The Crawleys would never be caught dead in a department store, but lots of women of their era appreciated the elegance and convenience of the newly invented stores. Based on the story of the founding of Selfridge & Co., Mr. Selfridge is set right around the same era as the first few seasons of Downton, covering the first 20-some years of the 20th century.