Milvus vs MongoDB comparison

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The Milvus Project Logo
498 views|439 comparisons
100% willing to recommend
MongoDB Logo
198 views|127 comparisons
91% willing to recommend
Comparison Buyer's Guide
Executive Summary

We performed a comparison between Milvus and MongoDB based on real PeerSpot user reviews.

Find out in this report how the two Open Source Databases solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.
To learn more, read our detailed Milvus vs. MongoDB Report (Updated: May 2024).
770,292 professionals have used our research since 2012.
Featured Review
Quotes From Members
We asked business professionals to review the solutions they use.
Here are some excerpts of what they said:
Pros
"The best feature of Milvus was finding the closest chunk from a huge amount of data.""The solution is well containerized, and since containerization is quick and easy for me, I can scale it up quickly.""Milvus has good accuracy and performance."

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"like its performance and the stability. It's very stable and, performance-wise, it's really great.""MongoDB is flexible and it allows other applications to be added.""MongoDB is extremely developer-friendly because when you are starting, there is very little time needed upfront in terms of planning.""Its flexibility, and cost. It is reasonably priced.""MongoDB is simpler to learn and implement than traditional SQL solutions like MySQL.""I like that MongoDB has a free version. You can also buy the enterprise edition, which is cheaper than Oracle.""The community is great if you have problem.""I like the document storage feature. It's pretty simple."

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Cons
"Milvus' documentation is not very user-friendly and doesn't help me get started quickly.""I've heard that when we store too much data in Milvus, it becomes slow and does not work properly.""Milvus has higher resource consumption, which introduces complexity in implementation."

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"Data encryption is possible using third-party tools but they should have their own encryption capability built-in to this solution.""The user interface is not as friendly as Oracle, which is something that can be improved.""The stability could be improved.""The solution should more easily integrate with custom code.""People coming from RDBMS should have the flexibility to write queries in SQL that can be converted into JSON queries.""MongoDB can improve large-size video or media frame operations. There are a lot of customers who want to upload media frames and video games but there is some difficulty. In MongoDB, we are looking out for solutions that are for large-size media files that can be saved and navigated efficiently.""It should have GUI for managing clusters. MongoDB needs a more powerful GUI to manage clusters and make switchovers. Currently, there is no good, free tool to check the replication to find out if there is a gap.""MongoDB should better support small and medium companies. There are a lot of clients out there that are interested, however, they need something lighter and less complex and something not so expensive upfront."

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Pricing and Cost Advice
  • "Milvus is an open-source solution."
  • "Milvus is an open-source solution."
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  • "We are using the Community Edition of MongoDB."
  • "It is rather expensive."
  • "MongoDB is an open-source solution."
  • "This is an open-source solution."
  • "We use the open-source version, which is available to use free of charge."
  • "I don't know, but I have heard from people who procure it that it is much cheaper than Oracle."
  • "MongoDB is not expensive."
  • "At the moment, all customers are using the community version."
  • More MongoDB Pricing and Cost Advice →

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    Questions from the Community
    Top Answer:The solution is well containerized, and since containerization is quick and easy for me, I can scale it up quickly.
    Top Answer:Milvus' documentation is not very user-friendly and doesn't help me get started quickly. Milvus usually comes with some dependencies because of the way it needs to be deployed.
    Top Answer:We use Milvus mostly for RAG (Retrieval-augmented generation).
    Top Answer:We decided to work with MongoDB as its interface is easier to understand and more universal.
    Top Answer:MongoDB is an open-source product. We don't have to pay for the licenses.
    Top Answer:They could provide more documentation and examples for adding pipeline stages. There could be a feature where commands made in MongoDB could be easily copied and shared in their original format. This… more »
    Ranking
    11th
    Views
    498
    Comparisons
    439
    Reviews
    3
    Average Words per Review
    317
    Rating
    7.0
    5th
    Views
    198
    Comparisons
    127
    Reviews
    27
    Average Words per Review
    362
    Rating
    7.9
    Comparisons
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    Compared 29% of the time.
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    Compared 12% of the time.
    Cassandra logo
    Compared 6% of the time.
    Oracle NoSQL logo
    Compared 6% of the time.
    Learn More
    The Milvus Project
    Video Not Available
    Overview

    Milvus is a powerful tool for efficiently storing and retrieving large-scale vectors or embeddings. It is widely used in applications such as similarity search, recommendation systems, image and video retrieval, and natural language processing. 

    With its fast and accurate search capabilities, scalability, and support for multiple programming languages, Milvus is suitable for a wide range of industries and use cases. 

    Users appreciate its efficient search capabilities, ability to handle large-scale data, support for various data types, and user-friendly interface. 

    Milvus enables easy retrieval of information from vast datasets, regardless of the data format, and is praised for its high performance and scalability. The intuitive and easy-to-use interface is also highlighted as a valuable aspect of the platform.

    Headquartered in New York, MongoDB's mission is to empower innovators to create, transform, and disrupt industries by unleashing the power of software and data. Built by developers, for developers, our developer data platform is a database with an integrated set of related services that allow development teams to address the growing requirements for today's wide variety of modern applications, all in a unified and consistent user experience. MongoDB has tens of thousands of customers in over 100 countries. The MongoDB database platform has been downloaded hundreds of millions of times since 2007, and there have been millions of builders trained through MongoDB University courses. To learn more, visit www.mongodb.com.

    MongoDB Features

    MongoDB has many valuable key features. Some of the most useful ones include:

    • Load balancing: MongoDB supports large-scale load balancing via horizontal scaling features like replication and sharding.
    • Ad-hoc queries: With this feature, developers are able to update ad-hoc queries in real time.
    • Sharding: With MongoDB, sharding allows for much greater horizontal scalability, with queries that are directed to the correct shard based on specific shard keys.
    • Indexing: MongoDB allows indexing to be created on demand, accommodating real-time, ever-changing query patterns and application requirements. They can also be declared on any field within any document, including those nested within arrays.
    • Replication: MongoDB’s replication feature enables you to deploy multiple servers for disaster recovery and backup, which helps increase data availability and stability.

    MongoDB Benefits

    There are many benefits to implementing MongoDB. Some of the biggest advantages the solution offers include:

    • Horizontal architecture: Because MongoDB is designed with horizontal architecture, it is easy to scale.
    • Developer-friendly: Being that MongoDB is a document data model with NoSQL, developers are able to work faster. In addition, MongoDB gives developers a number of useful out-of-the-box capabilities, whether you need to run privately on site or in the public cloud.
    • Cloud-based: Because MongoDB is a full cloud-based application data platform, you gain access to a collection of services that can integrate nicely with your database.
    • Powerful analytics: MongoDB is designed to make data easy to access, and also allows you to perform complex analytics and querying.
    • High performance: With MongoDB, information can be embedded inside a single document rather than relying on expensive join operations from traditional relational databases.
    • Easy to install: MongoDB has an intuitive UI, making it easy to install. You can install the community or enterprise version directly on a server, create your own container, or use a pre-built community one.
    • Cost-effective: MongoDB gives you the option to choose an instance size that fits your current needs to help you keep your costs at a minimum.

    Reviews from Real Users

    Below are some reviews and helpful feedback written by PeerSpot users currently using the MongoDB solution.

    PeerSpot user Deepak K., Managing Director at SimSol Technologies And Services Pvt Ltd., says, “The solution is a very dynamic product. It becomes extremely easy for us to support user requirements and we also make use of the simplicity of a cloud redeployment.” He goes on to add, “The solution is easy to deploy, and the product can scale quite well. The solution's most important aspect is its seamless database. The solution offers excellent documentation.”

    A Senior Associate at a financial services firm mentions, “The most valuable feature of the solution is the ability to easily store documentation regarding structures. We can easily connect to MongoDB and search without transformation, without joining. If we want to use a simple search it's really fast. The initial setup isn't really that complex. The solution is pretty stable overall.”

    Sample Customers
    1. Alibaba Group 2. Tencent 3. Baidu 4. JD.com 5. Meituan 6. Xiaomi 7. Didi Chuxing 8. ByteDance 9. Huawei 10. ZTE 11. Lenovo 12. Haier 13. China Mobile 14. China Telecom 15. China Unicom 16. Ping An Insurance 17. China Life Insurance 18. Industrial and Commercial Bank of China 19. Bank of China 20. Agricultural Bank of China 21. China Construction Bank 22. PetroChina 23. Sinopec 24. China National Offshore Oil Corporation 25. China Southern Airlines 26. Air China 27. China Eastern Airlines 28. China Railway Group 29. China Railway Construction Corporation 30. China Communications Construction Company 31. China Merchants Group 32. China Evergrande Group
    Facebook, MetLife, City of Chicago, Expedia, eBay, Google
    Top Industries
    VISITORS READING REVIEWS
    Computer Software Company26%
    Manufacturing Company13%
    Financial Services Firm11%
    Educational Organization9%
    REVIEWERS
    Computer Software Company28%
    Financial Services Firm16%
    Legal Firm6%
    Government6%
    VISITORS READING REVIEWS
    Financial Services Firm16%
    Computer Software Company13%
    Comms Service Provider7%
    University6%
    Company Size
    VISITORS READING REVIEWS
    Small Business21%
    Midsize Enterprise11%
    Large Enterprise68%
    REVIEWERS
    Small Business41%
    Midsize Enterprise14%
    Large Enterprise46%
    VISITORS READING REVIEWS
    Small Business24%
    Midsize Enterprise14%
    Large Enterprise62%
    Buyer's Guide
    Milvus vs. MongoDB
    May 2024
    Find out what your peers are saying about Milvus vs. MongoDB and other solutions. Updated: May 2024.
    770,292 professionals have used our research since 2012.

    Milvus is ranked 11th in Open Source Databases with 3 reviews while MongoDB is ranked 5th in Open Source Databases with 69 reviews. Milvus is rated 7.0, while MongoDB is rated 8.2. The top reviewer of Milvus writes "Provides quick and easy containerization, but documentation is not very user-friendly". On the other hand, the top reviewer of MongoDB writes "Lightweight with good flexibility and very fast performance for searching data". Milvus is most compared with Elastic Search, Faiss, LanceDB, Chroma and Supabase Vector, whereas MongoDB is most compared with InfluxDB, Couchbase, ScyllaDB, Cassandra and Oracle NoSQL. See our Milvus vs. MongoDB report.

    See our list of best Open Source Databases vendors.

    We monitor all Open Source Databases reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.