Job Summary:

We are seeking a highly skilled SageMaker Unified Studio (SMUS) Migration & MLOps Engineer to lead the migration of existing AWS SageMaker AI environments into SageMaker Unified Studio while establishing enterprise-grade CI/CD, MLOps, and governance frameworks. The ideal candidate will possess deep expertise in AWS data and machine learning services, cloud migration strategies, MLOps automation, Infrastructure as Code (IaC), and secure multi-account AWS architectures. This role will partner with Data Scientists, Platform Engineers, Cloud Architects, Security teams, and DevOps teams to modernize ML development and deployment processes.

Key Responsibilities:

• SageMaker Unified Studio Migration
• Lead migration of existing SageMaker AI environments into SageMaker Unified Studio (SMUS).
• Design and implement SMUS project structures, including project profiles, blueprints, and workspace configurations.
• Utilize AWS migration utilities, upgrade tools, and automation scripts to onboard existing workloads.
• Assess, migrate, and modernize legacy notebook environments and ML workflows.




• Integrate existing EMR on EC2 clusters and compute resources into SMUS.

• Data Platform Integration
• Migrate and onboard Amazon S3 data assets into SMUS projects.
• Configure and manage AWS Glue Data Catalog integration.
• Implement data governance and access controls using AWS Lake Formation.
• Develop automated onboarding processes for data sources, metadata, and catalogs.

• Workflow Orchestration & Scheduling
• Design and implement notebook scheduling and workflow automation.
• Configure Managed Workflows for Apache Airflow (MWAA) for orchestration.
• Build parameterized, multi-notebook execution frameworks.
• Replace legacy JupyterHub, Enterprise Gateway, and Livy-based architectures with up-to-date SMUS-native capabilities.

• MLOps & CI/CD Engineering
• Develop and maintain CI/CD pipelines using GitHub and GitHub Actions.
• Implement reusable deployment workflows and

📌 AWS SageMaker (Bengaluru)
🏢 atsMantra
📍 Bengaluru