Enterprise open-source vs managed leader.
| Milvus | Pinecone | |
|---|---|---|
| Scale ceiling | Billions+ | Billions+ |
| Ops burden | High | None |
| Cost at scale | Compute only | Higher |
| Learning curve | Steep | Gentle |
Extreme scale where ops cost is less than managed cost.
Managed simplicity, easier hiring.
Milvus when you have dedicated infra teams. Pinecone when you don't.