Jake from TileDB, Inc. Performance wise I would look at the referenced paper in this thread which provides benchmarks for various workloads. As to what advantages TileDB may offer you that is problem dependent, esp. compared to dense simulation output data which is the use case HDF5 was designed for. If you have specific suggestions for ways to improve HDF5 for your use case we would love to hear about them.