I've been reading the chapter of Uniform Integrability on Probability Theory by Achim Klenke which has the following proposition.
If $\mu$ is $\sigma$-finite, then there is a function $h \in L^{1}(\mu)$ such that $h > 0$ almost everywhere.
In the proof, he constructed an increasing sequence of sets $A_{n}$ with limit being the whole space $\Omega$ and each element possessing finite measure, i.e. $\mu(A_{n}) < \infty$.
I am not sure whether this is only for $\mu$ being $\sigma$-finite, since in the following theorem he showed result similar to the Vitali convergence theorem but without the condition that restrict set measure.