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VTS (short for Vector Transport Service) is an open-source tool for moving vectors and unstructured data. It is developed based on Apache Seatunnel by the Zilliz team, creators of the open-source Milvus vector database.

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VTS

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Overview

VTS (short for Vector Transport Service) is an open-source tool for moving vectors and unstructured data. It is developed by Zilliz based on Apache Seatunnel.

Why do you need a vector and unstructured data moving tool?

  1. Meeting the Growing Data Migration Needs: VTS evolves from our Milvus Migration Service, which has successfully helped over 100 organizations migrate data between Milvus clusters. User demands have grown to include migrations from different vector databases, traditional search engines like Elasticsearch and Solr, relational databases, data warehouses, document databases, and even S3 and data lakes to Milvus.
  2. Supporting Real-time Data Streaming and Offline Import: As vector database capabilities expand, users require both real-time data streaming and offline batch import options.
  3. Simplifying Unstructured Data Transformation: Unlike traditional ETL, transforming unstructured data requires AI and model capabilities. VTS, in conjunction with the Zilliz Cloud Pipelines, enables vector embedding, tagging, and complex transformations, significantly reducing data cleaning costs and operational complexity.
  4. Ensuring End-to-End Data Quality: Data integration and synchronization processes are prone to data loss and inconsistencies. VTS addresses these critical data quality concerns with robust monitoring and alerting mechanisms.

Core Capabilities of VTS

Built on top of Apache Seatunnel, Vector-Transport-Service offers:

  1. Rich, extensible connectors
  2. Unified stream and batch processing for real-time synchronization and offline batch imports
  3. Distributed snapshot support for data consistency
  4. High performance, low latency, and scalability
  5. Real-time monitoring and visual management

migration.png

Additionally, Vector-Transport-Service introduces vector-specific capabilities such as multiple data source support, schema matching, and basic data validation.

Roadmap

Future roadmaps include incremental sync, combined one-time migration and change data capture, and more advanced data transformation capabilities.

roadmap.png

To learn more details about VTS used in action, read our blog:

Get Started

To get started with VTS, follow the quick start guide

About

VTS (short for Vector Transport Service) is an open-source tool for moving vectors and unstructured data. It is developed based on Apache Seatunnel by the Zilliz team, creators of the open-source Milvus vector database.

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