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<p><span style="font-weight: 400;">The <strong>three primary types of data architecture</strong> are:</span></p> <ol> <li style="font-weight: 400;" aria-level="1"><strong>Centralized Architecture</strong><span style="font-weight: 400;"> – All data is stored and processed in a single platform.</span><span style="font-weight: 400;"><br /></span></li> <li style="font-weight: 400;" aria-level="1"><strong>Decentralized Architecture</strong><span style="font-weight: 400;"> – Data is distributed across multiple systems with localized control.</span><span style="font-weight: 400;"><br /></span></li> <li style="font-weight: 400;" aria-level="1"><strong>Federated/Hybrid Architecture</strong><span style="font-weight: 400;"> – Combines centralized control with distributed processing and governance.</span><span style="font-weight: 400;"><br /></span></li> </ol> <p><span style="font-weight: 400;">Each architecture suits different business needs. A skilled <a title="Data Engineering Consultant" href="https://www.w2ssolutions.com/services/data-engineering">data engineering consultant</a> helps evaluate which model works best for your enterprise and implements it with the right technologies and governance frameworks, ensuring long-term value from your data engineering solutions.</span></p>
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