How many issues are there? How fast do you expect it to grow? Why are you wanting to pull all of the issues from a project via REST? REST is...uh....slow. If you're wanting to do some reporting solution then I'd look elsewhere.
-wc
https://developer.atlassian.com/display/JIRADEV/JIRA+REST+API+Example+-+Query+issues
Replace "assignee=fred" with "project=XYZ"
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