AI Migration Automation Engineer - Immediate Start

Luxoft is supporting a major enterprise data transformation programme for one of the world's leading financial market infrastructure organisations and we're looking for an AI Migration Automation Engineer to help accelerate and industrialise large-scale cloud migration delivery. This is a unique opportunity to combine GenAI, automation, data engineering, and cloud technologies within a strategic programme migrating a complex enterprise ETL estate from Matillion to AWS Glue. You'll be responsible for designing and building an agentic AI-driven migration framework that enables automated conversion, code generation, validation, and migration acceleration at scale. Working closely with architects, engineering teams, and migration factory pods, you'll help create the tooling and frameworks that will underpin a multi-million-pound transformation programme. Key Responsibilities • Design and develop an agentic AI framework to automate and accelerate migration activities • Build and maintain a library of reusable migration patterns and templates for common conversion scenarios • Develop automated pipelines that convert and transform legacy code, configurations, and Matillion job definitions into target-state AWS solutions • Integrate GitHub Copilot into migration workflows to improve developer productivity and accelerate code generation • Build tooling to support migration factory teams delivering migrations at scale • Create automated validation and testing frameworks to verify conversion quality and accuracy • Collaborate with architects, data engineers, and programme stakeholders to define migration standards and best practices • Troubleshoot migration automation challenges and continuously enhance tooling capabilities • Support proof-of-concept initiatives to evaluate new AI-powered migration techniques Essential Skills • Strong hands-on Python development experience building automation tools and frameworks • Proven experience integrating GenAI and LLM capabilities into applications, tooling, or engineering workflows • Practical prompt engineering experience, including prompt design, optimisation, testing, and evaluation • Strong experience building solutions using AWS Bedrock • Experience using and integrating GitHub Copilot into software development processes • Proven track record designing and developing enterprise automation frameworks from the ground up • Experience building automated testing, validation, and quality assurance frameworks • Strong understanding of Matillion job structures and experience parsing and transforming Matillion JSON definitions Nice to Have • Experience with AI agents, agent orchestration frameworks, or autonomous workflow solutions • Knowledge of AWS Glue, Step Functions, Lambda, and broader AWS data engineering services • Experience building migration or modernisation accelerators • Financial services, capital markets, or regulated industry experience • Familiarity with CI/CD, DevOps, and cloud-native engineering practices