Explainers# Best practices for Hybrid Knowledge Bases Who is this for What you will accomplish Why design Hybrid Knowledge Bases carefully Complexity and time to complete Designing Hybrid Knowledge Bases Understand your use case Selecting structured columns Selecting unstructured columns Example schema design Product catalog Hybrid KB Common pitfalls Mismatched column names Poor type selection Overloading structured columns Underusing unstructured columns Example scenario Troubleshooting Incomplete search results Filter not working Ingestion errors Related topics