

# Troubleshooting AWS Glue
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 If you encounter issues when working with AWS Glue, consult the topics in this section. 


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|  For Apache Spark troubleshooting in AWS Glue, see [Generative AI troubleshooting for Apache Spark in AWS Glue](https://docs.aws.amazon.com/glue/latest/dg/troubleshoot-spark.html) which provides AI-powered assistance for diagnosing and resolving Spark job issues. Transform your Apache Spark troubleshooting with our AI-powered Troubleshooting Agent, now supporting all major deployment modes including AWS Glue, Amazon EMR-EC2, Amazon EMR-Serverless and Amazon SageMaker AI Notebooks. This powerful agent eliminates complex debugging processes by combining natural language interactions, real-time workload analysis, and smart code recommendations into a seamless experience. For implementation details, refer to [What is Apache Spark Troubleshooting Agent for Amazon EMR](https://docs.aws.amazon.com/emr/latest/ReleaseGuide/spark-troubleshoot.html).  | 

**Topics**
+ [Gathering AWS Glue troubleshooting information](troubleshooting-contact-support.md)
+ [Troubleshooting Glue common setup errors](glue-troubleshooting-errors.md)
+ [Crawler errors when the crawler is using Lake Formation permissions](error-crawler-config-lf.md)
+ [Troubleshooting AWS Glue for Ray errors from logs](troubleshooting-ray.md)
+ [AWS Glue machine learning exceptions](exceptions-machine-learning.md)
+ [AWS Glue quotas](troubleshooting-service-limits.md)