Decades ago, I spent weekends shark fishing off the pier at Avila Beach, CA.
On Saturday mornings, the shrimp boats would come in to offload. We could buy large prawns for $1 per pound. We would fill coolers full.
I don't think the price was lower at restaurants, but cutting out the middleman and buying fresh off the boat certainly was.