Problems can be: short usage time on a full charge (weak cells), intermittent outages (see below), up to "fire" (never had a fire in the big batteries, but I caused a drill fire from misuse).
Some of my battery time was with an app-based e-bike rental. 36vdc systems, 250 watt motors. The rentals were abused to the worst of ones imagination (thrown off bridges was a favorite). I repaired most. Cannibalized the rest. We saw expected degradation of the batteries over the years to 85% of capacity, which is when we returned the batteries to the manufacturer.
The place where I built the 15Ah batteries, the owners were responsible for charge/discharge, but no returns were requested. We supplied their charger, and it was programmed. There are two (three, really) camps on charging: "Charge to 100% and use to 0%" (in real-charge, the batteries usage was from 58VDC/100% to 40VDC/0%) and "Charge to 80% and use to 20%" (and 70/30, but we discouraged that because it only lets you use 40%... and charge cycles skyrocketed, which is not good). We advised 80/20 because the real usage would (statistically) never use the full range before needing a re-charge.
Another place, I maintained the shop batteries, and I was the 100-to-0 camp, and in five years (expected end-of-life for a rechargeable battery), out batteries were above the the 85% cutoff.
When others, outside the shop, were responsible for battery care, most had years of use, even with frequent use. You could "smell" the problems when people were in for a complaint.
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Weak cells. New standards not only forbids battery maintenance, but requires about a 2lbs/1kg of rubber potting compound to be injected into the battery housing. I have an argument against this, but smarmy insurance runs the industry, not the people who know what is happening. Not too long ago, and with properly manufactured and graded cells, it was only a matter of ripping some solid nickle strip welds and spot-welding in new cells. The cells all had their capacity and resistance documented. No more of this now, if you want to stay insured.
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intermittent outages. This is caused by too-small gauge wires, which also have too-thin/wrong-compound insulation. The small-gauge wires used to get power from the batteries to the load is usually engineered for space, not current and heat dissipation. The high current is resisted by the small gauge causing heat, and the too-thin insulation is defeated by tight spaces and physical pressure. Sometimes the connector housing melts onto the connector pins causing gaps. In a bad case, the too-hot wires broke through their insulation on the "bends" and exposed bare, wire to whatever might touch it. Again, I documented this with hundreds of photos, suggestions of the wire gauge, insulation properties, and connector properties, but all I got was hundreds of, "Shut up and look pretty." (this is when I stepped away from batteries).
I enjoyed maintaining broken batteries. It was a little physical work and a little mental work, and it preserved resources. I am not into throwing a 15Ah battery away for a single cell or group of three cells. Again... never had a fire... and the "bad battery" issues were just the poor engineering allowed on the wiring that passed large current. Not the battery. Ever.
For all these battery measurements, I have been ising the West Mountain Radio CBA V