Senior Data Engineer
Core
Designing data foundations, retrieval patterns, and scalable data services for agentic and machine learning solutions.
Role type
Senior IC data engineer (AI/ML support) (via careerplan.io/jobs/AVSI-Systems-Senior-Data-Engineer-senior-data-engineer-at-avsi-systems)
Builds
Production-grade data platforms, retrieval-system pipelines, and data infrastructure for AI/LLM lifecycle
Domain
Data engineering + AI/ML engineering
Deliverable
production ML models
Required skills
End-to-end data pipelines, Cloud data platforms (AWS/Azure/GCP), Databricks, Python, Column-oriented databases (BigQuery/Redshift), NoSQL databases (DynamoDB/Bigtable/Cosmos DB), SQL databases (SQL Server/Oracle/MySQL), Streaming and batch integrations (Glue/Dataflow/Data Factory/Spark), Data modeling and warehouse design, CI/CD and production support, MLOps, AI engineering patterns (context engineering, RAG, agent architectures), Retrieval-system pipelines (parsing, chunking, embeddings, vector/graph DBs), Agent platforms and orchestration, AI evaluation data infrastructure, Agent state modeling, Snowflake (zero-copy), AI/ML lifecycle support (deployment, monitoring, validation)
Preferred skills
Developer certification in cloud/data platforms, Experience in retail/financial services/energy/CPG/logistics/manufacturing, Agile/product methodologies in consulting
Technologies
AWS Lambda, Redshift, Azure, BigQuery, Cloud, Cosmos DB, Databricks, ETL, LLM, Machine Learning, MLOps, MySQL, NoSQL, Oracle, Python, SQL, Snowflake, Spark
Responsibilities
Design data foundations and retrieval patterns for AI/ML solutions, Build scalable data services for agentic workflows, Apply data lineage and provenance rigor to context sources, Support AI/ML and LLM lifecycle needs including model deployment and evaluation
Seniority
Senior, hands-on IC
