Hence, rationals are plenty sufficient for all of physics, assuming you bother to reformulate all the theories that are historically based on real numbers. However, there is no point in doing this, so only a few niche people try (who, of course, do it for philosophical/aesthetic reasons).
No matter that physical reality insists that the number of people in a population or U-238 atoms in a lump of metal has to be an integer, mathematics will tell you that that integer nonetheless has a distinct, nonalgebraic natural logarithm, and that that number is useful in predicting how many people will be in that population or U-238 atoms will remain in that lump of metal at some later time - even if the raw result of any such calculation will be a nonsensical noninteger.
I don’t think there’s any reason to believe that, say, the fine structure constant, or the ratio of the mass of a neutrino to the mass of an electron, are rationals, or even algebraic.
Maybe there is though? That seems like very much a question for philosophy, since scientific measurement will never be able to tell us for certain.