I think infinity is a concept, a mathematical tool to tide scientists over awkward spots in mathematics, nothing more.
In simplest terms, imagine the largest number you can, the largest number possible. Infinity is bigger than that.
Without the concept of infinity, many expressions in mathematics would become meaningless. 1 divided by zero, tan (π/2) etc. Infinity lets us conveniently express these quantities. I wouldn’t put much more significance than that, infinity doesn’t really have any physical meaning.
Can somebody give me an infinite number of dollars? I sure could use them.
Then of course, there are orders of infinity, aleph null (set of integers), aleph one (set of real numbers), aleph two (set of complex numbers) etc. Alephs themselves can go to infinity.
These are all wonderful, fascinating mathematic concepts, but don’t really have any physical interpretation.