Sump pumps fail in March for the same reason old cars fail on road trips: the hardest duty of the year lands on the most worn machine. A pump that cycled a few times a day all winter suddenly runs near continuously as the snowmelt raises the water table, and every marginal bearing, tired float, and half-clogged screen gets found in the same week. The second cluster is storm outages, and this is the part of the problem most homeowners have not thought through: the thunderstorm that dumps water into the ground is the same storm that takes the power out, so the pump loses electricity at the precise moment inflow peaks. The house's whole water defense goes dark just as the load arrives.
That is the case for a battery backup unit in one scenario: a June storm, a six-hour outage, and a sump basket refilling every few minutes. A battery backup pump carries the basket through the outage and, as a bonus, through a primary pump failure, since it triggers on water level rather than caring why the level rose. For homes with finished basements, it is the cheapest insurance in the whole defense stack.
The larger principle: replace on schedule, not on failure. A pump replaced in year nine costs an afternoon and a modest hardware expense. A pump that fails in year eleven costs the same replacement plus a flooded basement, and the flood chooses the timing. If the pump has already lost and there is water on the floor, the first hour protocol is the next read.