Milvus vs MongoDB comparison

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The Milvus Project Logo
384 views|344 comparisons
100% willing to recommend
MongoDB Logo
102 views|79 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 what your peers are saying about Oracle, PostgreSQL, MariaDB and others in Open Source Databases.
To learn more, read our detailed Open Source Databases Report (Updated: March 2024).
768,924 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 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.""The best feature of Milvus was finding the closest chunk from a huge amount of data."

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"It is very easy to create a MongoDB cluster. You can deploy three nodes in one hour. You can do small configurations to enable routing. It is easy to implement.""It is easy to use.""It has visible benefits, actually, in terms of price of ownership if you compare it to, for example, Oracle.""The most valuable feature of MongoDB is the ease of connections, aggregation, and queries.""The most valuable feature of MongoDB is the NoSQL database. In a SQL database, we need to join data together with a unique ID amongst other things, but in MongoDB, it's not required. We can directly receive all the information. The performance is very good. Additionally, they have frequent updates.""It is easy to set up.""The solution is user-friendly with a good object retrieval feature.""Migrating to MongoDB upgrades the IT environment and puts users in the NoSQL environment, which is faster."

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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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"It could be more stable. It would be better if it were more user-friendly like Oracle, which is very easy. For example, creating an index is simple in Oracle. In MongoDB, it's quite challenging to do that. Performance could be better. It's fast and good, but you cannot put every application that you would like to in MongoDB.""I think it would be good to have more search options such as an index resource. This will provide more options and resources to do advance searches.""There are some problems with bugs appearing in sharding when the data is too high.""Data encryption is possible using third-party tools but they should have their own encryption capability built-in to this solution.""They could provide more documentation and examples for adding pipeline stages.""I don't see a lot of areas that need improvement.""The solution should have better integration.""It would be much more useful if I have an admin user and a password."

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Pricing and Cost Advice
  • "Milvus is an open-source solution."
  • "Milvus is an open-source solution."
  • More Milvus Pricing and Cost Advice →

  • "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:Milvus has good accuracy and performance.
    Top Answer:Milvus has more overhead than other solutions especially with etcd setup and is too heavy for our use cases. Milvus has higher resource consumption, which introduces complexity in implementation.
    Top Answer:I use Milvus mostly for text processing and natural language processing.
    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
    12th
    Views
    384
    Comparisons
    344
    Reviews
    1
    Average Words per Review
    297
    Rating
    7.0
    5th
    Views
    102
    Comparisons
    79
    Reviews
    27
    Average Words per Review
    355
    Rating
    8.0
    Comparisons
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    Compared 13% of the time.
    Oracle NoSQL logo
    Compared 6% of the time.
    Cassandra 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 Organization8%
    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
    Open Source Databases
    March 2024
    Find out what your peers are saying about Oracle, PostgreSQL, MariaDB and others in Open Source Databases. Updated: March 2024.
    768,924 professionals have used our research since 2012.

    Milvus is ranked 12th 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, Chroma and LanceDB, whereas MongoDB is most compared with InfluxDB, Couchbase, ScyllaDB, Oracle NoSQL and Cassandra.

    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.