Milvus vs MongoDB comparison

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The Milvus Project Logo
578 views|508 comparisons
100% willing to recommend
MongoDB Logo
193 views|159 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).
772,679 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
"Milvus has good accuracy and performance.""I like the accuracy and usability.""The solution is well containerized, and since containerization is quick and easy for me, I can scale it up quickly.""The best feature of Milvus was finding the closest chunk from a huge amount of data."

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"We find the query and speed very valuable.""I like that MongoDB has a free version. You can also buy the enterprise edition, which is cheaper than Oracle.""The reports are useful for controlling the load of our whole architecture.""The most valuable feature is the speed of MongoDB.""It has visible benefits, actually, in terms of price of ownership if you compare it to, for example, Oracle.""I find the integration with other tools very easy.""Easier to maintain the data with its document-based storage.""It is very fast - faster than an SQL or MySQL Server."

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

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"People coming from RDBMS should have the flexibility to write queries in SQL that can be converted into JSON queries.""Its security features can be better. Sometimes, my higher authority says that we are not going to use MongoDB because it doesn't provide that much security for the RDBMS or relational data that we use for transactions. Instead of MongoDB, we will use Oracle Database because for a transactional service, you have to rely on RDBMS ACID properties. I would love to work on MongoDB by using my mobile phone. When I am working remotely or traveling and have some instances deployed on my server, I should be able to check through my mobile whether all the data is being pulled. GitHub has a similar feature, where it lets you read from the laptop, and you can also pull and push with your mobile phone. I would request MongoDB to provide such a feature. Basically, I want a mobile version for both iOS and Android versions.""Lacks sufficient scalability and elasticity.""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.""The auto transaction feature is something that I found a little bit problematic. If we want to run two or three transactions at a time, we get write conflicts. So, it becomes really difficult when concurrency comes into the picture.""I rate the support from MongoDB a four out of five.""MongoDB should be more stable, and support should be more efficient.""MongoDB would be improved with more integration, particularly for cloud environments like Google BigQuery."

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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:I like the accuracy and usability.
    Top Answer:Milvus could make it simpler. Simplifying the requirements and making it more accessible. It could be more user-friendly. However, their recent addition of a support server and their ongoing work… more »
    Top Answer:Initially, I used it with software support and related products. Personally, I installed it locally on Docker containers for testing. I used it for data storage and search queries, mainly for sharing… more »
    Top Answer:MongoDB's approach to handling data in documents rather than traditional tables has been particularly beneficial.
    Top Answer:The product is affordable, but I don't have direct comparisons with other products as I haven't been involved in the billing process.
    Top Answer:Improvements could be made in query optimization, particularly when performing lookups or joining tables. Input functions to restrict the amount of data passed in pipelines would be beneficial for… more »
    Ranking
    12th
    Views
    578
    Comparisons
    508
    Reviews
    4
    Average Words per Review
    364
    Rating
    7.5
    5th
    Views
    193
    Comparisons
    159
    Reviews
    28
    Average Words per Review
    354
    Rating
    7.9
    Comparisons
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    Compared 30% of the time.
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    Compared 17% of the time.
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    Compared 12% 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 Company27%
    Manufacturing Company12%
    Financial Services Firm11%
    Educational Organization9%
    REVIEWERS
    Computer Software Company28%
    Financial Services Firm16%
    Legal Firm6%
    Government6%
    VISITORS READING REVIEWS
    Financial Services Firm15%
    Computer Software Company14%
    University7%
    Comms Service Provider6%
    Company Size
    VISITORS READING REVIEWS
    Small Business21%
    Midsize Enterprise14%
    Large Enterprise66%
    REVIEWERS
    Small Business41%
    Midsize Enterprise14%
    Large Enterprise46%
    VISITORS READING REVIEWS
    Small Business25%
    Midsize Enterprise13%
    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.
    772,679 professionals have used our research since 2012.

    Milvus is ranked 12th in Open Source Databases with 4 reviews while MongoDB is ranked 5th in Open Source Databases with 70 reviews. Milvus is rated 7.6, 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 and Cassandra. 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.