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    <title>Datrixa Blog</title>
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    <description>Transforming enterprise data into strategic assets through governance, migration, integration, warehousing, and AI preparation.</description>
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    <lastBuildDate>Tue, 12 May 2026 00:00:00 GMT</lastBuildDate>
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      <title>7 Questions to Ask Before Starting a Data Migration Project</title>
      <link>https://www.datrixa.com/blog/7-questions-before-starting-data-migration.html</link>
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      <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>The problems that derail migrations are rarely technical. They&#39;re the questions no one thought to ask in the planning phase. Here are the seven that matter most — and how AI is changing how fast you can answer them.</description>
    </item>
    <item>
      <title>Migration Testing Without the Guesswork: How dmPro Tracks Test Results All the Way to Production Readiness</title>
      <link>https://www.datrixa.com/blog/migration-testing-dmpro.html</link>
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      <pubDate>Tue, 05 May 2026 00:00:00 GMT</pubDate>
      <category>dmPro</category>
      <description>Migration testing generates results in isolation — ticketing systems, shared drives, email threads. dmPro connects test definitions to mappings and feeds results back through an API, so the team always has a live, composite answer to the go/no-go question.</description>
    </item>
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      <title>Project Dashboards: Shared Views That Keep the Whole Migration Team Aligned</title>
      <link>https://www.datrixa.com/blog/project-dashboards-dmpro.html</link>
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      <pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate>
      <category>dmPro</category>
      <description>Data migration teams have always struggled with fragmented visibility. dmPro&#39;s Project Dashboards give the whole team a shared, live view — customizable charts, saved filter state, open to every team member.</description>
    </item>
    <item>
      <title>No More &#39;Is It Ready Yet?&#39;: How dmPro Coordinates the Handoff Between Mapping and Migration</title>
      <link>https://www.datrixa.com/blog/no-more-is-it-ready-yet-dmpro-migration-jobs.html</link>
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      <pubDate>Tue, 21 Apr 2026 00:00:00 GMT</pubDate>
      <category>dmPro</category>
      <description>The gap between finalized field mapping and a running ETL job is where most data migration projects stall. dmPro closes that gap by making migration jobs a first-class concept — with readiness visibility, notifications, and automated job spec generation built in.</description>
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    <item>
      <title>AI-Suggested Mappings: How dmPro Turns Column Descriptions Into a Head Start on Mapping</title>
      <link>https://www.datrixa.com/blog/ai-mapping-suggestions-dmpro.html</link>
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      <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
      <category>Data Migration Best Practices</category>
      <description>Mapping source columns to target columns is one of the most labor-intensive phases of a data migration. Here&#39;s how dmPro&#39;s AI uses column context — descriptions, profiling data, entity library, system documentation — to propose mappings automatically and shift analysts from generation to review.</description>
    </item>
    <item>
      <title>The Question That Nobody Answered: Why Migration Knowledge Gets Lost and What to Do About It</title>
      <link>https://www.datrixa.com/blog/qa-workflow-data-migration.html</link>
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      <pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate>
      <category>Data Migration Best Practices</category>
      <description>On every large data migration project, critical knowledge about legacy data lives in people&#39;s heads and gets lost in email threads. dmPro&#39;s built-in Q&amp;A workflow captures those answers as permanent, searchable project records tied directly to the data they describe.</description>
    </item>
    <item>
      <title>The First Week of a Data Migration Sets the Tone for Everything — Here&#39;s How to Start Fast</title>
      <link>https://www.datrixa.com/blog/dmpro-day-2-productivity.html</link>
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      <pubDate>Tue, 31 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration Best Practices</category>
      <description>Most data migration projects spend their first two weeks building spreadsheet infrastructure instead of doing migration work. Here&#39;s what a kickoff meeting looks like when the lead shows up with the work already done.</description>
    </item>
    <item>
      <title>Why Data Descriptions Are the Foundation of Every Migration Decision — and Why They&#39;re Almost Always Wrong</title>
      <link>https://www.datrixa.com/blog/why-descriptions-matter-data-migration.html</link>
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      <pubDate>Mon, 23 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration Best Practices</category>
      <description>Poor or missing data descriptions are one of the most overlooked risks in migration projects. Here&#39;s why they matter at every stage — and how dmPro generates them automatically using AI.</description>
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    <item>
      <title>Data Lineage in 5 Minutes: The Report That Proves Where Every Record Came From</title>
      <link>https://www.datrixa.com/blog/data-lineage-report.html</link>
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      <pubDate>Thu, 19 Mar 2026 00:00:00 GMT</pubDate>
      <category>Compliance &amp; Governance</category>
      <description>In regulated industries, you need to prove where every piece of data came from and every decision made along the way. dmPro generates a complete data lineage report in under 5 minutes.</description>
    </item>
    <item>
      <title>100 Charts, Infinite Views: Custom Dashboards for Data Migration</title>
      <link>https://www.datrixa.com/blog/custom-dashboards-data-migration.html</link>
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      <pubDate>Mon, 16 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>dmPro includes approximately 100 built-in charts and user-configurable dashboards that give every stakeholder the visibility they need into data migration progress.</description>
    </item>
    <item>
      <title>How Visual Data Mapping Reduces Migration Risk</title>
      <link>https://www.datrixa.com/blog/visual-data-mapping-reduces-risk.html</link>
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      <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>Source-to-target mapping in spreadsheets is error-prone and risky. Visual drag-and-drop mapping with auto-generated job specs changes the game.</description>
    </item>
    <item>
      <title>The Hidden Cost of Managing Data Migration in Spreadsheets</title>
      <link>https://www.datrixa.com/blog/cost-of-spreadsheet-migration.html</link>
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      <pubDate>Fri, 06 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>Poor migration tooling creates a cascade: poor visibility leads to late-discovered issues, rework, and budget overruns. Here&#39;s how the pattern unfolds.</description>
    </item>
    <item>
      <title>Why Is Data Migration Still Managed in Spreadsheets?</title>
      <link>https://www.datrixa.com/blog/spreadsheet-problem-data-migration.html</link>
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      <pubDate>Tue, 03 Mar 2026 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>Data migration is the riskiest part of system modernization, yet most teams still manage it with spreadsheets. Why hasn&#39;t this changed — and what&#39;s the alternative?</description>
    </item>
    <item>
      <title>Enterprise AI Agents: Balancing Productivity and Data Governance</title>
      <link>https://www.datrixa.com/blog/enterprise-ai-agents.html</link>
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      <pubDate>Mon, 17 Nov 2025 00:00:00 GMT</pubDate>
      <category>AI</category>
      <description>Examining the tensions between maximizing AI productivity gains and maintaining robust data governance in enterprise settings.</description>
    </item>
    <item>
      <title>Vector Databases vs Native Format: Choosing the Right Approach for AI-Ready Data</title>
      <link>https://www.datrixa.com/blog/vector-databases-vs-native.html</link>
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      <pubDate>Mon, 10 Nov 2025 00:00:00 GMT</pubDate>
      <category>AI</category>
      <description>Exploring the decision between transforming company data into vector embeddings or preserving native formats for AI implementation.</description>
    </item>
    <item>
      <title>Data Management in System Integration: Best Practices for Success</title>
      <link>https://www.datrixa.com/blog/data-management-system-integration.html</link>
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      <pubDate>Mon, 03 Nov 2025 00:00:00 GMT</pubDate>
      <category>System Integration</category>
      <description>How organizations juggling multiple software systems can ensure seamless data management during integration.</description>
    </item>
    <item>
      <title>HHS Interoperability: Navigating Standards, Funding, and Future Directions</title>
      <link>https://www.datrixa.com/blog/hhs-interoperability.html</link>
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      <pubDate>Mon, 27 Oct 2025 00:00:00 GMT</pubDate>
      <category>System Integration</category>
      <description>Discussing emerging standards and enforcement priorities for health and human services system interoperability.</description>
    </item>
    <item>
      <title>From Business Data to AI Features: Practical Feature Engineering</title>
      <link>https://www.datrixa.com/blog/business-data-ai-features.html</link>
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      <pubDate>Mon, 20 Oct 2025 00:00:00 GMT</pubDate>
      <category>AI</category>
      <description>Explaining how to transform operational business data into meaningful inputs for machine learning algorithms.</description>
    </item>
    <item>
      <title>The Importance of Data Profiling in Data Migration Projects</title>
      <link>https://www.datrixa.com/blog/data-profiling-migration.html</link>
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      <pubDate>Mon, 13 Oct 2025 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>Highlighting how overlooking data profiling creates quality issues that surface during late-stage testing.</description>
    </item>
    <item>
      <title>Data Quality and Data Governance: Building Trust in Your Data</title>
      <link>https://www.datrixa.com/blog/data-quality-governance.html</link>
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      <pubDate>Mon, 06 Oct 2025 00:00:00 GMT</pubDate>
      <category>Data Governance</category>
      <description>Establishing connections between governance structures and data quality outcomes for data-driven organizations.</description>
    </item>
    <item>
      <title>The Hidden Risk in Data Migration: Duplicate Sources</title>
      <link>https://www.datrixa.com/blog/duplicate-sources-risk.html</link>
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      <pubDate>Mon, 29 Sep 2025 00:00:00 GMT</pubDate>
      <category>Data Migration</category>
      <description>Identifying duplicate data challenges that inflate costs and undermine system reliability.</description>
    </item>
    <item>
      <title>The Impact of Effective Data Governance on Migration Projects</title>
      <link>https://www.datrixa.com/blog/governance-impact-migration.html</link>
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      <pubDate>Mon, 22 Sep 2025 00:00:00 GMT</pubDate>
      <category>Data Governance</category>
      <description>Demonstrating how governance oversight prevents delays, unexpected expenses, and compromised results.</description>
    </item>
    <item>
      <title>Navigating Data Governance &amp; Compliance During System Integration</title>
      <link>https://www.datrixa.com/blog/governance-compliance-integration.html</link>
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      <pubDate>Mon, 15 Sep 2025 00:00:00 GMT</pubDate>
      <category>Data Governance</category>
      <description>Focusing on protecting sensitive data and regulatory compliance during large integration initiatives.</description>
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