That might be the case. That's pretty much a definition of software development: 1) there is always a lot to do, in any code base 2) doing that for years, even if it's just improving the same code base, will give new challenges and experience.

If you don't have work to do and you aren't learning and progressing then you aren't doing software development, at least not properly.