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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

    • June 2026
    • April 2026
    • February 2026
    • December 2025
    • November 2025

    Latest Posts

    • How to Choose the Right Chart for Your Use Case 

      How to Choose the Right Chart for Your Use Case 

      Posted on 06/22/2026
    • Transform Your BI Journey with Hierarchies 

      Transform Your BI Journey with Hierarchies 

      Posted on 06/22/202606/22/2026
    • Qlik’s Data Profiler: Catching Data Quality Issues Before They Reach the C-Suite

      Qlik’s Data Profiler: Catching Data Quality Issues Before They Reach the C-Suite

      Posted on 06/22/202606/22/2026
    • Designing Business-Aligned Data Foundations for Advanced Analytics

      Designing Business-Aligned Data Foundations for Advanced Analytics

      Posted on 04/10/202604/10/2026
    • Data Principles: Architecting Business-Driven Data

      Data Principles: Architecting Business-Driven Data

      Posted on 04/10/202604/10/2026

    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

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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

    • How to Choose the Right Chart for Your Use Case 

      How to Choose the Right Chart for Your Use Case 

      Posted on 06/22/2026
    • Transform Your BI Journey with Hierarchies 

      Transform Your BI Journey with Hierarchies 

      Posted on 06/22/202606/22/2026
    • Qlik’s Data Profiler: Catching Data Quality Issues Before They Reach the C-Suite

      Qlik’s Data Profiler: Catching Data Quality Issues Before They Reach the C-Suite

      Posted on 06/22/202606/22/2026
    • 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

    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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    • Big Data
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