LeafData: AI Agent Automates Data Migration Configuration
LeafData is an agentic system that converts user intent into validated JSON configuration for data migration, eliminating manual coding. It includes a frontend chatbot for incremental information collection and schema-driven validation, and a backend service that generates configuration artifacts consumable by orchestration platforms. The system supports heterogeneous data migration across relational databases, file-based systems, and document-oriented databases. Presented in arXiv paper 2607.21618, LeafData aims to reduce the time, domain knowledge, and error-prone nature of traditional JSON-based migration configuration.
Key facts
- LeafData converts user intent into validated JSON configuration for data migration.
- The system comprises a frontend chatbot and a backend service.
- The chatbot incrementally collects required information and performs schema-driven validation.
- The backend processes validated inputs and generates JSON configuration artifacts.
- Artifacts are directly consumable by orchestration platforms for end-to-end pipeline generation.
- LeafData supports heterogeneous data migration across relational databases, file-based systems, and document-oriented databases.
- The system is described in arXiv paper 2607.21618.
- It eliminates manual coding and reduces domain knowledge requirements.
Entities
Institutions
- arXiv