If you are only getting 10 years out of a set of caps, you have much bigger problem. Either a design issue or really poor quality caps.
Quality modern caps operated within their ratings are capable of 30+ years. I use a design target of 40 years for electrolytic caps and for amps that are 30 years old have yet to see any issues.
Agree that electrolytic capacitors should definitely last more than 10 years. There's no need to re-cap a tube amp every 10 years, assuming quality parts are used.
Quality - well, that's been an issue.
Electrolytic capacitors are a life-limited component. They're rated in hours of life at a temperature. The temperature is the sum of ambient temperature and heat generated internally by ripple current. They all degrade, eventually.
So 60 years ago, they made all kinds of capacitors, some very high quality, many not. That is true today too. The longer life, the higher the heat rating, the more you spend. So, you see the tradeoff right away.
In the early-2000's a literal scandal broke out in the electrolytic capacitor industry, which includes industrial espionage, stolen chemistry formulas, unscrupulous parts markers you never heard of and highly overstated life ratings.
The result was a lot of equipment was made with suspect components in the 2000's. In particular, high-ripple, low ESR capacitors used in switching power supplies and buck/boost regulators failed a lot. However, this extends to ALL equipment, from appliances to consumer products to musical equipment and everything else, ranging down to plain simple e-lytics of small values and low voltages.
I bought a condo property that was built new in 2007 and never occupied. The ten year old appliances had never been used, just plugged in and clock running. They all had failed, no boards available from the maker. All the digital boards had a rash of bad capacitors. I just replaced them all with new, brand name capacitors and all the controllers came right back to life. The bad parts had excessive ESR and in some cases, were simply open.
I know this affects some budget audio mixers from a known budget brand name...
YMMV.