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Conda VS DPKG (Debian Package Manager)

Compare Conda VS DPKG (Debian Package Manager) and see what are their differences

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Contents:
  1. » Base Details
  2. » Reviews
  3. » Alternatives

Conda logo Conda

Binary package manager with support for environments.

DPKG (Debian Package Manager) logo DPKG (Debian Package Manager)

dpkg is the core of package management in Debian-based Linux distributions. it has multiple front ends like apt or aptitude that extend dpkgs usability and features
Not present
  • DPKG (Debian Package Manager) Landing page
    Landing page //
    2022-06-25

Conda features and specs

  • Cross-Platform Package Manager
    Conda is a versatile package manager that works across multiple operating systems including Windows, macOS, and Linux, making it a universal solution for environment management.
  • Environment Management
    Conda can create, export, list, remove, and manage environments that contain different versions of Python and/or various packages, enhancing reproducibility and isolation.
  • Wide Range of Packages
    Conda supports a broad spectrum of packages not limited to Python, which means it can install software and their dependencies from the C, C++, FORTRAN, and other ecosystems.
  • Binary Package Delivery
    Packages are delivered as binaries, meaning you don't have to compile anything. This speeds up the installation process and reduces the possibility of errors.
  • Easy Dependency Resolution
    Conda automatically manages dependencies, ensuring that the required packages are installed in the correct versions and reducing compatibility issues.
  • Version Control
    It allows you to manage different versions of software and switch between them seamlessly without conflict, which is crucial for development, testing, and deployment.

Possible disadvantages of Conda

  • Large Disk Space Requirement
    Conda environments can take up a significant amount of disk space due to the inclusion of multiple versions of Python and other binaries.
  • Complexity
    While Conda is powerful, its comprehensive set of features may be overwhelming for beginners who only need simpler package management.
  • Performance Overhead
    The convenience of automated dependency resolution and environment management can sometimes come at the cost of performance, particularly during the first setup.
  • Slower Package Availability
    Newer versions of some packages may take longer to become available on Conda compared to other package managers like pip, leading to potential delays in adopting the latest features.
  • Third-Party Channels
    While Conda has its main channel, many packages are hosted on third-party channels, which can lead to inconsistencies or reliability issues.
  • Not Limited to Python
    Although this is also a strength, for users who are primarily working with Python, Conda might feel over-engineered for their needs.

DPKG (Debian Package Manager) features and specs

  • Efficiency
    DPKG is a low-level package manager that directly manages .deb packages, making it highly efficient for package installation, removal, and configuration.
  • Control
    Provides detailed control over package installation and management, allowing administrators to manually handle package files and their configurations.
  • Dependency Management
    Although DPKG itself does not resolve dependencies, it works seamlessly with other tools like APT to help manage them effectively.
  • Wide Adoption
    Being the standard package manager for Debian, it has widespread use and support in the Debian community, offering many resources and documentation.

Possible disadvantages of DPKG (Debian Package Manager)

  • Complexity
    As a low-level tool, DPKG requires a deeper understanding of the system to manage packages efficiently, which can be complex for new users.
  • Lack of Dependency Resolution
    DPKG does not automatically handle dependencies, which can lead to issues if packages require specific dependencies that aren't manually addressed by the user.
  • Limited Features
    Being a core tool, DPKG has a limited feature set compared to higher-level package managers that can handle more advanced tasks such as source management and package searching.
  • Potential for System Instability
    Incorrect usage of DPKG, such as forcing package installs without resolving dependencies, can potentially lead to system instability or broken packages.

Analysis of Conda

Overall verdict

  • Yes, Conda is generally regarded as a good tool due to its versatility, efficiency in managing dependencies, and user-friendly features.

Why this product is good

  • Conda is considered good because it is a powerful package manager and environment manager that is language agnostic. It simplifies the installation of packages and dependencies across different programming languages, particularly beneficial for data science and machine learning tasks. It also handles library conflicts with ease, making it a preferred choice for managing complex software environments.

Recommended for

  • Data scientists
  • Machine learning engineers
  • Software developers using Python, R, or any other language needing isolated environments
  • Researchers requiring reproducible scientific environments
  • Anyone who frequently works with packages that have complex dependencies

Category Popularity

0-100% (relative to Conda and DPKG (Debian Package Manager))

Conda

DPKG (Debian Package Manager)

Front End Package Manager
83 83%
Front End Package Manager
17% 17
Package Manager
80 80%
Package Manager
20% 20
Developer Tools
76 76%
Developer Tools
24% 24
Kids
100 100%
Kids
0% 0

User comments

Share your experience with using Conda and DPKG (Debian Package Manager). For example, how are they different and which one is better?
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Social recommendations and mentions

Based on our record, Conda seems to be more popular. 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.

Conda mentions (32)

  • Say Hello to UV: A Fast Python Package & Project Manager Written in Rust
    If you’ve been managing Python projects long enough, you’ve probably dealt with a mess of tools: pip, pip-tools, poetry, virtualenv, conda, maybe even pdm. - Source: dev.to / about 1 month ago
  • The Simplest Data Architecture
    You can use isolated Python environments like venv or conda. If you do this, you'll have to manage your environments yourself, and also constantly switch between them to run your data engineering code vs dbt. - Source: dev.to / 8 months ago
  • Python's virtual environments
    Conda is an open-source package management system and environment management system that runs on Windows, macOS, and Linux. It is a powerful tool that allows you to create and manage virtual environments, install and update packages, and manage dependencies. Conda is particularly popular in the scientific computing community, as it provides access to a wide range of scientific computing libraries and tools. I... - Source: dev.to / 11 months ago
  • Introducing Flama for Robust Machine Learning APIs
    When dealing with software development, reproducibility is key. This is why we encourage you to use Python virtual environments to set up an isolated environment for your project. Virtual environments allow the isolation of dependencies, which plays a crucial role to avoid breaking compatibility between different projects. We cannot cover all the details about virtual environments in this post, but we encourage... - Source: dev.to / over 1 year ago
  • Ask HN: Package management for multiple modules in C++, Python, Java project?
    Conda https://docs.conda.io/en/latest/ ?? I'm not sure, but I used it to download some Python packages. It's an alternative to pip, but I'm not sure about the details. - Source: Hacker News / over 1 year ago
View more

DPKG (Debian Package Manager) mentions (0)

We have not tracked any mentions of DPKG (Debian Package Manager) yet. Tracking of DPKG (Debian Package Manager) recommendations started around Mar 2021.

What are some alternatives?

When comparing Conda and DPKG (Debian Package Manager), you can also consider the following products

Homebrew - The missing package manager for macOS

Docker - Docker is an open platform that enables developers and system administrators to create distributed applications.

Python Poetry - Python packaging and dependency manager.

pkgsrc - pkgsrc is a framework for building over 17,000 open source software packages.

pacman (package manager) - The pacman package manager is one of the major distinguishing features of ...

Yay - Yay is an AUR helper written in go, based on the design of yaourt, apacman and pacaur.

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