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Ceph VS MongoDB

Compare Ceph VS MongoDB and see what are their differences

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Ceph logo Ceph

Ceph is a distributed object store and file system designed to provide excellent performance...

MongoDB logo MongoDB

MongoDB (from "humongous") is a scalable, high-performance NoSQL database.
  • Ceph Landing page
    Landing page //
    2022-04-16
  • MongoDB Landing page
    Landing page //
    2023-10-21

Ceph features and specs

  • Scalability
    Ceph is designed to scale horizontally by adding more nodes. This allows for seamless expansion of storage capacity as needs grow.
  • High Availability
    Ceph provides high availability and fault tolerance through its distributed architecture and data replication methods, ensuring data is always accessible.
  • Open Source
    Being an open-source project, Ceph has a large community of developers and users which help in rapid identification and rectification of issues. It also offers lower cost of ownership compared to proprietary solutions.
  • Versatility
    Ceph supports block storage, object storage, and file systems within the same cluster, providing great flexibility and reducing the need for multiple storage solutions.
  • Performance
    Ceph delivers high performance, particularly for large-scale deployments, by balancing loads and efficiently distributing data.

Possible disadvantages of Ceph

  • Complexity
    Setting up and maintaining a Ceph cluster can be complex and requires skilled administrators, which might not be suitable for smaller organizations.
  • Resource Intensive
    Ceph can be resource-heavy, demanding significant CPU, memory, and network resources, which can be a limitation for smaller setups.
  • Documentation
    Despite a rich set of features, Ceph’s documentation can sometimes be lacking or difficult for new users to comprehend, potentially leading to longer learning curves.
  • Hardware Requirements
    Ceph typically requires high-quality, enterprise-grade hardware to achieve optimal performance and reliability, which can entail a higher upfront investment.
  • Operational Overhead
    Day-to-day management, monitoring, and troubleshooting of Ceph clusters require a specialized skill set, leading to possible increases in operational overhead.

MongoDB features and specs

  • Scalability
    MongoDB offers horizontal scaling through sharding, allowing it to handle large volumes of data and enabling distributed computing.
  • Flexible Schema
    It allows for a flexible schema design using BSON (Binary JSON), making it easier to iterate and change application data models.
  • High Performance
    MongoDB is optimized for read and write throughput, making it suitable for real-time applications.
  • Rich Query Language
    Supports a rich and expressive query language that allows for efficient querying and analytics.
  • Built-in Replication
    Provides robust replication mechanisms for high availability and redundancy.
  • Geospatial Indexing
    Offers powerful geospatial indexing capabilities, useful for location-based applications.
  • Aggregation Framework
    Enables complex data manipulations and transformations using the aggregation pipeline framework.
  • Cross-Platform
    Works on multiple operating systems, enhancing its versatility and deployment options.

Possible disadvantages of MongoDB

  • Memory Usage
    MongoDB can consume a large amount of memory due to its use of memory-mapped files, which may be a concern for some applications.
  • Complex Transactions
    While MongoDB supports ACID transactions, they can be more complex to implement and less efficient compared to traditional relational databases.
  • Data Redundancy
    The flexible schema design can lead to data redundancy and increased storage costs if not managed carefully.
  • Limited Joins
    Joins are supported but can be less efficient and more limited compared to relational databases, affecting complex relational data querying.
  • Indexing Overhead
    Extensive indexing can introduce overhead and impact performance, especially during write operations.
  • Learning Curve
    Requires a different mindset and understanding compared to traditional relational databases, which can present a learning curve for new users.
  • Lacks Mature Analytical Tools
    The ecosystem for analytical tools around MongoDB is not as mature as those for traditional relational databases, which might limit advanced analytics capabilities.
  • Cost
    The cost of using MongoDB's cloud services (MongoDB Atlas) can be high, especially for large-scale deployments.

Analysis of MongoDB

Overall verdict

  • MongoDB is generally regarded as a good database solution for applications needing flexibility, scalability, and fast development times. However, it may not be the best choice for applications requiring complex transactions or where ACID compliance is critical, as it originally prioritized availability over consistency. Recent improvements, including multi-document transactions, have addressed some concerns, making it more versatile.

Why this product is good

  • MongoDB is considered a good choice for certain types of applications due to its flexible schema design, scalability, horizontal scaling capabilities, and ease of use for developers who require rapid development cycles. It supports a wide range of data types and allows for full-text search, geospatial queries, and aggregation operations. MongoDB's document-oriented storage makes it well-suited for handling large volumes of unstructured data. Its robust ecosystem, including Atlas for cloud deployments, adds to its appeal by offering automated scaling, backups, and distributed architecture.

Recommended for

  • Applications requiring high scalability and performance with unstructured data
  • Real-time analytics and big data applications
  • Web and mobile applications needing rapid development and flexible data models
  • Projects that benefit from cloud-native solutions with managed services

Ceph videos

UDS 2013-03: Ceph Review - Part 1/2

More videos:

  • Review - Designing for High Performance Ceph at Scale
  • Review - RHCS 4 Cockpit Ceph Installer

MongoDB videos

MySQL vs MongoDB

More videos:

  • Review - The Good and Bad of MongoDB
  • Review - what is mongoDB

Category Popularity

0-100% (relative to Ceph and MongoDB)
Cloud Storage
100 100%
0% 0
Databases
0 0%
100% 100
Storage
100 100%
0% 0
NoSQL Databases
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Ceph and MongoDB

Ceph Reviews

Simplyblock as alternative to Ceph: A Comprehensive Comparison
Ceph utilizes its own storage driver (rbd) that is integrated into the Linux Kernel and can also be used on other platforms as a third-party driver. It enables seamless connectivity between hosts and the Ceph cluster. In addition to OpenStack, Ceph offers deep integrations with Kubernetes through a separate CSI driver, as well as other platforms.
Best & Cheapest Object Storage Providers With S-3 Support
The libraries of Ceph support applications built in Java, C, C++, PHP, Python, and other languages. It also gives these apps access to its object storage platform via a native API.
Source: macpost.net
What are the alternatives to S3?
Ceph is a software-defined storage platform that implements object storage. Its interface is built with the same storage system that provides the librados interface, making it have the same abilities as librados like read-only snapshot and revert to snapshot. The software delivers Object, File, and Block storage in a single, unified system. Ceph is S3 compatible, and its...
Source: www.w6d.io
Ceph Storage Platform Alternatives in 2022
Open-Source software platforms are not free but you can use them as community edition or with limited features. The above storage platforms have same goals but also have some different abilities and capabilities, so choosing or using them is depended to your requirements and budget. About Ceph, I think that Ceph is still the best and there is no limitation for community...
15 FreeNAS Alternatives 2020 | Best Storage Operating System
PetaSAN is a Ceph-based iSCSI cluster, open-source FreeNAS alternative, known widely for its end-to-end integrated solution and scale-out SAN arrangement that offers impressive adaptability and execution. Its latest cloud storage technology makes it corporate-efficient to manage large data storage in one unit; run on the Linux operating system, the program has many nodes...

MongoDB Reviews

10 Top Firebase Alternatives to Ignite Your Development in 2024
MongoDB’s superpower lies in its flexibility. Its document-based model lets you store data in a free-form, schema-less way, making it adaptable to evolving application needs. Need to add a new field or change the structure of your data? No problem, MongoDB handles it with ease.
Source: genezio.com
Top 7 Firebase Alternatives for App Development in 2024
MongoDB Realm provides a robust alternative to Firebase, especially for apps requiring a flexible data model. Key features include:
Source: signoz.io
Announcing FerretDB 1.0 GA - a truly Open Source MongoDB alternative
MongoDB is no longer open source. We want to bring MongoDB database workloads back to its open source roots. We are enabling PostgreSQL and other database backends to run MongoDB workloads, retaining the opportunities provided by the existing ecosystem around MongoDB.
16 Top Big Data Analytics Tools You Should Know About
The database added a new feature to its list of attributes called MongoDB Atlas. It is a global cloud database technology that allows to deploy a fully managed MongoDB across AWS, Google Cloud, and Azure with its built-in automation for resource, workload optimization and to reduce the time required to handle the database.
9 Best MongoDB alternatives in 2019
MongoDB is an open source NoSQL DBMS which uses a document-oriented database model. It supports various forms of data. However, in MongoDB data consumption is high due to de-normalization.
Source: www.guru99.com

Social recommendations and mentions

Based on our record, MongoDB should be more popular than Ceph. It has been mentiond 18 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Ceph mentions (11)

  • 10 open source tools that platform, SRE and DevOps engineers should consider in 2024.
    Ceph stands out in storage technology, offering a scalable and reliable solution where traditional systems fall short. It supports object, block, and file storage in one system, adaptable for various environments including on-premises, cloud, or container-native setups. Key benefits include scalability, enabled by the CRUSH algorithm, allowing for expansion without typical downtime. This makes Ceph suitable for... - Source: dev.to / over 1 year ago
  • iSCSI over WAN / backup of remote site
    With that being said, you better take a look at something more WAN optimized and more secure, like S3 storage. You can build the S3 storage (and gain immutability) using something like MinIO (https://min.io/) or Ceph (https://ceph.io/en/) or check out Object First Ootbi offerings - https://objectfirst.com/object-storage/ (I work for them). Source: almost 2 years ago
  • What's the best AWS S3 protocol alternative?
    I believe Ceph [1] could be a good alternative. It can be self hosted and I believe some cloud providers also offer it. Here are some differences between S3 and Ceph [2]. [1] - https://ceph.io/en/ [2] - https://www.lightbitslabs.com/blog/ceph-storage/. - Source: Hacker News / almost 2 years ago
  • Seeking Advice & Opinions: Hybrid NAS/Cloud Storage for Family Use
    Another option is a distributed Ceph cluster https://ceph.io/en/. Source: over 2 years ago
  • First Time NAS buyer for Digital Textile Printing Factory
    There's also cool systems like https://ceph.io/en/ that could be efficient if willing to set up and learn. Source: almost 3 years ago
View more

MongoDB mentions (18)

  • Creating AI Memories using Rig & MongoDB
    In this article, we’ll build a CLI tool using the Rig AI framework and MongoDB for retrieval-augmented generation (RAG). This tool will store summarized conversations in a database and retrieve them when needed, enabling the AI to maintain context over time. - Source: dev.to / 3 months ago
  • The Adventures of Blink S2e2: Database, Contained
    Have a Mongo database holding the various phrases we're going to use and potentially configuration data for the frontend as well. - Source: dev.to / 10 months ago
  • Introducing Perseid: The Product-oriented JS framework
    It's also worth mentioning that Perseid provides out-of-the-box support for React, VueJS, Svelte, MongoDB, MySQL, PostgreSQL, Express and Fastify. - Source: dev.to / 9 months ago
  • DocumentDB Elastic Cluster Pricing
    Does anyone know if the most basic Elastic Cluster instance of DocumentDB carries any monthly fixed cost or is it just on-demand cost? Another words if I run like 10,000 queries against the DB per month, what kind of bill would I expect? This is for a super small app. I am currently using mongodb free tier , but want to migrate everything to AWS. Can't seem to find a straight answer to the pricing question. Source: over 2 years ago
  • I wrote some scripts for converting the UTZOO Usenet archive to a Mongo Database
    You can use either MongoDB.com's dashboard (if you host a remote database) or Mongo Compass to run queries on the data or you can modify the express middleware with your own queries. I'm still working on the API, so it's not very robust yet. I will update this when it is. Source: over 2 years ago
View more

What are some alternatives?

When comparing Ceph and MongoDB, you can also consider the following products

Minio - Minio is an open-source minimal cloud storage server.

Redis - Redis is an open source in-memory data structure project implementing a distributed, in-memory key-value database with optional durability.

GlusterFS - GlusterFS is a scale-out network-attached storage file system.

PostgreSQL - PostgreSQL is a powerful, open source object-relational database system.

StorPool - StorPool is designed from the ground up to provide cloud builders, shared hosting providers and MSPs with the most resource efficient storage software on the market.

MySQL - The world's most popular open source database