How to Build Scalable Metadata Management for AI Object Storage

AI systems, from LLM pipelines to generative image models, produce staggering volumes of unstructured data. But it’s not the raw objects that cause operational headaches – it’s the metadata: versions, references, lifecycles, and access policies. Without metadata management tools built into the database layer, object storage at scale quickly becomes unmanageable.