Forward Deployed Engineer modernizing customer data platforms and deploying ML/AI systems for OpsGuru. Building pipelines, LLM workflows, and MLOps solutions within client environments.
Responsibilities
Deploy directly into customer environments to understand domain logic, data pipelines, and architectural constraints
Own end-to-end delivery from data discovery and schema design through pipeline deployment and model integration
Partner with client business leaders to evaluate legacy technology estates
Refactor legacy data setups into modern lakehouses, event-driven streaming systems, and scalable vector/graph databases
Apply Spec-Driven Development using Generative AI tools
Write structured specifications for data models, API schemas, transformations, and evaluation metrics
Architect and deploy GenAI workflows, RAG pipelines, and autonomous AI agents
Establish evaluation frameworks for model accuracy, latency, and hallucination control
Build, deploy, and maintain ML training and inference pipelines
Ensure CI/CD for models and data workflows
Design and audit production code across data-centric languages and frameworks
Establish reusable agentic development patterns, MLOps practices, data reliability frameworks, and SDD methodologies
Elevate customer teams through enablement and knowledge transfer
Requirements
10+ years of experience as a Principal Data Engineer, Lead ML Engineer, or Enterprise Data Architect building and scaling distributed data and ML platforms
Strong executive presence and communication skills for working with technical teams and business stakeholders under pressure
Mastery of distributed computing, including AWS Glue, Apache Spark, and Databricks
Experience with modern data warehouses including Redshift and Snowflake
Experience with data modeling tools such as dbt and data orchestration tools such as Airflow
Hands-on experience fine-tuning, evaluating, and deploying LLMs, embedding models, and vector stores
Advanced proficiency in Python and complex SQL
Fluency in at least two additional languages such as Scala, Go, Rust, or TypeScript
Experience using natural language and structured specifications with Claude Code, Cursor, or Copilot to generate data pipelines, schemas, and API adapters
Hands-on experience with AWS or Azure cloud-native data services
Experience with Docker, Kubernetes, and Terraform
Willingness to travel occasionally to customer sites
Preferred: prior experience in Forward Deployed Engineer, Data Architect, or technical consulting/professional services roles
Preferred: experience migrating legacy on-premise data warehouses or Hadoop estates to modern cloud lakehouses
Preferred: understanding of data governance, HIPAA, SOC2, GDPR, and privacy-preserving machine learning
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