As one of the biggest off-price retailers in the US, TJ Maxx has found a special place in the heart of many Americans looking to score a bargain on everything from designer jeans to bedroom furniture.

For bargain hunters, scoring deals at T.J. Maxx is practically a competitive sport. The discount retailer’s constantly ...