--- title: pandas python Reviews meta\_title: 'pandas python Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 100 reviews by the users' company size, role or industry to find out how pandas python works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 100 scale: '5' date\_modified: '2026-08-09' parent\_category: name: Development url: https://www.g2.com/categories/development --- ### pandas python Pros and Cons: Top Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users value the **ease of data management** in pandas, simplifying analysis and visualization tasks daily. [(2 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425390&qs=pros-and-cons#reviews) Users find **pandas easy to use** , benefiting from intuitive syntax and seamless integration for data analysis tasks. [(2 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425385&qs=pros-and-cons#reviews) Users appreciate the **easy integrations** of pandas, making it essential for seamless data analysis and visualization tasks. [(2 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425416&qs=pros-and-cons#reviews) Users appreciate the **coding efficiency** of pandas, finding its syntax easy and integration with structured data seamless. [(1 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2490613&qs=pros-and-cons#reviews) Users appreciate the **high design quality** of pandas Python, enabling effective usability and visualization of data sets. [(1 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=1966048&qs=pros-and-cons#reviews) Users experience **performance issues** with pandas, noting slow operation and high memory consumption on large datasets. [(2 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425396&qs=pros-and-cons#reviews) Users find the **complex installation** of pandas Python to be time-consuming and challenging to implement effectively. [(1 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2490621&qs=pros-and-cons#reviews) Users often find the **difficulty** in handling large datasets and the steep learning curve frustrating. [(1 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425423&qs=pros-and-cons#reviews) Users often face **integration issues** with pandas, especially when attempting to connect it efficiently to various data sources. [(1 mentions)](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425383&qs=pros-and-cons#reviews) ### Top Pros or Advantages of pandas python ##### 1. Data Management Users value the **ease of data management** in pandas, simplifying analysis and visualization tasks daily. [ See 2 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425390&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you like about pandas python? It has helped me a lot with data analysis and visualization. The syntax is easy to use and very coding-friendly, and it’s also straightforward to impl ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you like about pandas python? What I like best about pandas is how intuitive and powerful it makes data manipulation. Its DataFrame structure feels natural to work with, almost lik ##### 2. Ease of Use Users find **pandas easy to use** , benefiting from intuitive syntax and seamless integration for data analysis tasks. [ See 2 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425385&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you like about pandas python? It has helped me a lot with data analysis and visualization. The syntax is easy to use and very coding-friendly, and it’s also straightforward to impl ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you like about pandas python? What I like best about pandas is how intuitive and powerful it makes data manipulation. Its DataFrame structure feels natural to work with, almost lik ##### 3. Easy Integrations Users appreciate the **easy integrations** of pandas, making it essential for seamless data analysis and visualization tasks. [ See 2 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425416&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you like about pandas python? It has helped me a lot with data analysis and visualization. The syntax is easy to use and very coding-friendly, and it’s also straightforward to impl ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you like about pandas python? What I like best about pandas is how intuitive and powerful it makes data manipulation. Its DataFrame structure feels natural to work with, almost lik ##### 4. Coding Efficiency Users appreciate the **coding efficiency** of pandas, finding its syntax easy and integration with structured data seamless. [ See 1 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2490613&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you like about pandas python? It has helped me a lot with data analysis and visualization. The syntax is easy to use and very coding-friendly, and it’s also straightforward to impl ##### 5. Design Quality Users appreciate the **high design quality** of pandas Python, enabling effective usability and visualization of data sets. [ See 1 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=1966048&qs=pros-and-cons#reviews) See Related User Reviews ![Shaik Aleem Ur R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shaik Aleem Ur R.") SR Shaik Aleem Ur R. Enterprise (\> 1000 emp.) 5.0/5 "Reviewing Panda python as user and integration" What do you like about pandas python? Usability and Graphical representation of various data sets ### Top Cons or Disadvantages of pandas python ##### 1. Performance Issues Users experience **performance issues** with pandas, noting slow operation and high memory consumption on large datasets. [ See 2 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425396&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you dislike about pandas python? It’s a heavy library to implement, and it takes time. ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you dislike about pandas python? One of my main frustrations with pandas is that it tends to become slow and consume a lot of memory when handling very large datasets, as it loads all ##### 2. Complex Installation Users find the **complex installation** of pandas Python to be time-consuming and challenging to implement effectively. [ See 1 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2490621&qs=pros-and-cons#reviews) See Related User Reviews ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Enterprise (\> 1000 emp.) 5.0/5 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" What do you dislike about pandas python? It’s a heavy library to implement, and it takes time. ##### 3. Difficulty Users often find the **difficulty** in handling large datasets and the steep learning curve frustrating. [ See 1 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425423&qs=pros-and-cons#reviews) See Related User Reviews ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you dislike about pandas python? One of my main frustrations with pandas is that it tends to become slow and consume a lot of memory when handling very large datasets, as it loads all ##### 4. Integration Issues Users often face **integration issues** with pandas, especially when attempting to connect it efficiently to various data sources. [ See 1 mentions ](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425383&qs=pros-and-cons#reviews) See Related User Reviews ![Sergio P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sergio P.") SP Sergio P. Enterprise (\> 1000 emp.) 5.0/5 "Intuitive and Powerful Data Manipulation for Every Analyst" What do you dislike about pandas python? One of my main frustrations with pandas is that it tends to become slow and consume a lot of memory when handling very large datasets, as it loads all ## Top-Rated Alternatives [ ![python xlrd](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_625cff01357c880e03781181b202629b/python-xlrd.jpg "python xlrd") python xlrd 4.1/5(21) ](https://www.g2.com/products/python-xlrd/reviews) [ ![Flutter](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c23124a2abf71984926a5b237255c74f/flutter.png "Flutter") Flutter 4.6/5(72) ](https://www.g2.com/products/flutter/reviews) [ ![DevExpress](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a57b152e38712ef08473c51e9cce49c8/devexpress.png "DevExpress") DevExpress 4.8/5(116) ](https://www.g2.com/products/devexpress/reviews) [ View All Alternatives ](https://www.g2.com/products/pandas-python/competitors/alternatives) ![Areeb A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Areeb A.") AA Areeb A. Data Scientist Enterprise (\> 1000 emp.) 2/22/2026 "Easy, Coding-Friendly Data Analysis & Visualization for Everyday Projects" 5/5 What do you like best about pandas python? It has helped me a lot with data analysis and visualization. The syntax is easy to use and very coding-friendly, and it’s also straightforward to implement. I use it in almost every project, nearly every day. It’s especially easy to integrate when working with structured data. Review collected by and hosted on G2.com. What do you dislike about pandas python? It’s a heavy library to implement, and it takes time. Review collected by and hosted on G2.com. What problems is pandas python solving and how is that benefiting you? Pandas has helped a lot with understanding my data, as well as visualizing and preprocessing it before I use it in an ML model. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ## Work at pandas python? 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