Software Alternatives, Accelerators & Startups

Pandas VS Vue Storefront

Compare Pandas VS Vue Storefront and see what are their differences

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Pandas logo Pandas

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

Vue Storefront logo Vue Storefront

Open Source PWA for any eCommerce
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Vue Storefront Landing page
    Landing page //
    2023-08-28

Vue Storefront is a mobile-first eCommerce Platform that helps with building an engaging user-experience across all devices and improving UX without making any changes to the backend. We wanted to improve the shopping experience by making the storefront ultra fast, impervious to traffic overloads and off-line ready.

Vue Storefront uses Progressive web apps which have excellent performance, both on the desktop and mobile devices, thanks to this, any eCommerce can build one webpage and use it as a mobile app, desktop webpage, and mobile webpage. From all the PWA case studies we’ve seen, the average conversion rate increase for mobile users was 36%.

It can be easily integrated with all major eCommerce backends: Magento, Shopify Plus, SAP Hybris, ORACLE Commerce, Salesforce Commerce Cloud, BigCommerce and WooCommerce.

Vue Storefront is the most popular Storefront Solution in Developers Community, with over 1000 Developers, 100+ Core Contributors and +30 Official Partners.

Vue Storefront

$ Details
Release Date
2017 January
Startup details
Country
Poland
State
Mazowieckie
City
Warsaw
Founder(s)
Bartłomiej Roszkowski
Employees
10 - 19

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.

Vue Storefront features and specs

  • Performance
    Vue Storefront is focused on providing a fast and performant front-end experience, reducing page load times and enhancing user experience.
  • Headless Architecture
    The headless architecture allows for seamless integration with various back-end platforms and CMS systems, providing greater flexibility and scalability.
  • Platform Agnostic
    Being platform-agnostic means it can work with any eCommerce backend, such as Magento, Shopify, and WooCommerce, making it highly versatile.
  • Progressive Web App (PWA)
    As a Progressive Web App, Vue Storefront combines the best of the web and mobile apps, offering offline capabilities and a native app-like experience.
  • Open Source
    It is an open-source project, which means that it benefits from contributions from the community and can be customized to fit specific needs.
  • Rich Ecosystem
    Vue Storefront has a rich ecosystem of extensions and integrations, allowing for a wide range of functionalities to be added on easily.
  • SEO-Friendly
    With server-side rendering (SSR) and meta tag management, Vue Storefront is designed to improve search engine optimization, driving more organic traffic.
  • Mobile-First
    The framework is designed with a mobile-first approach, ensuring that the shopping experience is optimized for mobile users.

Possible disadvantages of Vue Storefront

  • Complex Setup
    The initial setup and configuration of Vue Storefront can be complex and may require expertise in both Vue.js and the chosen backend platform.
  • Ongoing Maintenance
    As with any technology stack, maintaining and updating the system can be time-consuming and may require dedicated resources.
  • Community Support
    While Vue Storefront is open-source, the community support and available documentation may not always be as comprehensive as needed.
  • Learning Curve
    There is a learning curve associated with mastering Vue Storefront and its ecosystem, especially for those unfamiliar with Vue.js or headless CMS platforms.
  • Limited Backend Features
    Being a frontend-focused solution, it may lack some backend features out of the box, requiring additional development for certain functionalities.
  • Resource Intensive
    The platform can be resource-intensive, requiring robust server infrastructure to handle the demands of a high-traffic online store.

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

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

Vue Storefront videos

Vue Storefront Technical Webcast #1: Demo + The architecture

More videos:

  • Tutorial - Vue Storefront 01| Headless Magento Tutorial for Beginners (2019) | MageCafe
  • Demo - Vue Storefront - Open Source PWA eCommerce Solution Demo

Category Popularity

0-100% (relative to Pandas and Vue Storefront)
Data Science And Machine Learning
eCommerce
0 0%
100% 100
Data Science Tools
100 100%
0% 0
eCommerce Platform
0 0%
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 Pandas and Vue Storefront

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

Vue Storefront Reviews

We have no reviews of Vue Storefront yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Pandas seems to be a lot more popular than Vue Storefront. While we know about 219 links to Pandas, we've tracked only 6 mentions of Vue Storefront. 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 / 21 days 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 / about 1 month 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 / about 1 month 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 / 3 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 / 9 months ago
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Vue Storefront mentions (6)

  • Looking for a react starter for my wife's business
    Vue Storefront ironically just released React support and could be a great way solution to build off of — and it's totally backend agnostic. Source: about 2 years ago
  • Best 11 headless commerce platforms
    Vue Storefront differs from the other headless digital commerce solutions in that it’s written in vue.js and can be connected to any eCommerce platform. As an open-source frontend framework, it helps you curate customer experience, including PWA and offline functionalities. - Source: dev.to / over 2 years ago
  • Vue3/TS/Vite or NuxtJS for backend we use Golang
    Vue store front is also an option for e-commerce. https://vuestorefront.io. Source: over 2 years ago
  • 10 Best Jamstack-ready eCommerce Platforms
    Vue Storefront was built by Bartłomiej Roszkowski, Filip Rakowski, Patrick Friday in 2017. It's an open source frontend framework written in vue.js that can be connected to any eCommerce platform. - Source: dev.to / over 2 years ago
  • You want to change images five minutes before the demo?
    The project was to build a kid's clothing store. We were writing the backend in Node.JS to communicate in Magento and the frontend in Vue storefront. Turns out that the other team had been working on the backend only for the last month, and the frontend is basically the default storefront installation. There's a demo in three days, and the VC will be presenting the demo himself. He says, "I'll show them the... Source: almost 3 years ago
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What are some alternatives?

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

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

Saleor Commerce - The world’s fastest-growing open-source e-commerce platform

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

WooCommerce - A freely available eCommerce plugin that enables shop facilities on your WordPress website. Functionality enabling extensions & beautiful themes available.

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

Constant Contact - Constant Contact offers email marketing, social media marketing, online survey, event marketing, digital storefronts, and local deals tools.