How to guide to make meme collections by querying and extracting memes from four key sites: the meme database Know Your Meme, the web search engine Google Images, the meme host and generator Imgur, and the Facebook marketing dashboard CrowdTangle. Thereafter, we unpack these collections using two software applications and methodologies (image similarity grouping and computer vision) in order to make the point that each site shapes the kind of collection that is made.