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Apache Spark troubleshooting and upgrade agents now available as Kiro powers

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This article announces the availability of Apache Spark troubleshooting and upgrade agents as Kiro powers for Amazon EMR, enabling AI-assisted Spark operations.

  • Troubleshooting power identifies root causes by analyzing logs, metrics, and configurations
  • Provides specific code recommendations for PySpark applications
  • Upgrade power automates Spark version upgrades with code transformation and dependency resolution
  • Reduces troubleshooting time from hours to minutes
  • Compresses Spark upgrades from months to weeks
  • Works with EMR on EC2 and EMR Serverless
  • Uses MCP Proxy for AWS with IAM role-based authentication
  • All actions recorded in AWS CloudTrail for auditability
  • Available in all AWS commercial regions

These Kiro powers streamline Apache Spark operations by automating troubleshooting and upgrades, significantly reducing operational overhead for data engineers.



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