I have used jAlbum for over 12 years as a tool to organize and display photos to share with friends and family. My largest photo collection contains almost 17,000 photos, and I have several smaller collections with probably another 2,000 or so images. Changes and additions are relatively quick, even with the largest collection. My experience has been mostly with the "Standard" license.
Thanks for sharing your positive experience with jAlbum!