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Alcidion Cuts Clinical Data Processing from 30 Minutes to 5 Seconds with AlloyDB

cloud.google.com@frontier_wire2 hours ago·Systems Engineering·2 comments

Migrating from SQL Server to Google Cloud's AlloyDB slashed job times by up to 99.7% and ended monthly firefighting for the healthcare platform.

alcidianalloydbgoogle cloudpostgresqlhealthcaredatabase migration

Jobs that once consumed 30 minutes now finish in 5 to 60 seconds. That's the headline from Alcidion's migration off Microsoft SQL Server to Google Cloud's AlloyDB for PostgreSQL, and it's not just a benchmark — it's a direct reduction in cognitive load for clinicians waiting on data.

From 30 Minutes to 5 Seconds: The Performance Leap

Alcidion runs Miya Precision, an intelligent care platform that manages patient flow in emergency departments and ensures correct ward assignments. Under SQL Server, complex JSON data processing took 30 minutes. After moving to AlloyDB and using BigQuery with Dataflow for processing, those same jobs complete in 5 to 60 seconds. That's a 98-99.7% reduction in processing time. For a system where every second counts in clinical decisions, that's the difference between waiting and acting.

A 15-Minute Cutover After One Month of Work

The migration team used Google Cloud's Database Migration Service (DMS) and custom synchronization tools. The entire learning-plus-migration cycle took under one month; the core database move itself ran one and a half weeks. The final cutover window? 15 minutes. Alcidion spun up a synchronized AlloyDB instance in read-only mode for customer validation, then flipped the old instance to read-only, halted sync, and toggled external integration links. DNS propagation was the only remaining delay. That speed matters when you're migrating a platform clinicians rely on around the clock.

Beyond Stability: AlloyDB Unlocks AI and Real-Time Analytics

Alcidion's previous SQL Server environment required manual load balancing between elastic pools and constant monitoring of slack space degradation. Monthly disruptions — failed maintenance, connectivity bugs — forced the SRE team into perpetual firefighting. AlloyDB eliminated that. The fully managed service frees Alcidion's engineers to focus on clinical innovation instead of "managing the container." Next up: the AlloyDB columnar engine for second-round query optimization and real-time analytics, plus integration with Gemini Enterprise Agent Platform to pull critical clinical insights from vast datasets. Alcidion turned a database migration into a platform for next-generation care.


Source: Modernizing Healthcare: How Alcidion achieved greater stability and performance with AlloyDB
Domain: cloud.google.com

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