Stanislav Seltser, Petacube you are talking comparing structured workload(array-based TileDB) to unstructured one (JSON+Spark). Once you convert your JSON to sparce array structure (one time conversion) TileDB will beat Spark+JSON by several orders of magnitude. Caveat: assuming your spark+json workoad is a some heayy processing not a lightweight one.