US – Data Engineer (Pipelines & Structured Markup)
VulcuryAbout the role
This is a remote position.
US – Data Engineer (Pipelines & Structured Markup)
Title: Data Engineer – Pipelines & Structured Markup Location: US (Part Time, Remote or Hybrid) Company: Vulcury LLC
Role Overview
Vulcury is building a manufacturing intelligence infrastructure that converts raw interactions — interviews, transcripts, CAD uploads, commercial discussions — into structured, queriable data objects.
We are seeking a Data Engineer to design and maintain ingestion pipelines and structured transformation workflows that power our internal semantic “truth layer.”
This is not a reporting role. This is a semantic infrastructure role.
Responsibilities
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Build and maintain ingestion pipelines (Python-based ETL/ELT)
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Design structured transformation workflows using dbt, SQLMesh, or equivalent
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Convert unstructured transcripts and documents into normalized database records
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Maintain PostgreSQL architecture (structured tables, JSONB, indexing strategy)
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Develop attribute extraction frameworks for technical, commercial, and risk signals
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Ensure data quality, consistency, and lineage from raw interaction to structured output
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Collaborate with AI/ML engineers to ensure clean model inputs
Requirements
Required Skills
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Strong Python (data pipelines, orchestration)
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Advanced SQL (PostgreSQL preferred)
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Experience with ETL/ELT frameworks (dbt, Airflow, SQLMesh, etc.)
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Experience handling semi-structured data (JSON, transcripts, document parsing)
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Strong schema design and normalization skills
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Familiarity with cloud storage systems (S3 or equivalent)
Nice to Have
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Experience building semantic layers or knowledge graphs
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Experience working with manufacturing or technical data
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Familiarity with vector databases
Benefits
What Success Looks Like
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Raw interviews automatically convert into structured records
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Attribute confidence scoring flows downstream cleanly
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Data lineage is fully traceable
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Query performance remains stable as data volume scales
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