Big R is a animal feed/farm store - theres one in the valley and one up on the Northside - Oddly I've found it is a great place to find plumbing fittings, ball valves, and carbon and sediment filters - More selection and much better organized that Lowes & Home Depot
It was also known as Murdocks here for a while, but their name changed back again to Big R recently