From Fragments to Fabric: How a Healthcare Giant Modernized its Data Estate
April 24, 2026

In the healthcare sector, data isn't just "info"—it’s the backbone of patient outcomes. For a premier US-based healthcare network, managing 738 Qlik Sense applications across 4,200 users had become an obstacle to agility. The goal was clear: move beyond fragmented legacy systems to a unified, AI-ready future.

The Complexity of Clinical Data

The challenge wasn't just the sheer volume of data (over 2TB), but the diversity of it. From clinical metrics in EPIC Clarity to Health-Related Social Needs (HRSN) and Vizient benchmarks, the client needed a single source of truth that didn't sacrifice performance for scale.

The Engineering Strategy

Partnering with Exponentia.ai, the healthcare network embarked on a structured migration to Microsoft Fabric:

  • Thorough Evaluation: We didn't just move data; we performed a detailed gap analysis of the existing Qlik environment to ensure the new architecture was future-proof.
  • Pipeline Modernization: We transitioned over 100 data pipelines, ensuring that the extract and transform processes were optimized for the Fabric SaaS environment.
  • AI Readiness: By centralizing business logic, we paved the way for seamless AI integration, allowing for deeper insights into patient care and operational efficiency.

Outcomes that Matter

The results speak for themselves. Beyond the 20% cost savings compared to their legacy environment, the client now operates on a structured, analytics-ready foundation. With a team of 20+ engineers now proficient in Fabric, the network is no longer just "managing" data - they are leading with it.

Conclusion: From Infrastructure Hurdles to AI Readiness

By accelerating the shift from Qlik to Fabric, the healthcare network successfully reduced migration complexity and established a structured, analytics-ready data foundation. This transformation has moved the institution beyond managing infrastructure complexity toward driving trusted, data-led insights. With a scalable SaaS platform now in place, the organization is positioned to enable seamless AI integration, ensuring that every data point contributes to better decision-making and enhanced patient care

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From Fragments to Fabric: How a Healthcare Giant Modernized its Data Estate

April 24, 2026

In the healthcare sector, data isn't just "info"—it’s the backbone of patient outcomes. For a premier US-based healthcare network, managing 738 Qlik Sense applications across 4,200 users had become an obstacle to agility. The goal was clear: move beyond fragmented legacy systems to a unified, AI-ready future.

The Complexity of Clinical Data

The challenge wasn't just the sheer volume of data (over 2TB), but the diversity of it. From clinical metrics in EPIC Clarity to Health-Related Social Needs (HRSN) and Vizient benchmarks, the client needed a single source of truth that didn't sacrifice performance for scale.

The Engineering Strategy

Partnering with Exponentia.ai, the healthcare network embarked on a structured migration to Microsoft Fabric:

  • Thorough Evaluation: We didn't just move data; we performed a detailed gap analysis of the existing Qlik environment to ensure the new architecture was future-proof.
  • Pipeline Modernization: We transitioned over 100 data pipelines, ensuring that the extract and transform processes were optimized for the Fabric SaaS environment.
  • AI Readiness: By centralizing business logic, we paved the way for seamless AI integration, allowing for deeper insights into patient care and operational efficiency.

Outcomes that Matter

The results speak for themselves. Beyond the 20% cost savings compared to their legacy environment, the client now operates on a structured, analytics-ready foundation. With a team of 20+ engineers now proficient in Fabric, the network is no longer just "managing" data - they are leading with it.

Conclusion: From Infrastructure Hurdles to AI Readiness

By accelerating the shift from Qlik to Fabric, the healthcare network successfully reduced migration complexity and established a structured, analytics-ready data foundation. This transformation has moved the institution beyond managing infrastructure complexity toward driving trusted, data-led insights. With a scalable SaaS platform now in place, the organization is positioned to enable seamless AI integration, ensuring that every data point contributes to better decision-making and enhanced patient care

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