Joe, Michael, and Alan discuss the popularity of REST APIs due to their ease of use and widespread application in internet communication. They highlight how REST's low-friction standard contrasts with older, cumbersome alternatives like SOAP, emphasizing its lightweight nature and versatility for various platforms. The conversation delves into the challenges of defining what makes an API truly RESTful, showcasing the complex world of best practices and considerations in API design.