Tiered Data Storage Architectures for Reporting, Analytics, and AI at Scale

Enterprises today must support real-time reporting, large-scale analytics, and AI workloads — but single-tier data systems can’t meet all needs. A tiered storage architecture (hot, warm, cold, archive) ensures the right balance of performance, cost, and compliance. Combined with Lakehouse formats, central catalogs, and lifecycle automation, it enables fresh dashboards, scalable analytics, and reproducible AI training at lower costs. Ambit Software helps organizations implement these architectures using open standards and cloud-native tools to drive trusted insights and AI innovation at scale.

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