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Pandas VS Softr

Compare Pandas VS Softr 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.

Softr logo Softr

From zero to a website in 5 mins, using building blocks.
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Softr Landing page
    Landing page //
    2023-09-08

Pandas

Website
pandas.pydata.org
Pricing URL
-
$ Details
Release Date
-
Edit details

Softr

Website
softr.io
Pricing URL
Official Softr Pricing
$ Details
freemium
Release Date
2019 January
Startup details
Country
Germany
State
Berlin
City
Berlin
Founder(s)
Artur Mkrtchyan
Employees
1 - 9
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.

Softr features and specs

  • Ease of Use
    Softr is known for its user-friendly interface, making it accessible even for those without technical expertise. The drag-and-drop editor simplifies the process of building web applications.
  • Rapid Development
    With pre-built templates and blocks, Softr allows for quick development of apps and websites, significantly reducing the time to market.
  • No-Code Platform
    The platform enables the creation of applications without writing any code, which is ideal for entrepreneurs, small businesses, and non-developers.
  • Integration Capabilities
    Softr offers integrations with popular tools like Airtable, Google Sheets, and Zapier, allowing users to seamlessly connect their existing workflows and data.
  • Affordability
    Compared to hiring a developer or using more complex platforms, Softr provides a cost-effective solution for building web applications.
  • Responsive Design
    Applications built with Softr are automatically responsive, ensuring a good user experience across different devices and screen sizes.

Possible disadvantages of Softr

  • Limited Customization
    While the no-code aspect is a significant advantage, it can also be a limitation. Users may find it difficult to implement highly customized features or unique functionalities without coding.
  • Performance
    As with many no-code platforms, there can be performance trade-offs, especially with complex applications or large datasets.
  • Scalability
    For more complex applications, scalability can become an issue. Businesses may need to switch to more robust solutions as their application grows.
  • Vendor Lock-In
    Relying on Softr means you are dependent on the platform for updates, support, and uptime. Migrating to another service can be challenging.
  • Learning Curve for Advanced Features
    While basic features are easy to use, there can be a learning curve when trying to utilize more advanced functionalities or integrations.

Pandas videos

+ Add

Ozzy Man Reviews: Pandas

More videos:

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

Softr videos

+ Add

Adalo vs Softr | App builder review

Category Popularity

0-100% (relative to Pandas and Softr)

Pandas

Softr

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
No Code
0 0%
No Code
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Website Builder
0 0%
Website Builder
100% 100

User comments

Share your experience with using Pandas and Softr. 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 Softr

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

Softr Reviews

13 Best Website Builders for Creators and Social Entrepreneurs(2023)
By streamlining the traditionally time-consuming and costly website development process, Softr is championing the rise of no-code web development and unlocking limitless possibilities for individuals and businesses alike.
Source: causeartist.com

Social recommendations and mentions

Based on our record, Pandas should be more popular than Softr. It has been mentiond 219 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.

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 / 14 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 / 30 days 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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Softr mentions (37)

  • Best Scalable No-code Web Builder?
    Web Apps: - Start with Glideapps.com or softr.io - if you get comfortable and still like to build web apps learn bubble.io or weweb.io or flutterflow.com. Source: over 1 year ago
  • i am dumb
    Hey, My recommendation: - If you don't have previous knowledge start with one of the tools with a lower learning curve glideapps.com or softr.io - If you build a few apps with those, then I would start to learn one of the tools with a steeper learning curve like bubble.io , toddle.dev, flutterflow.com - Every week I talk with a successful No-Code Maker, maybe it can inspire you :) www.nocode-exits.com. Source: over 1 year ago
  • Cheap/free basic mobile app maker?
    You should try softr.io They have an amazing free plan. Source: over 1 year ago
  • 6 AI tools that feels illegal to know🤖
    Softr.io empowers you to create full-stack apps without breaking a sweat. Turn your Airtable, Google Sheets, or SmartSuite into client portals and internal tools. No code required Its AI-driven development approach opens doors for non-developers to become app creators. Explore the magic of turning your ideas into functional applications. - Source: dev.to / over 1 year ago
  • 15 tools to help you build your landing page (even if you can't code)
    Softr.io = You get access to pre-built templates that you can edit any time. It comes with a generous free plan including free custom domain hosting. Source: over 1 year ago
View more

What are some alternatives?

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

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

Bubble.io - Building tech is slow and expensive. Bubble is the most powerful no-code platform for creating digital products.

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

Webflow - Build dynamic, responsive websites in your browser. Launch with a click. Or export your squeaky-clean code to host wherever you'd like. Discover the professional website builder made for designers.

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

Carrd - Simple, responsive one-page site creator.

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