A deep discharge for an SLA battery occurs when the battery depletes a significant percentage of its total capacity.
Multiple deep discharges can have an adverse affect on battery life, and can eventually prevent your battery from accepting a charge at all. The good news is that SLA batteries tend to recover well from deep discharges, due to their calcium alloy grids. Still, many manufacturers recommend float-charging the battery to prevent it from reaching a deep discharge depth.