Egg farm

Long story short I want to build an egg farm that can produce 500,000 eggs per hour. Is there any mechanics that would stop me, or could I theoretically put thousands of chickens in a farm and reach these kinds of rates? Very odd question it is but any knowledge you can share would be great!