DataSpace is a benchmark designed to evaluate data agents that generate verifiable tabular outputs from natural‑language queries across heterogeneous organizational workspaces, including databases, structured files, documents, and multimedia. It unifies heterogeneous evidence discovery, complete tabular results, and deterministic evaluation, which prior benchmarks treated separately. The benchmark aims to ensure reliable analytics over distributed evidence sources.