Hi @ruoyuqian Delta Live Tables (DLT) have specific execution contexts and dependencies that are managed within their pipeline environment. This is why the code runs successfully only when executed within the pipeline, as DLT creates its own job cluster tailored to its dependencies rather than relying on a dedicated cluster. If you're concerned about costs, I recommend reviewing Databricks' compute pricing and exploring optimization strategies to reduce expenses effectively