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.

Simulated

Directly stream data from bronze tables to silver tables without intermediate checks.

0.0%

Implement batch processing for data quality checks before streaming to silver tables.

3.6%

Set up continuous monitoring and automated retries for failed data transfers.

0.9%

Use a combination of real-time data quality checks, automated error handling, and periodic audits to ensure data integrity and system reliability.

95.5%

Databricks Certified Data Engineer - Professional