Recently, voices have been raised regarding the challenges of Big Data-driven global approaches, including the realization that exclusively tackling the global scale masks social and historical realities. While multi-scalar analyses have confronted this problem, the effects of global approaches are being felt. We highlight one of these effects: as classical scholarship struggles to decolonize itself, the ancient Mediterranean in global archaeology pivots around the Graeco-Roman world only, marginalizing the non-classical Mediterranean, thus foiling attempts at promoting post-colonial perspectives. In highlighting this, our aim is twofold: first, to invigorate the debate on multi-scalar approaches, proposing to incorporate microhistory into archaeological analysis; second, to use the non-classical Mediterranean to demonstrate that historical depth at a micro level is essential to augment that power in our interpretations.