Databricks Certified Data Engineer - Professional
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Given a use case where you need to implement a common design pattern using Structured Streaming and Delta Lake, describe how you would set up a streaming query to handle late-arriving data and ensure data consistency. Include the use of watermarking and the merge operation in your answer.