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Senior Data Engineer
Robots & Pencils. Design, implement, and deploy data and AI/ML systems on AWS end-to-end, including data lake pipelines, observability instrumentation, and optimization for performance, reliability, and cost .
Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in designing and deploying data and AI/ML systems on AWS, with a strong focus on building data lakes, observability, and cost optimization. Proficient in software engineering practices, including Python and SQL, while effectively collaborating with cross-functional teams and mentoring junior engineers.
Highest-signal resume keywords
AWS Data EngineeringPython ProgrammingData Lake DevelopmentMLOps PracticesAWS Certified Data Engineer – Associate
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Data EngineeringAI/ML SystemsPythonSQLAWS CDKInfrastructure as CodeCost OptimizationObservabilityStreaming on KinesisData Governance
Soft Skills
Problem-SolvingCollaborationCommunication
Tools & Technologies
AWS S3AWS Lake FormationAWS GlueAWS AthenaAmazon CloudWatchAmazon X-RayOpenTelemetrySageMaker Model MonitorClaude CodeCursor
Certifications & Qualifications
AWS Certified Data Engineer – Associate
Industry Keywords
Data PlatformsAI SystemsObservability InstrumentationDrift MonitoringResponsible AI Principles
Tech Stack
Tools & technologiesAWSGrafanaPrometheusPythonRaySQL
About the role
Key responsibilities & impact- Design, implement, and deploy data and AI/ML systems on AWS end-to-end, including data lake pipelines, observability instrumentation, and optimization for performance, reliability, and cost
- Maintain and evolve production platforms, monitor for drift, debug issues, and drive improvements to reliability and scalability
- Use AI-forward coding tools such as Claude and Cursor to ship higher-quality work
- Partner with AWS Professional Services, client engineering, and data teams
- Translate technical tradeoffs, system behavior, and constraints for non-specialists
- Participate in code reviews and design discussions
- Contribute to data and AI architecture decisions
- Own meaningful work end-to-end and support more junior engineers
Requirements
What you’ll need- 5+ years professional software or data engineering experience, with 2+ years building data platforms or AI/ML systems in production on AWS
- Strong software engineering background (Python and SQL, or similar)
- AWS Certified Data Engineer – Associate; candidates without it are considered if there is a clear, near-term path to earning it
- Hands-on experience building data lakes on AWS, including S3, Lake Formation, Glue, Athena, and Iceberg or Parquet
- Exposure to streaming on Kinesis or MSK
- Experience with observability for distributed and AI systems, including CloudWatch, X-Ray, OpenTelemetry/ADOT, Amazon Managed Service for Prometheus and Grafana, and drift monitoring with SageMaker Model Monitor
- Working knowledge of agent enablement on AWS, including Amazon Bedrock Knowledge Bases, Guardrails, RAG patterns, and Bedrock Agents
- Experience shipping agentic or ML systems in production environments
- Experience with MLOps and LLMOps practices, including evaluation, deployment, and monitoring of models and agents
- Experience with infrastructure as code using AWS CDK, and CI/CD for data and AI systems
- Understanding of IAM and KMS security, data governance, responsible AI principles, and PII handling
- Cost optimization experience across storage, query, compute, and model usage
- Experience delivering solutions in a consulting or professional services setting, working alongside client and partner teams
- Demonstrable, day-to-day usage and knowledge of AI-forward coding tools such as Claude Code and Cursor
- Strong problem-solving skills and the ability to navigate ambiguous technical challenges with sound judgment
Benefits
Comp & perks- Paid time off
- Medical insurance
- Dental insurance
- Vision insurance
- 401(k)