Healthcare Data Fabric Services

Healthcare Data Fabric Services

Most healthcare organizations run on fragmented data that slows down their operations, tangles reporting, complicates compliance, and blocks AI initiatives before they start. Velvetech uses Microsoft and other reliable technologies to build healthcare data fabric solutions that connect it all.

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NUMBERS AND FACTS

Why Healthcare Organizations Need a Data Fabric

47%

of healthcare data is underutilized in clinical and business decision-making
RamaOnHealthcare

44%

of healthcare leaders cite EHR integration as the leading barrier to scaling AI
Healthcare IT News

$265.6 billion

in annual administrative waste tied to complexity that data fragmentation contributes to
MedCity News

THE CONCEPT

What Is a Healthcare Data Fabric?

Data fabric in healthcare is an architecture solution that connects EHR, claims, telehealth, and device data into a governed foundation. It creates a single source of truth that defines how data moves within an organization, who can access it, and how it’s structured for use across clinical, operational, and analytics teams.

By creating a data fabric, Velvetech helps healthcare providers work from the same real-time patient and operational picture, without juggling fragmented exports from a dozen disconnected systems. We also help build new AI, reporting, or interoperability initiatives on that same foundation instead of starting from scratch each time.

What Is a Healthcare Data Fabric?
What are healthcare data fabric services?

Healthcare data fabric services connect EHR, PAS, insurance claims, telehealth, and medical device data into a single governed layer. They cover data integration, medallion architecture design, patient/provider master data management, real-time reporting, AI-ready infrastructure, and HIPAA-aligned governance, without replacing the systems already in place.

HOW WE HELP

Enterprise Data Fabric Services for Healthcare

Clinical and Operational Data Integration
Medallion Architecture for Clinical Data Environments
Patient and Provider Master Data Management
Real-Time Clinical and Operational Reporting
AI-Ready Infrastructure for Clinical Models
HIPAA-Aligned Data Governance and Privacy

Clinical and Operational Data Integration

Without touching the systems’ core or replacing them, we connect data from solutions like EHR, PAS, claims, telehealth, and devices into a unified layer. The fabric we build organizes data flows so that your teams stop working from incomplete views.

Medallion Architecture for Clinical Data Environments

We implement Microsoft’s medallion architecture and structure your data through Bronze, Silver, and Gold layers. This gives your clinical and analytics teams a clean and validated dataset, replacing inconsistent raw data they used before.

Patient and Provider Master Data Management

With many data management projects on hand, we have the right experience to help healthcare organizations eliminate the reconciliation work that falls on the shoulders of their staff and reduce record-matching errors that put outcomes at risk.

Real-Time Clinical and Operational Reporting

Through visually appealing and easy-to-use dashboards and reporting, Velvetech supports care and administrative teams with tools to make decisions on data. You see capacity, risk, and quality signals as they emerge, not after the fact.

AI-Ready Infrastructure for Clinical Models

If you’re looking to build and integrate an AI solution, you require the right data infrastructure. In this case, we build a data fabric with AI in focus, where each model draws from the same governed foundation (not a custom data pipeline).

HIPAA-Aligned Data Governance and Privacy

By prioritizing healthtech compliance at each stage of your project delivery, we keep your data fabric aligned with requirements like HIPAA and audit-ready at any given moment. The discovery phase is the starting point here.

Start your healthcare data fabric project with our consulting services

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OPERATIONAL INTELLIGENCE

Building a Durable Foundation for AI

When AI implementation becomes non-negotiable to keep pace with the market and competition but many AI projects still fail, the right data foundation is what makes a difference. A data fabric supports healthcare organizations with a valid base that connects all data points so AI models train on complete information and don’t undermine accuracy and trust in clinical settings.

Velvetech brings this foundation to life through hands-on experience with healthcare data architecture, HIPAA-aligned governance, and AI-ready infrastructure. Our teams design the fabric first, then build the AI use cases on top of it. This way, predictive models, clinical decision support, and reporting tools launch on data that’s already clean, connected, and compliant.

Clinical decision support
Diagnostic assistance
Predictive readmission
Complication risk modeling
Automated clinical coding
Capacity and staffing forecasting
Revenue cycle optimization
Claims anomaly detection
Population health & risk stratification
Data Management Solution for a Healthcare Company
A care services provider needed to move off a data-management model that couldn't keep pace with their growth: disconnected tools, no unified data layer, and rising compliance risk. Velvetech built a centralized, HIPAA-compliant data warehouse on Snowflake and Azure, with automated pipelines connecting their care coordination, performance tracking, and billing systems into one governed source of truth.
Full-Service Handoff
Complete data engineering team stood up to replace an underperforming vendor
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Custom RCM Platform Design for a Dental Healthcare Practice
Locked out of direct system access by a legacy PMS vendor, this multi-site dental provider had no real-time visibility into claims, revenue, or patient data. We built a non-invasive data layer that synchronizes financial and clinical information in near real time. The result was cutting claim denial rates from an industry-standard 15% to under 3%, without touching the vendor's core database.
<3%
Claim denial rate
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Custom Patient Management System for a Healthcare Organization
Decades of scattered legacy systems left our client, a healthcare organization, managing patient and resource data across disconnected tools with no single source of truth. Our team consolidated the data into a unified platform, migrating and cleaning records from multiple legacy systems while integrating with state and federal databases, which reduced application processing time by two-thirds and maintenance costs by 30%.
3x Faster
Patient application processing speed
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A 250+ Team with Deep Data and Healthtech Expertise
20+
Years
1000+
Projects
250+
Employees
WHY VELVETECH

A 250+ Team with Deep Data and Healthtech Expertise

Velvetech has been in the healthtech market since 2004, building healthcare solutions to address an array of needs: from EHR/EMR systems and telehealth platforms to revenue cycle management, healthcare CRM, ERP, and IoMT solutions for remote patient monitoring.

Every one of those systems runs on the same underlying resource: patient, clinical, and operational data, and getting that data architecture right has quietly been part of the job in every project we’ve delivered. That experience is what makes us equipped to design a data fabric that fits your existing systems.

20+ years of healthcare domain experience
HIPAA and HITECH compliance knowledge
Deep HL7/FHIR interoperability expertise
Integration with existing EHR, ERP, and clinical systems
Combined data and AI engineering expertise
Microsoft Fabric and Azure architecture proficiency

Engage our healthtech developers to accelerate your data fabric rollout

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TESTIMONIALS

What Our Clients Say

Our biggest hurdle was finding a partner that understood the complexities of healthcare-focused development such as HIPAA compliance, patient-facing applications, and physician-facing dashboards. Velvetech worked as an extension of our team and helped us build a HIPAA-compliant physician platform and a new version of our mobile medical device app.

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Velvetech recently assisted Healix with the software development and release of our online ordering system. The Velvetech team was focused and professional, consistently ensuring on time deliverables, which is crucial in our healthcare business. Velvetech provides professional service and an excellent customer experience. We gladly recommend their services.

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We didn't have the resources in-house to accelerate our opportunities, and we would still not be to market if we hadn't gone to a very capable outside contractor to help to accelerate our process. Velvetech were very articulate, polite and professional. We're very pleased with our working relationship with Velvetech and hope they can be part of our operation into the foreseeable future.

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My Company has partnered with Velvetech on 30+ projects since 2001 and he has consistently exceeded our expectations in design, delivery and product performance. In addition to bringing a clear and strategically focused approach to each project, Velvetech and its team have, in the course of working with us, added value to our relationship by making our projects better. They bring extensive IT and programming knowledge to our discussions and his team consistently maintains the highest level of customer service and focus. I highly recommend Velvetech and its company’s services.

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Can you modernize an existing healthcare data architecture?

Yes. Most engagements start with an existing architecture assessment and its modernization or migration, if that makes sense. We analyze your current systems, identify where data is fragmented or under-governed, and design the fabric around what you already run. With many data fabric projects already delivered, Velvetech brings its experience to healthcare companies that are looking to bring order to fragmented systems without a full rebuild.

CHALLENGES TO SOLVE

Blockers That Keep Your Data Architecture Invalid

Mid-Migration Paralysis

Many organizations suspend their initiatives midway through an EHR replatforming or cloud migration. Running parallel systems indefinitely instead of finishing the cutover hinders data fabric implementation.

Too Many Integrations

When you have a web of brittle, undocumented connections instead of a shared standard, every one of these connections is something a data fabric has to untangle before it can add any real value.

Legacy Systems

HL7 v2 feeds and on-prem EMRs predate modern interoperability standards and often can’t natively support the governance or real-time access a data fabric requires. Working around them takes time and effort.

Talent and Ownership Gaps

Data engineering, clinical informatics, and compliance sit in separate teams with separate priorities. And that’s what a data fabric initiative can stumble over, long before any technical obstacle does.

Blockers That Keep Your Data Architecture Invalid

Looking for a partner to start healthcare data fabric development?

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THE RIGHT FOUNDATION

Your Data Is Clinically Ready When Built on Microsoft Fabric

We build data fabrics on Microsoft Fabric because its architecture matches what healthcare data actually requires: one governed copy of the data instead of duplicated exports across systems, and native support for the access controls and audit trails that HIPAA compliance depends on.

This means our team builds on Microsoft Fabric using a healthcare-specific configuration from the start, i.e. governance rules, data models, and compliance controls designed around HIPAA and clinical workflows. We don’t deploy generic infrastructure settings or adapt them after the fact.

Unified Data Foundation with OneLake Real-Time Intelligence for Operational Signals Governed Access with Microsoft Purview AI and Copilot-Ready Architecture Compliance-Ready Cloud Infrastructure
OUR APPROACH

Data Fabric Development Process We Follow

1

Assessment of Data and Compliance

Our team starts with mapping your existing data sources alongside current HL7/FHIR interoperability coverage and HIPAA compliance gaps. The result is a prioritized list of architectural risks and quick wins specific to your systems.

2

Design of Interoperability and Governance Architecture

To ensure interoperability and governance, we design the medallion data layers, patient and provider MDM approach, and access control model together. Decisions are aligned with your compliance obligations and existing system constraints.

3

Zero-Disruption Phased Rollout

We sequence the implementation around your teams’ calendars, meaning no downtime during shifts, no interrupted reporting during rollout, no forced cutover dates that put care delivery at risk. Each phase is validated in your environment.

4

Documentation, Training, and Ongoing Support

At this step, all of your teams involved in the project receive system-specific documentation and hands-on training on the architecture we built. We also provide ongoing support and fix issues in case they arise along the way.

FAQ

Does healthcare data fabric architecture support HL7 and FHIR?

Sure. We design for both legacy HL7 v2 feeds and modern FHIR-based interoperability, since most healthcare organizations run a mix of the two: older systems still on HL7 v2, newer platforms and payer integrations increasingly requiring FHIR.

How does a healthcare data fabric support healthcare data governance?

Governance is built into the data fabric architecture: access controls, audit trails, and data lineage are designed alongside the medallion data layers, so every dataset stays traceable and HIPAA-aligned.

Can a healthcare data fabric support AI and machine learning?

Absolutely. That’s one of its main purposes, since clinical and operational AI models depend on clean, connected, current data. And a data fabric gives them that foundation. So use cases like predictive readmission risk, clinical decision support, or population health analytics can be built without each one requiring its own custom data pipeline.

How much does healthcare data fabric development cost?

Cost depends on the scope of your existing systems, the number of data sources being integrated, and how much of the architecture needs to be built versus reconfigured. The most accurate way to get a number is a free data architecture audit, which we use to scope engagements before quoting a price.

How long does it take to implement a healthcare data fabric?

Timelines vary by architecture complexity and the number of systems involved. However, implementation is phased, and each stage goes live only once validated, so care delivery and reporting continue uninterrupted throughout the rollout rather than waiting for a single go-live date.

What technologies are used to build healthcare data fabric solutions?

We choose the stack based on your existing architecture and requirements. Our team builds primarily on Microsoft Fabric, using OneLake for unified storage, Fabric Data Factory for ingestion, Dataflows Gen2 and Fabric Notebooks for transformation, and Power BI for reporting. For governance and lineage, we use Microsoft Purview, and for identity, security, and access control — Azure/Entra ID. Depending on your current environment, we also work with complementary platforms like Snowflake, Azure Blob Storage, and Apache Airflow for orchestration.

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2

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3

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4

We’ll schedule a call to dive deeper into your vision and share our initial thoughts.

5

If everything feels right, we sign the agreement and kick off your project.