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Pandas VS Ghost

Compare Pandas VS Ghost and see what are their differences

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Contents:
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  3. » Reviews
  4. » Alternatives

Pandas logo Pandas

Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Ghost logo Ghost

Ghost is a fully open source, adaptable platform for building and running a modern online publication. We power blogs, magazines and journalists from Zappos to Sky News.
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Ghost Landing page
    Landing page //
    2022-10-10

Pandas

Website
pandas.pydata.org
Pricing URL
-
$ Details
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Ghost

Website
ghost.org
Pricing URL
Official Ghost Pricing
$ Details
paid Free Trial $36.0 / Monthly (100k views/month, 2 users)
Edit details

Pandas features and specs

  • Data Wrangling
    Pandas offers robust tools for manipulating, cleaning, and transforming data, making it easier to prepare data for analysis.
  • Flexible Data Structures
    Pandas provides two primary data structures: Series and DataFrame, which are flexible and offer powerful capabilities for handling various types of datasets.
  • Integration with Other Libraries
    Pandas integrates seamlessly with other Python libraries such as NumPy, Matplotlib, and SciPy, facilitating comprehensive data analysis workflows.
  • Performance with Data Size
    For data sizes that fit into memory, Pandas performs excellently with operations and computations being highly optimized.
  • Rich Feature Set
    Pandas provides a wide array of functionalities, including but not limited to group-by operations, merging and joining data sets, time-series functionality, and input/output tools.
  • Community and Documentation
    Pandas has a strong community and extensive documentation, offering a wealth of tutorials, examples, and support for new and experienced users alike.

Possible disadvantages of Pandas

  • Memory Consumption
    Pandas can become memory inefficient with very large datasets because it relies heavily on in-memory operations.
  • Single-threaded
    Many Pandas operations are single-threaded, which can lead to performance bottlenecks when handling very large datasets.
  • Steep Learning Curve
    For users who are new to data analysis or Pandas, there can be a steep learning curve due to its extensive capabilities and complex syntax at times.
  • Less Suitable for Real-time Analytics
    Pandas is not designed for real-time analytics and is better suited for batch processing due to its in-memory operations and single-threaded nature.
  • Error Handling
    Error messages in Pandas can sometimes be cryptic and hard to interpret, making debugging a challenge for users.

Ghost features and specs

  • User-Friendly Interface
    Ghost offers a clean and intuitive interface that makes content management straightforward, even for those without technical expertise.
  • Speed and Performance
    Ghost is built on modern technology like Node.js which makes it faster and more efficient compared to some traditional CMS platforms.
  • SEO Optimized
    Ghost comes built-in with SEO features like clean URLs, meta tags, and sitemaps which help in improving search engine rankings.
  • Customizable Themes
    Ghost supports a variety of themes that can be easily customized to fit the branding and functionality needs of a website.
  • Markdown Support
    Content creation in Ghost is made easy with Markdown support, allowing writers to focus on text rather than formatting.

Possible disadvantages of Ghost

  • Limited Plugin Ecosystem
    Compared to WordPress, Ghost has a more limited selection of plugins, which might restrict some functionalities users are looking for.
  • Higher Hosting Costs
    Ghost's official hosting is relatively expensive, making it less suitable for users on a tight budget.
  • Technical Knowledge Requirement
    While Ghost is user-friendly, setting it up on a custom server can require a higher level of technical knowledge compared to some other platforms.
  • Less Community Support
    The user community for Ghost is smaller compared to more established platforms like WordPress, which can make it harder to find support and resources.
  • Limited Ecommerce Capabilities
    Ghost is primarily a publishing platform and lacks the more advanced eCommerce functionalities that other CMS platforms might offer out of the box.

Analysis of Pandas

Overall verdict

  • Pandas is highly recommended for tasks involving data manipulation and analysis, especially for those working with tabular data. Its efficiency and ease of use make it a staple in the data science toolkit.

Why this product is good

  • Pandas is widely considered a good library for data manipulation and analysis due to its powerful data structures, like DataFrames and Series, which make it easy to work with structured data. It provides a wide array of functions for data cleaning, transformation, and aggregation, which are essential tasks in data analysis. Furthermore, Pandas seamlessly integrates with other libraries in the Python ecosystem, making it a versatile tool for data scientists and analysts. Its extensive documentation and strong community support also contribute to its reputation as a reliable tool for data analysis tasks.

Recommended for

    Pandas is particularly recommended for data scientists, analysts, and engineers who need to perform data cleaning, transformation, and analysis as part of their work. It is also suitable for academics and researchers dealing with data in various formats and needing powerful tools for their data-driven research.

Analysis of Ghost

Overall verdict

  • Ghost is a highly regarded platform for serious bloggers and publishers who want a minimalistic yet powerful content management system. It is especially beneficial for those who prefer a distraction-free writing environment with the capability to scale and customize as their needs grow.

Why this product is good

  • Ghost is a popular open-source platform designed for professional bloggers and publishers. It is known for its clean design, speed, and ease of use. Ghost offers robust features for content creation, management, and distribution while focusing on providing an optimal writing experience. Additionally, Ghost is built on modern technology stacks and offers flexibility through themes and integrations. It also supports membership and subscription models, making it ideal for those looking to monetize their content.

Recommended for

  • Professional bloggers
  • Content creators looking for a minimalist interface
  • Publishers seeking to monetize their content
  • Developers looking for an open-source platform
  • Organizations that require a fast and reliable CMS
  • Writers who value a focused writing experience

Pandas videos

+ Add

Ozzy Man Reviews: Pandas

More videos:

  • Review - Ozzy Man Reviews: PANDAS Part 2
  • Review - Trash Pandas Review with Sam Healey

Ghost videos

+ Add

Why I Moved My Blog From WordPress to Ghost

More videos:

  • Review - Ghost review - CMS for creators to build a membership

Category Popularity

0-100% (relative to Pandas and Ghost)

Pandas

Ghost

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Blogging
0 0%
Blogging
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
CMS
0 0%
CMS
100% 100

User comments

Share your experience with using Pandas and Ghost. 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 Pandas and Ghost

Pandas Reviews

25 Python Frameworks to Master
Pandas is a powerful and flexible open-source library used to perform data analysis in Python. It provides high-performance data structures (i.e., the famous DataFrame) and data analysis tools that make it easy to work with structured data.
Source: kinsta.com
Python & ETL 2020: A List and Comparison of the Top Python ETL Tools
When it comes to ETL, you can do almost anything with Pandas if you're willing to put in the time. Plus, pandas is extraordinarily easy to run. You can set up a simple script to load data from a Postgre table, transform and clean that data, and then write that data to another Postgre table.
Source: www.xplenty.com

Ghost Reviews

Comparing 9 WordPress alternatives & competitors in 2024
Ghost specializes in creating a monetized blogging platform. Based on their subscription status, readers can create user profiles, sign up for newsletters, and browse your entire blogging calendar. The platform’s singular focus on blogging makes it great for individuals and small teams, but it lacks features like real-time collaboration that are necessary for larger companies.
Source: webflow.com
19 Best WordPress Alternatives in 2025
Ghost is known for its simplicity and focus on content creation. It's a great option for writers and creators who want a clean and distraction-free environment to publish their work.
Source: www.pixpa.com
7 Best Buy Me a Coffee Alternatives
If you don’t already have a website, Ghost may be an appealing option as a Patreon alternative. However, customizations are limited, and you’ll need to choose a pre-built design from the theme library. There are a few themes available, but most are priced from around $80 to $150. The Ghost API also gives you a way to publish content you create on the platform to another...
Source: wpforms.com
Top 10 Web Content Management Systems
Ghost is here as one of the first entries that can be classified as a pure headless CMS. Ghost is not only one of the best headless CMS options, but it also does so while being focused primarily on the blogger community. So if you have or are thinking about starting a large blogging operation featuring many different presentation layers, then Ghost is definitely for you....
Source: cloudzy.com
25+ Medium Alternative Platforms for Publishing Articles
Ghost open-source blogging and the indirect medium alternative platform. Its interface makes blogging easy for users, but also offers SEO tools and other plugins that are built into the platform. This makes it simple for users to publish high-quality content without technical difficulties.
Source: forgefusion.io

Social recommendations and mentions

Pandas might be a bit more popular than Ghost. We know about 219 links to it since March 2021 and only 189 links to Ghost. 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.

Pandas mentions (219)

  • Top Programming Languages for AI Development in 2025
    Libraries for data science and deep learning that are always changing. - Source: dev.to / about 2 months ago
  • How to import sample data into a Python notebook on watsonx.ai and other questions…
    # Read the content of nda.txt Try: Import os, types Import pandas as pd From botocore.client import Config Import ibm_boto3 Def __iter__(self): return 0 # @hidden_cell # The following code accesses a file in your IBM Cloud Object Storage. It includes your credentials. # You might want to remove those credentials before you share the notebook. Cos_client = ibm_boto3.client(service_name='s3', ... - Source: dev.to / 2 months ago
  • How I Hacked Uber’s Hidden API to Download 4379 Rides
    As with any web scraping or data processing project, I had to write a fair amount of code to clean this up and shape it into a format I needed for further analysis. I used a combination of Pandas and regular expressions to clean it up (full code here). - Source: dev.to / 2 months ago
  • Must-Know 2025 Developer’s Roadmap and Key Programming Trends
    Python’s Growth in Data Work and AI: Python continues to lead because of its easy-to-read style and the huge number of libraries available for tasks from data work to artificial intelligence. Tools like TensorFlow and PyTorch make it a must-have. Whether you’re experienced or just starting, Python’s clear style makes it a good choice for diving into machine learning. Actionable Tip: If you’re new to Python,... - Source: dev.to / 4 months ago
  • Sample Super Store Analysis Using Python & Pandas
    This tutorial provides a concise and foundational guide to exploring a dataset, specifically the Sample SuperStore dataset. This dataset, which appears to originate from a fictional e-commerce or online marketplace company's annual sales data, serves as an excellent example for learning and how to work with real-world data. The dataset includes a variety of data types, which demonstrate the full range of... - Source: dev.to / 10 months ago
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Ghost mentions (189)

  • Project of the Week: Ghost 👻
    Ghost is a leading open-source publishing platform designed for modern creators, journalists, and businesses. Founded in 2013 as a non-profit organization, Ghost has grown to become a powerful alternative to traditional blogging platforms, with over 49,000 GitHub stars and a thriving ecosystem of themes and integrations. The platform focuses on providing beautiful, fast, and professional publishing tools, enabling... - Source: dev.to / 16 days ago
  • Save Hours Managing Ghost with These Python Scripts
    I run the blog at Developer-Service.blog with a self-hosted Ghost instance. - Source: dev.to / about 1 month ago
  • Indie Hacking with Open Source Tools: Innovating on a Budget
    Modern publishing tools like Ghost accommodate sleek content presentation. - Source: dev.to / 3 months ago
  • Indie Hacking Success Stories with Open Source Licenses
    Ghost: This open source blogging platform, available at Ghost, was kickstarted by a simple yet powerful idea—empowering writers with an elegant, customizable tool. The project’s MIT licensing has fostered a thriving community that collaborates to push the platform forward. Ghost’s journey demonstrates that when developers and users work together, innovation thrives. - Source: dev.to / 3 months ago
  • Learning in public
    The other big option is to post blogs or notes. It's pretty simple to start a blog right here on Dev.to, or on Hashnode, two blogging platforms specifically for coding. There's also a great community platform on Codedex.io where you can write blog posts, although you do need to complete a few lessons to "unlock" the community features. In these cases, there's already an audience and community on the site, so it's... - Source: dev.to / 4 months ago
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What are some alternatives?

When comparing Pandas and Ghost, you can also consider the following products

NumPy - NumPy is the fundamental package for scientific computing with Python

WordPress - WordPress is web software you can use to create a beautiful website or blog. We like to say that WordPress is both free and priceless at the same time.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Medium - Welcome to Medium, a place to read, write, and interact with the stories that matter most to you.

OpenCV - OpenCV is the world's biggest computer vision library

Drupal - Drupal - the leading open-source CMS for ambitious digital experiences that reach your audience across multiple channels. Because we all have different needs, Drupal allows you to create a unique space in a world of cookie-cutter solutions.

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