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Milvus

AWS Application Stacks

Overview

Milvus, the open source cloud native vector database for AI and similarity search, preinstalled as the official standalone stack with the etcd metadata store, the MinIO object backend and the Milvus server running as a system service. Authentication is enabled and the root password is rotated on first boot. Backed by 24/7 cloudimg support.

Description

This is a repackaged open source software product wherein additional charges apply for cloudimg support services.

Overview

Milvus is a high performance, cloud native open source vector database built for similarity search and AI applications. It stores, indexes and searches billions of embedding vectors with low latency, powering retrieval augmented generation, semantic search, recommendation, image and video search, anomaly detection and other AI workloads. This image delivers the official Milvus standalone stack fully installed and configured as a system service, so a production grade vector database is running within minutes of launch.

Application Stack

The appliance is the official Milvus standalone Docker Compose stack: an etcd service for metadata and coordination, a MinIO service for the object storage backend and the Milvus standalone server itself, which exposes the gRPC and HTTP APIs. Docker Engine and the Docker Compose plugin are installed from the official Docker package repository, and a systemd service starts the stack on boot and restarts it on failure.

Vector Database

Connect your application with the Milvus SDK (pymilvus and the Go, Java and Node clients) on the gRPC port to create collections, insert embedding vectors with scalar metadata, build vector indexes such as IVF, HNSW and DiskANN, and run approximate nearest neighbour search with metadata filtering. Milvus supports dense and sparse vectors, hybrid search, scalar filtering and a rich set of index and metric types, so you can tune for recall, latency and cost.

Dedicated Storage Tier

The etcd metadata store, the MinIO object data and the Milvus segment data all live on a separate, independently resizable data volume, so the stateful tier can be grown without disturbing the rest of the instance.

Secure First Boot

Authentication is enabled out of the box. On the first boot of your instance a one shot service rotates the database root password, unique to that instance, and rotates the object store secret, then writes the root password to a file only the root user can read. No shared or default credentials ship in the image.

Ready To Use

Connect over SSH and read the welcome notes for the rotated root credentials and the connection endpoints. Point your Milvus client at the instance on the gRPC port with the root user and the generated password, then create your first collection and start inserting and searching vectors. The HTTP port also serves the built in WebUI for inspecting collections and database health.

cloudimg Support

24/7 technical support by email and chat. Help with deployment, collection and index design, embedding ingestion, search tuning, metadata filtering, scaling, backups and client integration.

Use Cases

The vector store behind a retrieval augmented generation pipeline. Semantic and similarity search over text, image, audio or video embeddings. A recommendation and personalisation backend. Duplicate detection and anomaly detection. A self hosted open source alternative to hosted vector database services.

Milvus is a trademark of LF Projects, LLC. All other product and company names are trademarks or registered trademarks of their respective holders. Use of them does not imply any affiliation with or endorsement by them.

Key Features

  • Milvus standalone, the open source cloud native vector database, preinstalled as the official etcd, MinIO and Milvus stack running as a systemd service, no manual setup required
  • Create collections, insert embedding vectors and run low latency approximate nearest neighbour search with IVF, HNSW and DiskANN indexes and metadata filtering, with the metadata, object and segment data on a dedicated independently resizable data disk
  • Authentication is enabled and a hardened first boot rotates the database root password for every instance and stores it in a file only the root user can read, with 24/7 technical support from cloudimg

Related Technologies

milvus vector database vector search similarity search embeddings rag ann nearest neighbor ai semantic search

Deploy on AWS

Launch this preconfigured AMI on AWS with 24/7 support from cloudimg.

Read the deployment guide

24/7 Support Included

Email: support@cloudimg.co.uk

Phone: (+44) 0333 006 4730

Product Details

Category
Application Stacks
Support
24/7, 365 days/year
Platform
AWS (Amazon Web Services)
Last Updated
2026-07-06