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Databricks Certified Data Engineer - Associate

Databricks Certified Data Engineer - Associate

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You are tasked with building a production-grade streaming ingestion pipeline in Databricks using Auto Loader to process JSON files from Azure Data Lake Storage. Your team decides to use Lakeflow Declarative Pipelines to simplify deployment and management.

During a design review, a colleague asks: "Since we’re using Lakeflow Declarative Pipelines, which parts of the Auto Loader configuration will we still need to manually define, and which will be handled automatically?"

Which of the following is automatically managed by Lakeflow Declarative Pipelines when using Auto Loader?

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