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 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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"It has visible benefits, actually, in terms of price of ownership if you compare it to, for example, Oracle.""Its flexibility, and cost. It is reasonably priced.""It is very fast - faster than an SQL or MySQL Server.""MongoDB is fast and efficient.""It stores historical data with ease. For example, if you are a healthcare member, then you will have multiple records of visits to the doctors. To store such data in Oracle Database, you have to create many records. You might also have duplication problems because your records are going in again and again, because of which the data warehouse and the maintenance cost will be huge. MongoDB is comparatively lightweight. It is a JSON extract. Once you define a schema and extract it, you can push all the relationships in any way you want. It is easier to define and get different types of transactions into MongoDB. It is also easier to set it up as compared to other solutions. MongoDB is a NoSQL database, which means it is a document DB in which you can store documents that you created in BSON. It is pretty fast in response. It is faster than relational databases because it does not define any primary keys, secondary keys, tertiary keys, and all those kinds of things.""The installation is very easy to do and understand.""The solution has good flexibility and very fast performance for searching data.""One of the most valuable features of MongoDB is it is Its open source."

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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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"The scalability of the solution has room for improvement.""MongoDB should incorporate more features, particularly search functionality, and real-time communication capabilities, to improve the database and provide data listening services. Currently, we rely on the Atlas offering, but it would be fantastic if MongoDB could develop a new solution or updated version that includes these features within its internal database and driver. However, I am uncertain if this would be a viable or profitable move for them, and I am speaking from a mobile-centric viewpoint.""The MongoDB documentation can be a little complicated sometimes.""Enhancing the documentation to make it more beginner-friendly is crucial.""The improvements could be made to intelligence to detect disk storage and prevent MongoDB from crashing.""The transaction could use improvement. From MySQL, for example, you cannot create a transaction if you are reading and writing a document at the same time.""It isn't easy to recognize entities with MongoDB.""I rate the support from MongoDB a four out of five."

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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: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 6% of the time.
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    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.