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Spice.ai Use Cases

Data Federation, Acceleration, and SQL Query​

  • Reverse-ETL: Serve data from warehouses and data lakes to operational systems, applications, and dashboards, eliminating complex pipelines.
  • ETL-free Workflows and Data Migrations: Enable data migrations and workflows without ETL federating legacy and modern systems for faster time-to-market and lower operational overhead.
  • Database CDN: Locally replicate working sets of data for operational applications, caching dynamic data for high performance, low-latency, and resilience.
  • Data Mesh: Unified data access across disparate sources with acceleration.
  • Object-Store Native Database: Federates, accelerates, and queries object-store data for real-time data access without centralized warehouses.

Search and Retrieval​

Retrieval-Augmented-Generation (RAG)​

  • RAG for Contextual Applications: Combines structured and unstructured data for context-rich AI outputs in SaaS chatbots, enhancing user interactions.
  • RAG for AI-Powered Reporting: Generates dynamic, context-aware AI-driven reports for operational insights in health-tech, ensuring compliance and precision.

AI Applications and Agents​