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Answer: Use a combination of real-time data quality checks, automated error handling, and periodic audits to ensure data integrity and system reliability.
Best practices for streaming data from multiplex bronze tables include setting up real-time data quality checks, implementing automated error handling mechanisms, and conducting periodic audits. This comprehensive approach ensures that data integrity is maintained throughout the streaming process, and any issues are promptly addressed to prevent data loss or corruption.
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Implement best practices when streaming data from multiplex bronze tables. Describe the steps involved in setting up a robust and efficient streaming pipeline, including error handling and data quality checks.
A
Directly stream data from bronze tables to silver tables without intermediate checks.
B
Implement batch processing for data quality checks before streaming to silver tables.
C
Set up continuous monitoring and automated retries for failed data transfers.
D
Use a combination of real-time data quality checks, automated error handling, and periodic audits to ensure data integrity and system reliability.