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Real-Time Analytics
Sub-second dashboards and data products on petabytes of data at any concurrency
Data Warehousing
Sub-second analytics on open lakehouse formats with no vendor lock-in
Observability in the AI Era
The most cost-effective alternative to Elasticsearch observability
Context Engineering
Hybrid search and fresh context for RAG, agents, and LLMs
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Continuously index every source into VeloDB.
CocoIndex is a real-time data indexing framework that watches your sources, transforms records as they change, and writes them into a serving layer. Paired with VeloDB, you get an always-fresh index ready for SQL, search, and AI workloads — defined as code.
What CocoIndex does
CocoIndex lets you describe an indexing pipeline declaratively: where the data comes from, how to transform it, and where it lands. The framework handles incremental updates, dependency tracking, and re-indexing so your downstream view stays in sync without batch reruns.
Why VeloDB + CocoIndex
Pipelines as code
Define sources, transformations, and the VeloDB sink in a single declarative spec — version it, review it, and ship it like any other code.
Incremental by default
CocoIndex tracks dependencies and only reprocesses what changed, so VeloDB always reflects the latest state without expensive full rebuilds.
AI-native ingestion
Embed, chunk, enrich, and classify records in-pipeline before they land in VeloDB — ready for RAG, search, and agent workloads.
One serving layer
Whether the consumer is a SQL dashboard, a search UI, or an AI agent, they query the same VeloDB index — no separate stores to keep aligned.
What you can build
RAG over enterprise data
Continuously index docs, tickets, and code into VeloDB with embeddings — give agents fresh, governed context to work from.
Hybrid search
Combine vector and full-text indexes in VeloDB, kept up to date by CocoIndex pipelines, and serve them through a single SQL surface.
Real-time materialized views
Treat VeloDB tables as continuously-maintained views over upstream sources — no scheduled jobs, no stale data.
How the data flows
Ready to get started?
Tell us about your stack and use case. Our team will help you stand up VeloDB with CocoIndex for your environment.
