If we want to color $1,2,\ldots,n$ with the property that all 3-term arithmetic progressions are rainbow (that is, their elements receive 3 distinct colors), then, obviously, we need to use at least $n/2$ colors. Surprisingly, much fewer colors suffice if we are allowed to leave a negligible proportion of integers uncolored. Specifically, we prove that there exist $α,β<1$ such that for every $n$, there is a subset $A$ of $\{1,2,\ldots,n\}$ of size at least $n-n^α$, the elements of which can be colored with $n^β$ colors with the property that every 3-term arithmetic progression in $A$ is rainbow. Moreover, $β$ can be chosen to be arbitrarily small. Our result can be easily extended to $k$-term arithmetic progressions for any $k\ge 3$. As a corollary, we obtain the following result of Alon, Moitra, and Sudakov, which can be used to design efficient communication protocols over shared directional multi-channels. There exist $α',β'<1$ such that for every $n$, there is a graph with $n$ vertices and at least $\binom{n}{2}-n^{1+α'}$ edges, whose edge set can be partitioned into at most $n^{1+β'}$ induced matchings.