This research paper delves into the critical examination of security measures within AWS Glue data migration processes. The security and integrity of data are becoming more and more important as businesses depend more and more on cloud-based solutions for data management.. Data transfer to the cloud is made easier with AWS Glue, a fully managed extract, transform, and load (ETL) solution provided by Amazon Web Services (AWS). This paper evaluates the security features inherent in AWS Glue and proposes best practices for enhancing security in data migration workflows. The research assesses various facets of security, including data encryption, access controls and network security. Through a comprehensive analysis of AWS Glue's security features, configurations, and best practices, this study aims to provide insights into the effectiveness of security measures in safeguarding data integrity and confidentiality during migration processes.