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Senior Data Architect

Roles & Responsibilities

  • Strong data modeling and schema design experience (conceptual, logical, physical)
  • Experience with Databricks and/or Spark-based data platforms
  • Demonstrated ability to reverse-engineer undocumented schemas and infer entity relationships
  • Experience building canonical or enterprise data models in complex, multi-source environments

Requirements:

  • Design canonical data models for core business domains
  • Discover and interpret schemas across complex legacy datasets (like Databricks)
  • Establish standardized naming conventions, data definitions, and source-to-canonical mappings
  • Design semantic layers and data governance frameworks

Job description

Senior Data Architect (Contract)

Engagement: Data Strategy & AI Enablement Location: Remote

About Meaningful AI

Meaningful AI helps organizations unlock the value in their data. We design and build AI-driven data platforms, taking clients from raw, undocumented data environments through to canonical models, semantic layers, and analytics-ready infrastructure.

What You'll Do

Design canonical data models for core business domains

Discover and interpret schemas across complex legacy datasets (like Databricks)

Reverse-engineer existing data structures and infer relationships across systems

Establish standardized naming conventions, data definitions, and source-to-canonical mappings

Collaborate with client data teams to understand data structures, calculated fields, and transformation logic

Design semantic layers and data governance frameworks

Provide architectural direction for downstream data models

Advise on ML-ready data products

What We're Looking For

Required:

Strong data modeling and schema design experience (conceptual, logical, physical)

Experience with Databricks and/or Spark-based data platforms

Demonstrated ability to reverse-engineer undocumented schemas and infer entity relationships

Experience building canonical or enterprise data models in complex, multi-source environments

Semantic layer design experience (ideally with Power BI as the downstream consumer)

Comfortable working with business stakeholders to define data definitions and governance policies

Eager to learn AI tooling

Strongly Preferred:

Experience in regulated industries with complex data environments

Experience with Medallion Architecture (bronze/silver/gold patterns)

Familiarity with enterprise transaction and accounting systems

Experience with modern AI tool sets

Environment

Our client environments are managed with strict security controls and restricted internet access.

You should be comfortable working within enterprise security constraints.

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