Principal Cloud Engineer (Terraform), London
Role Overview
Principal-level individual contributor embedded in CBRE's Cloud Engineering & FinOps team.
Build and improve data and AI/ML capabilities supporting cloud cost management; collaborate with FinOps analysts, cloud engineers, and platform leads.
Key Skills for This Role
Full Job Posting
About the role
Principal-level individual contributor embedded in CBRE's Cloud Engineering & FinOps team.
Build and improve data and AI/ML capabilities supporting cloud cost management; collaborate with FinOps analysts, cloud engineers, and platform leads.
Cloud engineering and data pipelines
- Ingest billing, usage, and tagging data from AWS, Azure, and GCP into a centralized FinOps data store.
- Build layered data models and transformations using patterns and tools such as dbt, Spark, and cloud-native processing services.
- Manage production pipelines, including orchestration, scheduling, dependencies, error handling, alerting, and incident response.
- Apply data quality, validation, and observability practices; maintain curated datasets, aggregations, and data marts.
Platform and AI/ML development
- Build microservices and APIs that expose FinOps data and AI/ML capabilities; contribute production-ready platform features.
- Integrate data and AI services with AIDP and ECMP, and follow software engineering practices including testing, API versioning, containerization, and CI/CD.
- Develop models for cost anomaly detection, spend forecasting, workload rightsizing, and commitment coverage optimization.
- Maintain MLOps practices for model versioning, retraining, monitoring, and drift detection; explore generative AI and LLM applications in FinOps.
Experience and expertise
- Deep, hands-on expertise in data engineering and AI/ML.
- Extensive knowledge of data engineering principles and advanced techniques for solving complex FinOps data challenges.
- Work as a principal-level individual contributor with cross-functional collaborators.
Quality and governance
- Implement data governance, lineage tracking, cataloging, column-level security, and role-based access controls for sensitive cost and financial data.
- Contribute to engineering standards for code quality, testing, documentation, and CI/CD through code reviews and knowledge sharing.
- Document model design, feature engineering decisions, and evaluation results.
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