Scaling 500,000+ SKU Pricing & Search Hierarchy
How Data Realm decoupled search indexing and pricing calculation engines to achieve sub-120ms API response times across enterprise life-sciences catalogs.
The Challenge
Bio-Techne provides life science research tools with hundreds of thousands of specialized biological reagents, antibodies, and custom pricing schedules. Evaluating tier pricing and customer contract terms dynamically during search browsing was causing severe database locks and slow response times.
The Data Realm Solution
Data Realm decoupled the catalog search infrastructure from the transactional database. We implemented an edge-cached pricing calculation engine that compiles account matrices into fast memory lookups.
The Outcome & Impact
Catalog search API queries plummeted from over 1.8 seconds to under 120ms, enhancing customer product discovery and eliminating database CPU spikes.
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