Software Alternatives, Accelerators & Startups

BigCommerce VS Pandas

Compare BigCommerce VS Pandas and see what are their differences

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BigCommerce logo BigCommerce

BigCommerce provides ecommerce software solutions and shopping cart software for online businesses. Try it free and start selling your products online today!

Pandas logo Pandas

Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.
  • BigCommerce Landing page
    Landing page //
    2022-10-21
  • Pandas Landing page
    Landing page //
    2023-05-12

BigCommerce features and specs

  • Scalability
    BigCommerce is built to handle large volumes of sales and high traffic, making it an excellent choice for growing businesses.
  • SEO Features
    BigCommerce offers a wide range of built-in SEO tools that help improve your store's visibility on search engines.
  • Integration Capabilities
    The platform supports a variety of third-party integrations, including popular tools like Google Shopping, eBay, and Amazon.
  • Customizable Templates
    BigCommerce provides a variety of responsive and customizable templates to create a unique online store.
  • No Transaction Fees
    BigCommerce does not charge any transaction fees on any of its plans, allowing you to maximize your profit margins.
  • Security Features
    The platform comes with built-in security features such as SSL certification and PCI compliance, ensuring a safe shopping experience.

Possible disadvantages of BigCommerce

  • Pricing
    BigCommerce’s pricing plans can be expensive, especially for new or small businesses.
  • Complexity
    The extensive features and customization options may be overwhelming for beginners or those with limited technical skills.
  • Support Limitations
    Some users report delays and mixed effectiveness in customer support, particularly for more technical issues.
  • Customizations Require Coding
    Advanced customizations often require knowledge of HTML, CSS, or JavaScript, which can necessitate hiring a developer.
  • Sales Thresholds
    BigCommerce imposes sales thresholds on each plan, requiring you to upgrade to a higher plan if you exceed the limit, which can increase costs.
  • Limited Free Themes
    The selection of free themes is somewhat limited, which may require an additional investment into premium themes for a more tailored look.

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.

Analysis of BigCommerce

Overall verdict

  • BigCommerce is a strong option for an e-commerce platform, particularly for growing businesses that require scalability and a wide array of features. Its comprehensive toolset makes it a valuable choice for those looking to expand and optimize their online sales efforts.

Why this product is good

  • BigCommerce is a robust e-commerce platform known for its scalability and extensive features, making it suitable for businesses of all sizes.
  • It offers a variety of built-in tools for SEO, marketing, and analytics, helping businesses enhance their online visibility and sales performance.
  • The platform supports multi-channel selling, allowing users to expand their reach by selling on platforms like Amazon, eBay, and social media.
  • It provides a high level of customization with its flexible API, allowing developers to build custom solutions tailored to specific business needs.

Recommended for

  • Medium to large businesses looking for a scalable solution with extensive e-commerce features.
  • Businesses seeking to integrate multiple sales channels to maximize reach and sales.
  • Stores that want advanced SEO and marketing tools directly built into the platform.
  • Companies that need a customizable platform with API capabilities to tailor the system to their needs.

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.

BigCommerce videos

BigCommerce Ecommerce Review

More videos:

  • Review - Shopify Vs Bigcommerce Unbiased Pros And Cons Review 2020
  • Review - BigCommerce Review, DETAILED Walkthrough, See Features & Options
  • Review - BigCommerce Review – Pros And Cons (What You Must Know Before You Join)
  • Review - 5 reasons you should choose BigCommerce over Shopify
  • Review - Bigcommerce Review - The Best Shopify Alternative?
  • Review - Shopify vs Bigcommerce: Which is Better? (2023)
  • Tutorial - BigCommerce Tutorial 2023 (Make an eCommerce Store The Easy Way)

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

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

Category Popularity

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

BigCommerce Reviews

Top 5 Headless Ecommerce Platform For B2B Business (2024 Reviews)
Renowned for its enterprise-level functionality and extensive integrations, BigCommerce boasts an open API architecture. Its intuitive interface and real-time store sales metrics on the Home screen make it easy for merchants to manage their ecommerce store. The side menu facilitates smooth navigation through the backend of the headless commerce site, granting access to core...
Top 10 Shopify Alternatives for Ecommerce in 2024
BigCommerce stands out for its robust features that support scalability. If you're planning to grow your business, BigCommerce offers multi-channel selling and advanced SEO capabilities that can help you reach more customers without the need to switch platforms later. It's designed for businesses of all sizes that are serious about expansion.
Source: www.attrac.io
Shopify Self-Hosted Alternatives for Your E-Commerce Success
BigCommerce is an all-in-one e-commerce platform that simplifies the process of setting up and running an online store. Its user-friendly interface and customizable options allow businesses to create unique and visually appealing online storefronts.
Source: cyberpanel.net
Best eCommerce Platform for Auto Parts
Bigcommerce is similar to Shopify in almost every aspect, but it has a lower value in the market. Still, it is a popular choice for those looking for a reliable auto parts ecommerce platform. We can easily customize the auto parts ecommerce website with its drag-and-drop features and many themes. The data migration is costly, similar to Shopify, as it is a proprietary SaaS...
Source: www.ayatas.com
10 Best Website Builders for Companies in 2023
BigCommerce is an e-commerce website builder that helps individuals and businesses create an online store to sell their products and services. It provides a user-friendly interface, templates, and design options for users to customize their store. BigCommerce also offers hosting and maintenance services, as well as payment and shipping options, to make it easy for users to...

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

Social recommendations and mentions

Based on our record, Pandas seems to be a lot more popular than BigCommerce. While we know about 219 links to Pandas, we've tracked only 4 mentions of BigCommerce. 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.

BigCommerce mentions (4)

  • Pre ordered the Premium edition of armored Core 6
    It's their payment processing, the inspect browser tool pulls up a bad connection with their payment system (bigcommerce.com). It's some amateur hour shenanigans. Source: about 2 years ago
  • Possible scam
    Looks nothing like bigcommerce.com IMHO. Crappy graphics, site looks like it was put together by a 5 year old child. Source: over 3 years ago
  • What's Your Preferred Platform?
    But there are many alternatives I saw some people selling nice on ecwid.com as well and bigcommerce.com have more specific B2B options. Source: about 4 years ago
  • MACHathon 2021: Building the BigCommerce Weather Alert Merchandising Tool
    BigCommerce: A powerful, open SaaS platform to house product data, images, price data and deliver it to Vercel’s Next.JS framework via the Catalog APIs. - Source: dev.to / about 4 years ago

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 / 29 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 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 / 9 months ago
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What are some alternatives?

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

Shopify - Shopify is a powerful ecommerce platform that includes everything you need to create an online store and sell online. Try it free for 14 days.

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

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

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

Magento - Magento is the eCommerce software and platform trusted by the world's leading brands. Grow your online business with Magento.

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