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Data Architecture Articles

15 articles

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Data Architecture

TEFCA and Data Architecture: What Health Systems Need to Build Now

TEFCA is now operational. Qualified Health Information Networks are live. If your health system or payer is not actively planning TEFCA participation, you are behind. Here is what the architecture requires.

8 min read·Apr 21
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Data Architecture

Healthcare Data Lakehouse Architecture: Building on Delta Lake for Payers

The data lakehouse pattern — combining the scalability of a data lake with the ACID guarantees of a warehouse — is a natural fit for payer data. Here is how to build it on Delta Lake, layer by layer.

9 min read·Apr 21
data lakehouseDelta Lake
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Data Architecture

Real-Time vs Batch Processing for Healthcare Claims: Architecture Decision Guide

Not every healthcare claims use case requires real-time processing — and treating them all the same wastes resources and adds complexity. Here is the decision framework for choosing the right architecture.

8 min read·Apr 21
real-time processingbatch processing
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Data Architecture

EHR Data Integration Architecture: Epic, Cerner, and Oracle Health Compared

Epic, Cerner, and Oracle Health are the three dominant EHR systems — and each requires a different integration strategy. Here is what actually works for extracting clinical data into your warehouse.

9 min read·Apr 21
EHR integrationEpic
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Data Architecture

Event-Driven Architecture for Healthcare Data Pipelines (Kafka + FHIR)

Real-time clinical data demands event-driven architecture. ADT feeds, lab results, and prior auth events cannot wait for a nightly batch. Here is how to design Kafka-based pipelines for FHIR-native healthcare data.

9 min read·Apr 21
event-driven architectureKafka
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Data Architecture

Healthcare Data Mesh Architecture: Is It Right for Payers and Providers?

Data mesh promises domain ownership and decentralized data products. But healthcare data — with its strict PHI governance, clinical terminology dependencies, and regulatory requirements — challenges every core data mesh principle. Here is an honest assessment.

9 min read·Apr 21
data meshhealthcare data architecture
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