Microsoft Azure Data Engineer Associate - DP-203
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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.
A
Set frequent checkpoints and low watermarking thresholds to ensure high data consistency but potentially lower throughput.
B
Set infrequent checkpoints and high watermarking thresholds to maximize throughput but potentially lower data consistency.
C
Use adaptive checkpointing based on data rate and set moderate watermarking thresholds to balance consistency and throughput.
D
Rely on the default settings provided by the stream processing framework and manually adjust as needed.