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MongoDB VS Thanos.io

Compare MongoDB VS Thanos.io and see what are their differences

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MongoDB logo MongoDB

MongoDB (from "humongous") is a scalable, high-performance NoSQL database.

Thanos.io logo Thanos.io

Open source, highly available Prometheus setup with long term storage capabilities.
  • MongoDB Landing page
    Landing page //
    2023-10-21
  • Thanos.io Landing page
    Landing page //
    2022-11-21

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.

Thanos.io features and specs

  • Global View
    Thanos provides a global view of all your Prometheus metrics, allowing you to query across multiple clusters and data sources seamlessly.
  • High Availability
    Thanos enables high availability by providing redundancy and failover for data queries, ensuring continuous access to metric data even if one or more Prometheus instances fail.
  • Long-term Storage
    Thanos offers long-term storage for Prometheus metrics, allowing users to store data efficiently beyond the retention period offered by Prometheus.
  • Scalability
    Designed to scale horizontally, Thanos can handle increased workloads and large volumes of data, accommodating growing environments.
  • Compatibility
    Thanos is fully compatible with Prometheus, which means you can integrate it without changing your existing Prometheus setup.

Possible disadvantages of Thanos.io

  • Complexity
    Setting up and managing Thanos can be complex compared to a standalone Prometheus installation, requiring additional components and configurations.
  • Resource Intensive
    Thanos can be resource-intensive, necessitating more storage and compute resources to handle data deduplication and global querying effectively.
  • Learning Curve
    Developers and operations teams may face a learning curve in adopting Thanos, requiring time to understand its architecture and best practices.
  • Network Overhead
    Using Thanos can introduce network overhead due to data being transferred across clusters and remote storage solutions, potentially impacting performance.
  • Dependency Management
    Implementing Thanos adds more components and dependencies to an infrastructure, which can lead to increased management and maintenance efforts.

MongoDB videos

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MySQL vs MongoDB

More videos:

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

Thanos.io videos

No Thanos.io videos yet. You could help us improve this page by suggesting one.

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Category Popularity

0-100% (relative to MongoDB and Thanos.io)

MongoDB

Thanos.io

Databases
100 100%
Databases
0% 0
Dev Ops
0 0%
Dev Ops
100% 100
NoSQL Databases
100 100%
NoSQL Databases
0% 0
Monitoring Tools
0 0%
Monitoring Tools
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 MongoDB and Thanos.io

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.
Source: blog.ferretdb.io
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.
Source: www.analytixlabs.co.in
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

Thanos.io Reviews

We have no reviews of Thanos.io yet.
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Social recommendations and mentions

Based on our record, Thanos.io should be more popular than MongoDB. It has been mentiond 32 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.

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 / about 2 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 / 9 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 / 8 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

Thanos.io mentions (32)

  • Top 10 Prometheus Alternatives in 2024 [Includes Open-Source]
    Thanos is a set of components that can be added to an existing Prometheus deployment to enable long-term storage and global query view. - Source: dev.to / 7 months ago
  • Scaling Prometheus with Thanos
    Started in November 2017, Thanos is an open-source CNCF incubating project with over 12.8k stars on GitHub. Built on top of Prometheus, Thanos aims to provide a highly available Prometheus environment with long-term storage support and a global view of metrics. Companies like Disney, Abode, eBay, SoundCloud, and ByteDance use Thanos for monitoring at scale. However, setting up Thanos can be complex and requires... - Source: dev.to / 10 months ago
  • Fastly and the Linux kernel
    The open source projects Fastly uses and the foundations we partner with are vital to Fastly’s mission and success. Here's an unscientific list of projects and organizations supported by the Linux Foundation that we use and love include: The Linux Kernel, Kubernetes, containerd, eBPF, Falco, OpenAPI Initiative, ESLint, Express, Fastify, Lodash, Mocha, Node.js, Prometheus, Jenkins, OpenTelemetry, Envoy, etcd, Helm,... - Source: dev.to / 11 months ago
  • Looking for a way to remote in to K's of raspberry pi's...
    Monitoring = netdata on each RPi https://www.netdata.cloud/ binded to the vpn interface being scraped into a prometeus thaons https://thanos.io/ setup with grafana to give management the Green all is good screens (very important). Source: over 1 year ago
  • Monitoring multiple kubernetes cluster with single Prometheus operator
    Sounds like you want something like Thanos. Source: almost 2 years ago
View more

What are some alternatives?

When comparing MongoDB and Thanos.io, you can also consider the following products

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

Prometheus - An open-source systems monitoring and alerting toolkit.

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

OpenCensus - Application and Data, Monitoring, and Monitoring Tools

MySQL - The world's most popular open source database

Cortex Project - Horizontally scalable, highly available, multi-tenant, long term Prometheus.

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