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Data monitoring is a critical aspect of the data engineer's role. It involves tracking, analyzing, and managing data to ensure its ___, reliability, and timeliness. By monitoring data, engineers can identify potential issues, detect anomalies, and take proactive measures to maintain data quality and integrity.

Monitoring data allows organizations to:

• Identify Data Issues: By continuously monitoring data, engineers can detect and resolve issues such as missing or invalid data, data duplication, and inconsistencies.

• Ensure Data Quality: Data monitoring enables engineers to validate data against predefined quality standards and identify discrepancies or errors that might impact data analysis and decision-making.

• Optimize Performance: Monitoring data performance helps identify bottlenecks, optimize data pipelines, and improve query response times, ensuring efficient data processing and analysis.

• Track Data Usage: Monitoring data usage provides insights into data consumption patterns, usage trends, and resource utilization, helping organizations make informed decisions about data storage, capacity planning, and infrastructure optimization.