This is an example of a site with a large DB (~ 10 M galleries here)
We still have categories just to prove the script can handle it
We have search box at the top of each page
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PART 1 - Lunar Sea - Realizing My Daily Wear Was Just As Appealing As Any Thing I'd Wear For A Video Shoot, I Threw This Little Piece Together On A Whim.