A semantically structured data lake and data analytics platform for: (1) storing and fusing biome data streams generated by data providers and (2) hosting value-added apps created by app creators. The Digital Biosphere is designed for traceable and reproducible analytics, so users can understand how apps derive their insights, which is especially important when apps present insights relevant to human health, climate change, and therapeutic discovery.