The snow and road crud debris on the sidewalk which you (Haemophilus) are kindly clearing for others (your neighbors) is likely taking the greatest toll on the blower. The amount of corrosive material from the road is often surprisingly extensive, even in the large ice chunks which fall off of vehicles behind the tires. Those chunks are usually very concentrated sources of salt and snow melt and the moment the road plow throws them on the sidewalk and then your blower hits the snow and ice from passing vehicles, it can be similar to hitting road salt bombs with the blower, over and over. .
I have bought and rebuilt and resold a number of blowers over the years. Same with the front plows, hitches and PTO's. Number one thing which those using the snow blower can do to extend its life is make sure if you are clearing snow that is either along the public road or even the sidewalk from the municipal plow, make sure to run clean snow through the blower when you are finished before you put the blower away. Take the blower to an area where the snow doesn;t have any road or vehicle snow melt debris in it. Use the clean snow to help to "rinse" the road salt and crud out of the blower and makes sure its put away with less corrosive material on the augers, impeller and shaft, etc.
Be careful where you direct the "clean out snow" you run through the blower as i have seen the salt and snow melt kill grass and even damage some shrubs and other plants due to its toxicity to plants, etc. .
We never really know if we are going to be using the blower in a day, a week, a month or even not until next season, so its best to reduce the dirty and corrosive material which goes through it. Side walks and public roads are the most common source for snow melt and its hard on these parts, even just the tractor foot wells, etc. Its hard to wash down and rinse off equipment if you don't have a heated garage or shop. Its surprising how quickly the corrosion damage happens, it can be just a few days and trouble is starting..........