Data Engineer
Skills
About This Role
• Data Lakehouse Architecture (Supply Chain)
- ERP Integration:
- Architect and deploy ingestion pipelines to extract high-volume transactional data from SAP S/4HANA, Ariba, and PLM systems, ensuring near real-time availability for forecasting models.
• External Feed Integration
Build connectors for external market intelligence feeds (e.g., S&P Global, Orbis, EcoVadis) to enrich internal procurement data with macroeconomic and geopolitical signals.
• Unified Data Model
Design and implement a standardized procurement data model and taxonomy across multiple entities, harmonizing fragmented datasets into a cohesive layer for analytics.
• Unstructured Data Pipelines (LeverEDGE)
- Complex Ingestion:
- Engineer pipelines to ingest and process unstructured technical data, including PDF tender documents, CAD metadata, and historical CONOPS, transforming them into vector-ready formats for RAG (Retrieval-Augmented Generation) applications.
• Vector Database Management
Manage and optimize Vector Databases (e.g., Weaviate) to store embeddings of archival proposals and engineering snippets, ensuring high-speed retrieval for AI drafting assistants.
• Digital Thread Implementation
Establish data lineage and traceability protocols that link requirements to physical components, supporting the Model-Based Systems Engineering (MBSE) "Digital Thread".
• Governance & Security
- Defense-Grade Security:
- Implement Role-Based Access Control (RBAC), audit logging, and data redaction policies to ensure compliance with export controls and strict on-premise security requirements.
- Quality Control:
- Deploy automated data quality frameworks to validate BOM (Bill of Materials) completeness and cost data accuracy before it reaches AI models.
- Infrastructure Optimization:
- Optimize pipelines for on-premise GPU clusters and air-gapped environments, ensuring efficiency within existing infrastructure limits.
Technical Requirements
- Core Stack:
- Expert proficiency in Python, SQL, and modern data engineering frameworks (Apache Spark, Kafka, Airflow).
- Enterprise ERP:
- Strong experience extracting data from complex ERP environments, specifically
Sap S/4hana
and
SAP Ariba
- .
- Familiarity with SAP BTP is a plus.
- Database Technologies:
- Deep understanding of Data Lakehouse architectures (Databricks/Delta Lake), Relational Databases (PostgreSQL), and Vector Databases (Weaviate/Milvus).
Experience
- building pipelines for RAG solutions, Conversational agents and classical ML models with tools like dbt, dagster, or prefect
- DevOps/DataOps:
- Proficiency with containerization (Docker, Kubernetes) and CI/CD pipelines for deploying data workflows in secure environments.
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