#schema-evolution

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fromMedium
2 weeks ago

Real-Time Data Validation in Healthcare Streaming: Building Custom Schema Registry Patterns with...

In a single streaming pipeline, you might be processing HL7 FHIR messages with frequent specification updates, claims data following various payer-specific formats, provider directory information with inconsistent taxonomies, and patient demographics with privacy redaction requirements. Our member eligibility stream processes roughly 50,000 records per minute during peak enrollment periods.
Healthcare
Data science
fromInfoQ
3 months ago

Reliable Data Flows and Scalable Platforms: Tackling Key Data Challenges

Uncoordinated data schema changes between application and analytics teams cause silent failures and incorrect analytics; software practices must ensure versioning and compatibility.
Business intelligence
fromInfoWorld
5 months ago

Why observability needs Apache Iceberg

Iceberg enables storing logs, metrics, and traces in the same lakehouse as business data, allowing SQL-based telemetry exploration without costly data transfers.
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