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 massive datasets in real-time using its Rust-powered engine, handling millions of records without performance bottlenecks that slow down traditional data preparation tools
- The framework automatically converts raw data into machine learning-ready formats like embeddings and structured datasets, eliminating manual coding and complex preprocessing steps
- Built-in connectors pull fresh data directly from databases, APIs, and streaming sources, ensuring your ML models always work with current information instead of stale data
- Advanced transformation capabilities go beyond basic SQL operations, offering specialized functions for text processing, feature engineering, and knowledge graph creation that ML workflows demand
- The platform scales horizontally across multiple servers and handles increasing data volumes without requiring infrastructure changes or performance tuning from your team
