Let and be polynomial rings of positive dimensions over a field . Let be non-zero homogeneous ideals none of which contains a linear form. Denote by the fiber product of and in . We compute homological invariants of the powers of using the data of and . Under the assumption that either or and are monomial ideals, we provide explicit formulas for the depth and regularity of powers of . In particular, we establish for all the intriguing formula . If moreover each of the ideals and is generated in a single degree, we show that for all , . Finally, we prove that the linearity defect of is the maximum of the linearity defects of and , extending previous work of Conca and R"omer. The proofs exploit the so-called Betti splittings of powers of a fiber product.

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