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Built for healthcare data engineers & architects.

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Healthcare Data Insights

In-depth guides, tutorials, and best practices for database design, data architecture, and healthcare data modeling.

For Data Leaders

Executive briefings for Directors, VPs, and CTOs

Platform comparisons, TCO analysis, and governance frameworks — written for the people who approve the budget.

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Data Architecture Articles

17 articles

Showing 1–6 of 17 posts

Data Architecture

Azure Synapse vs Snowflake for Healthcare Data Architecture: Which Platform Fits Your Team?

Azure Synapse Analytics and Snowflake both promise a unified cloud data platform — but they make different architectural bets that matter enormously in healthcare. This guide compares them across HIPAA compliance, FHIR integration, PHI governance, cost model, and team fit, with concrete SQL examples and a decision framework built for healthcare data engineers.

15 min read·Apr 24
Azure SynapseSnowflake
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Data Architecture

Oracle vs Databricks for Healthcare Data Architecture: Which Platform Should You Choose?

Oracle brings four decades of enterprise database maturity, deep EHR integration, and a proven HIPAA compliance story. Databricks brings a unified lakehouse, native AI/ML pipelines, and the ability to handle FHIR, HL7, and unstructured clinical data at scale. This guide breaks down which platform wins in each healthcare scenario — and when you need both.

15 min read·Apr 24
OracleDatabricks
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Data Architecture

Telehealth Data Architecture: Complete Guide for Data Engineers (2026)

A complete guide to building a telehealth data architecture — core schema design, HL7 and FHIR integration, HIPAA compliance, HCC risk adjustment, and the common mistakes that cause claim denials.

12 min read·Apr 24
telehealthdata architecture
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Data Architecture

Data Vault vs Traditional Data Warehouse: Which Architecture Should You Choose?

Data Vault and traditional data warehouses both store enterprise data — but they solve fundamentally different problems. This guide breaks down when to use each, how they compare to data lakes, and which architecture wins for healthcare and regulated industries.

12 min read·Apr 24
Data VaultData Warehouse
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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
TEFCAQHIN
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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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