Let \(\{\lambda _f(n)\}_{n\ge 1}\) denote the normalized Hecke eigenvalues of a holomorphic cusp form f, and let \(\lambda _{f,j}=\lambda _f*\cdots *\lambda _f\) be the j-fold convolution of \(\lambda _f\) . In this paper, we demonstrate that, for \(j\ge 3\) and \(X^{\frac{2}{3}+\varepsilon }<H<X^{1-\varepsilon }\) , as \(X\rightarrow \infty \) , the following inequality holds: \(\begin{aligned} \sum _{X \le n \le 2X}\lambda _{f,j}(n)\lambda _{f}^2(n+h)\ll _{f,A,\varepsilon }X(\log X)^{-A} \end{aligned}\) for all but \(O_{f,A,\varepsilon }(H(\log X)^{-3A})\) integers \(h\in [1,H]\) . Additionally, when \(1\le j\le 2\) , more favorable results can be achieved.