I have been out of the trenches for decades but saw my share of bad capacitors from good companies over the years, but that is what happens when using millions of them in production. My most dramatic capacitor fail was when a manufacturer's tooling broke and we didn't notice until thousands were inserted into SKU and hundred were shipped. I even recalled one container full of finished goods that was headed overseas to replace the faulty capacitors.
The fault was a broken swaging tool that mechanically secures the capacitor lead to the capacitor foil. The leads were making a weak mechanical connection. I discovered it when the factory incoming inspection technician asked me to approve a tolerance deviation that was outside the normal AQL (acceptable quality level). Out of a test sample of 10x 1000uF electrolytic caps a handful were measuring single digit nF. That is not out of tolerance, that is busted,
but that's why they call me. I took the outlier cap apart. When I unwound the capacitor foil I found the flawed loose swage connection. The majority of the caps measured good, but the foil was hanging on, attached by only a thread, and I didn't trust them to survive a lifetime of thermal cycles in the field.
Since we had decent manufacturing quality control, I was able to track all the SKUs that were built with the same production lot of questionable caps. After I alerted the manufacturer they immediately found the broken tooling in their factory and worked to make us whole. I don't know how much this drama cost them (a bunch) but they made good compensating for us reworking hundreds of SKUs, not to mention recalling that one container. These 1000uF caps were widely used in tens of SKUs.
They were a quality company so stood behind their product, just like we did ours.
In general popular brands that are widely used, are popular for a reason. I also dealt with a few less reputable capacitor sellers who marketed branded capacitors, but they sometimes reskinned caps made by who knows who. One distributor after I took him to the woodshed over a batch of bad caps, offered me a job working for him as his "capacitor expert". I am not a capacitor expert but among the blind he with one eye is king.
JR
PS: We had an xray machine in the factory capable of looking inside metal capacitor cans, but I found that I had to take them apart to really see what was going on inside.