Don't look at the nominal Ah rating, that can be heavily deceiving. Most cheap lead-acid/AGM/gel batteries are for emergency lighting, alarms and other light-duty loads and aren't rated for the (very) high sustained current UPS require.
You should look at the 15 minutes discharge rating for a more appropriate rating for high-current applications. Many of those light-duty batteries won't even have a 15 minutes rating. The heavy-duty batteries meant for UPS will often have discharge ratings down to 5 minutes.
If you compare the 15 minutes ratings of a high-performance battery with cheap stock, you should see the high-performance battery offering much higher usable capacity. The higher quality battery will also usually also have much...