java API (and maybe it is with CustomParameters, but I couldn't find a way).

So if I use:
https://www.google.com/calendar/feeds/default/private/full?q=uid123123213213213

That doesn't match against the gcal:uid field.

If someone has an example of using the Java API to search against uid, that 
would be great. If not, I'll just continue to use full-text queries against 
unique event titles as that seems to be a workaround.

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