Electronics retailer Best Buy said a viral photo of cases of water selling for north of $40 was "a big mistake."

Tweets surfaced on Tuesday purporting to show a Best Buy in Houston touting packs of 24-count water bottles at a massive uptick in the wake of Hurricane Harvey.

However, the company told CNBC that it does not sell water by the case and the signage promoting the offer was a mistake made by several employees.