You are tasked with configuring checkpoints and watermarking during stream processing to ensure data consistency and reliability. Describe how you would set up these configurations, including the frequency of checkpoints, the thresholds for watermarking, and the mechanisms you would use to handle late-arriving data. | Microsoft Azure Data Engineer Associate - DP-203 Quiz