I'd really like to put all of the photos I have (hundreds of thousands) into a single database so they can be found and accessed quickly. Keeping them in filesy

I'd really like to put all of the photos I have (hundreds of thousands) into a single database so they can be found and accessed quickly. Keeping them in filesystems is a terrible experience.