The edge blow-up Fp+1 of a graph F for an integer pβ₯2 is
obtained by replacing each edge in F with a Kp+1β containing the edge,
where the new vertices of Kp+1β are all distinct. Let ex(n,F) and
spex(n,F) be the maximum size and maximum spectral radius of an F-free
graph of order n, respectively. In this paper, we determine the range of
spex(n,Fp+1) when F is bipartite and the exact value of
spex(n,Fp+1) when F is non-bipartite for sufficiently large n, which
are the spectral versions of Tur\'{a}n's problems on ex(n,Fp+1) solved by
Yuan [J. Combin. Theory Ser. B 152 (2022) 379--398]. This generalizes several
previous results on Fp+1 for F being a matching, or a star.
Additionally, we also give some other interesting results on Fp+1 for F
being a path, a cycle, or a complete graph. To obtain the aforementioned
spectral results, we utilize a combination of the spectral version of the
Stability Lemma and structural analyses. These approaches and tools give a new
exploration of spectral extremal problems on non-bipartite graphs