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    Data Principles LLC

    Dimensional Data Modeling Fact Qualifier Matrix

    By Pete Stiglich Introduces the Fact Qualifier Matrix (FQM) as a technique for validating that dimension conformance and grain are consistent across multiple fact tables.…

    Posted on 12/26/202501/06/2026
    • Big Data
    • Data Modeling

    Ignoring Your Customer

    By W H Inmon In the early days of data warehousing, I was invited to talk to a CEO and a CIO at a well-known…

    Posted on 12/22/202512/22/2025
    • Big Data
    • Data Architecture

    Data Architecture – The Differences

    By By W H Inmon Classical data architecture is dominated by structured data. Structured data was the first type of data that people had to…

    Posted on 12/22/202501/06/2026
    • Big Data
    • Data Architecture
    • Hot Topic

    Is the Data Warehouse centralized?

    By W H Inmon Lately, people have been claiming that a data warehouse is of necessity centralized in a single location or on a single…

    Posted on 12/22/202501/06/2026
    • Big Data
    • Data Architecture
    • Data Integration
    • Hot Topic

    Big Data as an Archival Platform

    By Pete Stiglich Explores using big data platforms as a more flexible archive approach than tapes or traditional warehouses. Operational systems purge data to meet…

    Posted on 11/05/202512/22/2025
    • Big Data

    Big Data Security

    By Pete Stiglich Presents security as a vertical concern across the entire big data stack, not an afterthought. It notes that many big data ecosystems…

    Posted on 11/05/202512/22/2025
    • Big Data

    Archives

    • December 2025
    • November 2025

    Latest Posts

    • Benefits of Conceptual Data Modeling

      Benefits of Conceptual Data Modeling

      Posted on 12/26/202501/06/2026
    • The Semantic Web for Data Governance and Stewardship

      The Semantic Web for Data Governance and Stewardship

      Posted on 12/26/202512/26/2025
    • Data Governance and Stewardship Organizations

      Data Governance and Stewardship Organizations

      Posted on 12/26/202501/06/2026
    • Data Management Activities that are Critical to Trustworthy Data

      Data Management Activities that are Critical to Trustworthy Data

      Posted on 12/26/202512/26/2025
    • Data model conversion: Conceptual design to logical design using an ER model

      Data model conversion: Conceptual design to logical design using an ER model

      Posted on 12/26/202501/06/2026

    Recent News Posts

    • Dimensional Data Modeling Fact Qualifier Matrix

      Dimensional Data Modeling Fact Qualifier Matrix

      Posted on 12/26/202501/06/2026
      • Big Data
      • Data Modeling
    • Ignoring Your Customer

      Ignoring Your Customer

      Posted on 12/22/202512/22/2025
      • Big Data
      • Data Architecture
    • Data Architecture – The Differences

      Data Architecture – The Differences

      Posted on 12/22/202501/06/2026
      • Big Data
      • Data Architecture
      • Hot Topic
    • Is the Data Warehouse centralized?

      Is the Data Warehouse centralized?

      Posted on 12/22/202501/06/2026
      • Big Data
      • Data Architecture
      • Data Integration
      • Hot Topic
    • Big Data as an Archival Platform

      Big Data as an Archival Platform

      Posted on 11/05/202512/22/2025
      • Big Data
    • Big Data Security

      Big Data Security

      Posted on 11/05/202512/22/2025
      • Big Data

    Join Our Community

    At Data Principles, we believe in making data powerful and accessible. Get monthly insights, practical advice, and company updates delivered straight to your inbox. Subscribe and be part of the journey!

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    EDITOR’S CHOICE

    • Data Governance and Stewardship Organizations

      Data Governance and Stewardship Organizations

      Posted on 12/26/202501/06/2026
    • Empowering Data-Driven Decisions through Effective BI Training

      Empowering Data-Driven Decisions through Effective BI Training

      Posted on 12/22/202501/06/2026
    • The Power of Dimension Placeholder Records

      The Power of Dimension Placeholder Records

      Posted on 12/22/202501/06/2026
    • Normalization of Knowledge

      Normalization of Knowledge

      Posted on 12/22/202501/06/2026
    • Examining and Refuting Some Common Data Governance Myths

      Examining and Refuting Some Common Data Governance Myths

      Posted on 12/22/202501/06/2026

    Latest Posts

    • Qlik’s Extremely Powerful and Easy-to-use Key Driver Analysis capability

      Qlik’s Extremely Powerful and Easy-to-use Key Driver Analysis capability

      Posted on 12/22/202501/06/2026
    • The Ever Evolving LLM

      The Ever Evolving LLM

      Posted on 12/22/202501/06/2026
    • Data Integrity in a New Light – A New View of Data Management and Ethics

      Data Integrity in a New Light - A New View of Data Management and Ethics

      Posted on 12/22/202501/06/2026
    • Start Your BI Journey with the Data Model

      Start Your BI Journey with the Data Model

      Posted on 12/22/202501/06/2026

    Hot Topic

    • The Holy Grail of Analytics?

      The Holy Grail of Analytics?

      Posted on 12/26/202501/06/2026
    • Know your keys!

      Know your keys!

      Posted on 12/22/202501/06/2026
    • Data Architecture – The Differences

      Data Architecture - The Differences

      Posted on 12/22/202501/06/2026
    • Is the Data Warehouse centralized?

      Is the Data Warehouse centralized?

      Posted on 12/22/202501/06/2026
    • The Unfinished Business of Generative AI Governance

      The Unfinished Business of Generative AI Governance

      Posted on 12/22/202501/06/2026

    Data Principles LLC

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    • Artificial Intelligence
    • Big Data
    • Cloud Migration
    • Data Architecture
    • Data Modeling
    • Data Governance
    • Data Integration
    • Data Quality
    • Semantics
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