When reading Abrikosov's book AGD, there is a statement that 'It is obvious only that a Bose system can not have excitations with half-integral spins' (page 5).
I don't understand why this is the case.
It is because you can not add whole integers and end up with a half-integer.
For Fermi systems, there are bosonic excitations,
Yes, this is because you can add half-integers and end up with a whole integer. E.g.,
$$
1/2 + 1/2 = 1
$$
Or, as a slightly less trivial example, with respect to angular momenta:
$$
\frac{1}{2}\otimes\frac{1}{2} = 0\oplus 1\;,
$$
where the $\otimes$ indicates a direct product and the $\oplus$ indicates a direct sum. For example, the direct product of two spin-1/2 fermions can result in an overall spin state with total spin 0 or 1.
Does it mean that the excitations of certain systems are only allowed to carry the same spin as the original particles?
No, not necessarily. For example, I can combine two spin-1 particles and end up with total spin angular momentum of 2, 1, or 0.
All the examples I provided follow the usual rules for "addition" of angular momentum in quantum mechanics. E.g., for the case of adding two angular momentum $j_1$ and $j_2$, the result will be in the range from:
$$
|j_1 - j_2|
$$
to
$$
j_1 + j_2\;.
$$