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GNU Octave VS Grafana

Compare GNU Octave VS Grafana and see what are their differences

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GNU Octave logo GNU Octave

GNU Octave is a programming language for scientific computing.

Grafana logo Grafana

Data visualization & Monitoring with support for Graphite, InfluxDB, Prometheus, Elasticsearch and many more databases
  • GNU Octave Landing page
    Landing page //
    2022-08-07
  • Grafana Landing page
    Landing page //
    2023-10-21

GNU Octave

Website
gnu.org
$ Details
-
Release Date
-
Edit details

Grafana

Website
grafana.com
$ Details
Release Date
2014 January
Startup details
Country
United States
State
New York
City
New York
Founder(s)
Anthony Woods
Employees
100 - 249
Edit details

GNU Octave features and specs

  • Free and Open Source
    GNU Octave is completely free to use and distribute. Its source code is available for anyone to inspect, modify, and enhance, providing transparency and community-driven improvements.
  • MATLAB Compatibility
    Octave aims to be mostly compatible with MATLAB, meaning that many scripts and functions written for MATLAB can run in Octave with little or no modification.
  • Extensive Documentation
    Octave has comprehensive documentation, tutorials, and a vast array of user-contributed content, easing the learning curve for new users.
  • Flexible Integration
    Octave can interface with various programming languages such as C, C++, Fortran, and Python, making it versatile for different types of projects and workflows.
  • Powerful Plotting Capabilities
    Octave includes features for generating high-quality plots and visualizations, which are essential for data analysis and presentation.

Possible disadvantages of GNU Octave

  • Performance
    In some cases, Octave may be slower than MATLAB, especially for highly optimized or proprietary algorithms that MATLAB handles more efficiently.
  • GUI and Toolboxes
    While Octave offers a graphical user interface, it is not as polished as MATLAB's. Additionally, the range and quality of toolboxes available in Octave can be more limited compared to MATLAB's extensive and well-supported toolboxes.
  • Community Support
    Although there is a supportive community around Octave, the user base and available support resources are smaller compared to MATLAB's extensive network of forums, user groups, and customer support.
  • Learning Curve for Advanced Features
    While basic operations are straightforward, mastering advanced features and customizations in Octave can require a deeper understanding of its architecture and available functions.
  • Less Industry Adoption
    MATLAB is widely used in industry for research, engineering, and analytics. Octave, being an open-source alternative, lacks the same level of commercial adoption and institutional support, which can be a drawback in professional settings.

Grafana features and specs

  • Customizable Dashboards
    Grafana provides highly customizable and flexible dashboards, allowing users to create and arrange panels in a way that best represents their metrics and data.
  • Wide Range of Data Sources
    Grafana supports numerous data sources including Prometheus, Elasticsearch, Graphite, AWS CloudWatch, and more, making it versatile and adaptable to various data environments.
  • Rich Plugin Ecosystem
    The platform offers a rich ecosystem of plugins for data visualization, data sources, and apps, enabling users to extend its functionality to suit specific needs.
  • Open Source
    As an open-source tool, Grafana is free to use and customize, allowing organizations to tailor it to their specific requirements without licensing costs.
  • Alerting System
    Grafana comes with a powerful alerting system that can notify users about important events through various channels like email, Slack, and PagerDuty.
  • Community and Support
    Grafana has a large and active community, providing extensive documentation, forums, and tutorials to help users solve issues and improve their dashboards.

Possible disadvantages of Grafana

  • Learning Curve
    The extensive customization features and numerous data sources can be overwhelming for new users, leading to a steep learning curve.
  • Performance Issues with Large Datasets
    When dealing with very large datasets or high-cardinality data, performance issues can arise, requiring additional tuning or more powerful infrastructure.
  • Limited Built-in Data Storage
    Grafana itself does not store data; it relies on external data sources. This could necessitate using additional services or infrastructure for data storage.
  • Complex Setup for Alerting
    Setting up and managing the alerting system can be complicated, especially for users who are not familiar with monitoring and alerting concepts.
  • Dependence on External Data Sources
    The effectiveness of Grafana depends heavily on the quality and stability of the external data sources it connects to, which can be a point of failure.
  • Cost for Enterprise Features
    While the open-source version is free, advanced features and support are available only in the paid enterprise version, which could be costly for some organizations.

Analysis of GNU Octave

Overall verdict

  • GNU Octave is a robust and suitable option for numerical analysis and computational tasks, especially when budget constraints or a preference for open-source software come into play. It can proficiently handle various projects and provides substantial compatibility with MATLAB, which broadens its appeal to many users in academia and industry.

Why this product is good

  • GNU Octave is a high-level programming language primarily intended for numerical computations. It is highly compatible with MATLAB, making it an excellent choice for those with MATLAB experience who are seeking a free alternative. Octave is open-source, which means it is free to use and has a strong community that contributes to its development and support. It offers a wide range of functions and packages that are useful for mathematics, engineering, and scientific research, making it a powerful tool for algorithm development and data visualization.

Recommended for

  • Students learning numerical computing techniques.
  • Researchers in academia who need a cost-effective tool for data analysis.
  • MATLAB users looking for a compatible open-source alternative.
  • Engineers and scientists who require robust numerical computation capabilities.

Analysis of Grafana

Overall verdict

  • Yes, Grafana is generally considered to be a good choice for users looking for a powerful, flexible, and user-friendly data visualization tool. Its ability to integrate with numerous data sources and its rich feature set make it a popular choice among developers, engineers, and IT operations teams.

Why this product is good

  • Grafana is widely regarded as a robust and versatile open-source data visualization and monitoring platform. It supports a wide range of data sources like Prometheus, InfluxDB, Elasticsearch, and many others, making it highly adaptable for various use cases. Grafana's intuitive and interactive dashboards allow users to visually track the performance and health of their system in real-time, enhance operational efficiency, and facilitate better decision-making. Its strong community support, frequent updates, and rich plugin ecosystem further contribute to its reputation as a reliable tool for monitoring and analytics.

Recommended for

    Grafana is particularly recommended for IT professionals, data analysts, and engineers who need to monitor and visualize large datasets in real-time. It's ideal for organizations running complex systems or applications that require comprehensive monitoring to ensure uptime and performance are maintained. Additionally, Grafana is suitable for teams that value open-source solutions and require a platform that can integrate with multiple data sources and adapt to various monitoring needs.

GNU Octave videos

+ Add

GNU Octave Ep. 1.5: What's different compared to MatLab!

Grafana videos

+ Add

Grafana vs Kibana | Beautiful data graphs and log analysis systems

More videos:

  • Review - Business Dashboards with Grafana and MySQL
  • Review - Grafana Labs 2019 Year in Review

Category Popularity

0-100% (relative to GNU Octave and Grafana)

GNU Octave

Grafana

Technical Computing
100 100%
Technical Computing
0% 0
Monitoring Tools
0 0%
Monitoring Tools
100% 100
Numerical Computation
100 100%
Numerical Computation
0% 0
Data Dashboard
0 0%
Data Dashboard
100% 100

User comments

Share your experience with using GNU Octave and Grafana. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare GNU Octave and Grafana

GNU Octave Reviews

7 Best MATLAB alternatives for Linux
FreeMAT is a free and open-source software for numerical computation. It is used for rapid engineering, scientific prototyping, and data processing. It is similar to MATLAB and GNU Octave and supports its various functions.
Source: cyanogenmods.org
Matlab Alternatives
Scilab is an open-source similar to the implementation of Matlab. The approximation techniques known as Scientific Computing is used to solve numerical problems. To achieve this, the team of Scilab developers made use of Solvers and algorithms to build the algebraic libraries. Scilab is one of the major alternatives to Matlab along with GNU Octave.
Source: www.educba.com
10 Best MATLAB Alternatives [For Beginners and Professionals]
GNU Octave an open-source alternative to MATLAB. It is interactive and powerful featuring everything you need in one place.
Source: thetechtop10.com
4 open source alternatives to MATLAB
GNU Octave may be the best-known alternative to MATLAB. In active development for almost three decades, Octave runs on Linux, Windows, and Mac—and is packaged for most major distributions. If you're looking for a project that is as close to the actual MATLAB language as possible, Octave may be a good fit for you; it strives for exact compatibility, so many of your projects...
Source: opensource.com
3 Open Source Alternatives to MATLAB
GNU Octave may be the best-known alternatives to MATLAB. In active development for almost three decades, Octave runs on Windows, Mac, and Linux alike, and is packaged for most major distributions. If you're looking for a project that is as close to the actual MATLAB language as possible, Octave may be a good fit for you; it strives for exact compatibility, so many of your...
Source: www.openhealthnews.com

Grafana Reviews

Self Hosting Like Its 2025
If you’re looking for straightforward monitoring and the thought of setting up a full Zabbix or Grafana stack seems daunting, this software is a real lifesaver. With just one deployment, you can monitor your services and receive notifications through a wide variety of channels including…
Source: kiranet.org
Top 10 Grafana Alternatives in 2024
Middleware is one such Grafana alternative that offers robust data monitoring and visualization capabilities at affordable prices. Though it’s commercial, unlike Grafana, its rich feature set ensures accommodating your present and future business needs.
Source: middleware.io
Top 11 Grafana Alternatives & Competitors [2024]
Are you looking for Grafana alternatives? Then you have come to the right place. Grafana started as a data visualization tool. It slowly evolved into a tool that can take data from multiple data sources for visualization. For observability, Grafana offers the LGTM stack (Loki for logs, Grafana for visualization, Tempo for traces, and Mimir for metrics). You need to configure...
Source: signoz.io
10 Best Grafana Alternatives [2023 Comparison]
For this reason, many have set out in search of Grafana alternatives. Since you’ve landed yourself here, I’m guessing that you’re one of those people. Fear not! We’ve put together a comprehensive list of the 10 best Grafana alternatives out there today.
Source: sematext.com
Top 10 Tableau Open Source Alternatives: A Comprehensive List
When it comes to visualization, Grafana is a great tool for visualizing time series data with support for various databases including Prometheus, InfluxDB, and Graphite. It is also compatible with relational databases such as MySQL and Microsoft SQL Server. While Tableau can do the same thing, Grafana’s open-source status allows the users to add additional data sources and...
Source: hevodata.com

Social recommendations and mentions

Based on our record, Grafana seems to be a lot more popular than GNU Octave. While we know about 240 links to Grafana, we've tracked only 1 mention of GNU Octave. 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.

GNU Octave mentions (1)

  • everyday I get more certain that Algerian universities sucks...
    As for Matlab, I think you'll be just fine with using GNU Octave. Source: about 3 years ago

Grafana mentions (240)

  • The synergy between DevOps and Cloud Computing
    Monitoring and Logging: Tools like Prometheus and Grafana provide instant observability. - Source: dev.to / 16 days ago
  • Project of the Week: Grafana
    Grafana is a leading open-source platform for monitoring, visualization, and observability. Since its initial launch in 2014, Grafana has grown to become the standard for time series analytics, with over 68,000 GitHub stars and a thriving ecosystem of plugins and integrations. The platform allows users to query, visualize, alert on, and understand metrics no matter where they're stored, enabling the creation of... - Source: dev.to / 18 days ago
  • Send Node.js logs from Docker to Grafana Cloud with Alloy
    Navigate to Grafana Cloud and sign up or log in. In the sidebar, select Connections → Add new connection, select Loki. This is the place that prompts you to set up your Loki connection and allows you to generate an access token for Alloy. - Source: dev.to / about 1 month ago
  • Monitoring API Requests and Responses for System Health
    Prometheus + Grafana: Open-source tools that offer maximum flexibility without ongoing licensing costs—ideal for teams willing to manage their own infrastructure and configuration. - Source: dev.to / about 1 month ago
  • How to Optimize Your Fintech API in 2025: A Guide
    Prometheus: This open-source monitoring solution pairs with Grafana for powerful custom visualization of exactly what matters to your business. - Source: dev.to / about 1 month ago
View more

What are some alternatives?

When comparing GNU Octave and Grafana, you can also consider the following products

MATLAB - A high-level language and interactive environment for numerical computation, visualization, and programming

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

Wolfram Mathematica - Mathematica has characterized the cutting edge in specialized processing—and gave the chief calculation environment to a large number of pioneers, instructors, understudies, and others around the globe.

Datadog - See metrics from all of your apps, tools & services in one place with Datadog's cloud monitoring as a service solution. Try it for free.

Scilab - Scilab Official Website. Enter your search in the box aboveAbout ScilabScilab is free and open source software for numerical . Thanks for downloading Scilab!

Zabbix - Track, record, alert and visualize performance and availability of IT resources

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