Quick overview
Job description
MLOpsWe are looking for a highly skilled Analytics & Data Engineering professional with a strong background in Machine Learning, MLOps, and DevOps. The ideal candidate will have experience designing and implementing scalable data and analytics pipelines, enabling production-grade ML systems, and supporting agent-based development leveraging MCP/OpenAPI to MCP wrapper and A2A protocols.
This role combines hands-on technical work with solution design, and will require close collaboration with data scientists, product teams, and engineering stakeholders. ;Key ResponsibilitiesDesign, build, and maintain scalable data pipelines and ETL/ELT processes for analytics and ML workloads. Implement MLOps frameworks to manage model lifecycle (training, deployment, monitoring, and retraining).Apply DevOps best practices (CI/CD, containerization, infrastructure as code) to ML and data engineering workflows. Develop and optimize data models, feature stores, and ML serving architectures.
Collaborate with AI/ML teams to integrate models into production environments. Support agent development using MCP/OpenAPI to MCP wrapper and A2A (Agent-to-Agent) communication protocols. Ensure data quality, governance, and compliance with security best practices. Troubleshoot and optimize data workflows for performance and reliability.
Required Skills & ExperienceCore:6+ years in analytics and data engineering roles. Proficiency in SQL, Python, and data pipeline orchestration tools (e.g., Airflow, Prefect).Experience with distributed data processing frameworks (e.g., Spark, Databricks).ML/MLOps:Experience deploying and maintaining ML models in production.
Knowledge of MLOps tools (MLflow, Kubeflow, SageMaker, Vertex AI, etc.).DevOps:Hands-on experience with CI/CD (Jenkins, GitHub Actions, GitLab CI).Proficiency with Docker, Kubernetes, and cloud-based deployment (AWS, Azure, GCP).Specialized:Experience with MCP/OpenAPI to MCP wrapper integrations. Experience working with A2A protocols in agent development. Familiarity with agent-based architectures and multi-agent communication patterns. ;Preferred QualificationsMaster’s degree in Computer Science, Data Engineering, or related field.
Experience in real-time analytics and streaming data pipelines (Kafka, Kinesis, Pub/Sub).Exposure to LLM-based systems or intelligent agents. Strong problem-solving skills and ability to work in cross-functional teams.
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