In this paper we consider substrings of an unrooted edge-labeled tree, which are defined as the composite labels of simple paths. We study how the number of distinct repetitive substrings depends on their exponent α. An α-power is defined as a string U with an (integral, not necessarily shortest) period |U |/α. For example, squares are 2-powers and cubes are 3-powers. We investigate the asymptotic growth of the maximal number powers α (n) of distinct α-powers occurring as substrings of a tree with n nodes. The maximum number of such powers behaves much unlike in strings. In a previous work (CPM 2012. LNCS, vol 7354. Springer, Berlin, pp 27-40, 2012. It was proved that the number of different squares in a tree is powers 2 (n) = Θ(n 4/3 ).We extend this result and analyze powers of arbitrary rational exponent α ≥ 1. We identify two phase-transition thresholds:This is a full version of a paper presented at CPM 2015. LNCS, vol 9133. Springer, Berlin, pp 284-294, 2015. Compared to the earlier version, we improve our main technical contribution, i.e., the upper bound on the number of cubes in a tree, from O(n log n) to O(n). This lets us obtain a tight asymptotic characterization of the powers function.