What are some effective tools for debugging batch jobs?
There are several tools you can use for debugging batch jobs, such as Apache Spark, AWS CloudWatch, and Loggly. Each has unique features that can help identify issues.
Can you explain how Apache Spark helps in debugging?
Apache Spark provides a web UI that allows you to monitor job execution, view logs, and track performance metrics, making it easier to identify bottlenecks.
What about AWS CloudWatch? How does it fit into the debugging process?
AWS CloudWatch allows you to collect and track metrics, set alarms, and view logs, which helps in diagnosing issues in your batch jobs.
Are there any open-source tools you recommend?
Yes, tools like Apache Airflow and Jenkins are great open-source options for managing and debugging batch jobs.
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