The ”Programming with Big Data in R” project (pbdR) is a set of R packages for large scale, distributed computing and profiling. Our packages include high performance, high-level interfaces to MPI, ScaLAPACK, NetCDF4, and more. While these libraries shine brightest on large distributed platforms, they also work rather well on small clusters and often, surprisingly, even on a laptop with only two cores