Parallel simulations on multiple cores on Azure

I have some fairly computationally intensive simulation code that I would like to run across multiple cores, (independently, only combining data at the end of a simulation). Currently I run this on my PC, using the pmap function. I would like to scale this up to run on Microsoft Azure, using potentially 100s of cores simultaneously. Does anyone know what the the best Azure product would be and how best to integrate with Julia? Thanks!