This task can be performed using Cocoindex
Real-time data transformation framework for AI
Best product for this task
Cocoindex
dev-tools
CocoIndex is an ultra performant data transformation framework, with its core engine written in Rust. The problem it tries to solve is to make it easy to prepare fresh data for AI - either creating embedding, building knowledge graphs, or performing other data transformations - and take real-time data pipelines beyond traditional SQL.
What to expect from an ideal product
- CocoIndex processes streaming data in real-time using its Rust-powered engine, eliminating the batch processing delays that slow down traditional SQL-based pipelines
- The framework handles complex data transformations like embedding generation and knowledge graph construction that go far beyond what standard SQL queries can accomplish
- Built-in connectors let you pull fresh data from multiple sources simultaneously without writing custom integration code or dealing with SQL compatibility issues
- Memory-efficient processing keeps large datasets flowing smoothly through transformation steps without hitting the performance walls that plague traditional database approaches
- Native support for AI-specific data formats means you can prepare training data, feature vectors, and model inputs without converting between incompatible SQL data types
