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The Application Integration Engineer at Pantheon Data is responsible for examining legacy applications to understand their architecture and integration points, developing strategies to optimize their performance within AWS cloud infrastructure. This role involves modifying applications to align with AWS best practices and ensuring seamless integration with various software components and services.