AI algorithms for financial portfolio management require distributed computation based on complex workflows. We are happy to share with you how we transform many financial data based on Dask to reach this goal. Dask distributed on Kubernetes is a simple but powerful solution for that. Furthermore we will present a thin wrapper on top of Dask futures to allow lazy and partial computations.