Software Alternatives, Accelerators & Startups

Metaflow VS SonarQube

Compare Metaflow VS SonarQube and see what are their differences

Metaflow logo Metaflow

Framework for real-life data science; build, improve, and operate end-to-end workflows.

SonarQube logo SonarQube

SonarQube, a core component of the Sonar solution, is an open source, self-managed tool that systematically helps developers and organizations deliver Clean Code.
  • Metaflow Landing page
    Landing page //
    2023-03-03
  • SonarQube Landing page
    Landing page //
    2023-07-12

SonarQube, a core component of the Sonar solution, is an open source, self-managed tool that systematically helps developers and organizations deliver Clean Code. SonarQube integrates into the developers' CI/CD pipeline and DevOps platform to detect and help fix issues in the code while performing continuous inspection of projects.

Supported by the Sonar Clean as You Code methodology, only code that meets the defined quality standard can be released to production. SonarQube analyzes the most popular programming languages, frameworks, and infrastructure technologies and supports over 5,000 Clean Code rules.

Trusted by 7 million developers and 400,000 organizations globally to clean more than half a trillion lines of code, Sonar has become integral to delivering better software.

Explore our pricing and request an evaluation: https://www.sonarsource.com/plans-and-pricing/

Metaflow videos

useR! 2020: End-to-end machine learning with Metaflow (S. Goyal, B. Galvin, J. Ge), tutorial

More videos:

  • Review - Screencast: Metaflow Sandbox Example

SonarQube videos

What is SonarQube?

More videos:

  • Tutorial - What is SonarQube? How to configure a maven project for Code Coverage | Tech Primers
  • Tutorial - How to analyze code quality using SonarQube | Easy tutorial

Category Popularity

0-100% (relative to Metaflow and SonarQube)
Workflow Automation
100 100%
0% 0
Code Analysis
0 0%
100% 100
DevOps Tools
100 100%
0% 0
Code Coverage
0 0%
100% 100

User comments

Share your experience with using Metaflow and SonarQube. 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 Metaflow and SonarQube

Metaflow Reviews

Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX
Metaflow enables you to define your pipeline as a child class of FlowSpec that includes class methods with step decorators in Python code.
Source: medium.com

SonarQube Reviews

5 Best DevSecOps Tools in 2023
Whereas OWASP ZAP scans your website once it has been deployed (known as dynamic code scanning), SonarQube/SonarCloud is a product/service that will scan the source code itself before it is deployed and alert on any possible security issues related to the source code. This is known as static code scanning. It looks for things that can be exploited. Things such as not...
Ten Best SonarQube alternatives in 2021
Other critical elements to bear in mind even as mastering alternatives to SonarQube embody Integration and initiatives. We have compiled a listing of SonarQube alternatives that reviewers voted for because of the excellent standard options to employ instead of SonarQube.
Source: duecode.io
TOP 40 Static Code Analysis Tools (Best Source Code Analysis Tools)
It is possible to integrate it into Visual Studio, IntelliJ IDEA, and other widespread IDE. The results of the analysis can be imported into SonarQube.
Top 4 Open Source Security Testing Tools to Test Web Application
Though written in Java, it can analyze over twenty different programming languages. It can easily integrate with continuous integration tools like Jenkins server, etc. The results will be populated to the SonarQube server with ‘green’ and ‘red lights’.
11 Interesting Tools for Auditing and Managing Code Quality
SonarQube is the most popular code quality and security analysis tool in the market. With the support of the open-source community, Sonarqube presently can analyze and produce outputs for over 25 programming languages, which are higher than most tools in the market.
Source: geekflare.com

Social recommendations and mentions

Based on our record, Metaflow seems to be a lot more popular than SonarQube. While we know about 12 links to Metaflow, we've tracked only 1 mention of SonarQube. 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.

Metaflow mentions (12)

  • What are some open-source ML pipeline managers that are easy to use?
    I would recommend the following: - https://www.mage.ai/ - https://dagster.io/ - https://www.prefect.io/ - https://metaflow.org/ - https://zenml.io/home. Source: about 1 year ago
  • Needs advice for choosing tools for my team. We use AWS.
    1) I've been looking into [Metaflow](https://metaflow.org/), which connects nicely to AWS, does a lot of heavy lifting for you, including scheduling. Source: about 1 year ago
  • Selfhosted chatGPT with local contente
    Even for people who don't have an ML background there's now a lot of very fully-featured model deployment environments that allow self-hosting (kubeflow has a good self-hosting option, as do mlflow and metaflow), handle most of the complicated stuff involved in just deploying an individual model, and work pretty well off the shelf. Source: over 1 year ago
  • [OC] Gender diversity in Tech companies
    They had to figure out video compression that worked at the volume that they wanted to deliver. They had to build and maintain their own CDN to be able to have a always available and consistent viewing experience. Don’t even get me started on the resiliency tools like hystrix that they were kind enough to open source. I mean, they have their own fucking data science framework and they’re looking into using neural... Source: over 1 year ago
  • Going to Production with Github Actions, Metaflow and AWS SageMaker
    Github Actions, Metaflow and AWS SageMaker are awesome technologies by themselves however they are seldom used together in the same sentence, even less so in the same Machine Learning project. - Source: dev.to / almost 2 years ago
View more

SonarQube mentions (1)

  • Google: C++20, How Hard Could It Be
    Even for Java, C# and JS we do enforce such kind of rules, e.g. https://sonarqube.org. - Source: Hacker News / over 1 year ago

What are some alternatives?

When comparing Metaflow and SonarQube, you can also consider the following products

Apache Airflow - Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.

Codacy - Automatically reviews code style, security, duplication, complexity, and coverage on every change while tracking code quality throughout your sprints.

Luigi - Luigi is a Python module that helps you build complex pipelines of batch jobs.

CodeClimate - Code Climate provides automated code review for your apps, letting you fix quality and security issues before they hit production. We check every commit, branch and pull request for changes in quality and potential vulnerabilities.

DepHell - :package: :fire: Python project management. Manage packages: convert between formats, lock, install, resolve, isolate, test, build graph, show outdated, audit. Manage venvs, build package, bump ver...

Checkmarx - The industry’s most comprehensive AppSec platform, Checkmarx One is fast, accurate, and accelerates your business.