--- title: pandas python Reviews meta_title: 'pandas python Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 99 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: 99 scale: '5' date_modified: '2026-10-17' parent_category: name: Development url: https://www.g2.com/categories/development ---

pandas python Reviews & Product Details

Value at a Glance

Averages based on real user reviews.

Perceived Cost

$$$$$

User Insights

Average based on 99 real user reviews.

Perceived Cost

$$$$$

pandas python Reviews (99)

View 2 Video Reviews
Reviews

pandas python Reviews (99)

View 2 Video Reviews
4.6
99 reviews

What do users say?

Generated using AI from real user reviews
Users consistently praise the ease of use and powerful data manipulation capabilities of pandas, highlighting its intuitive DataFrame structure that simplifies complex tasks. Many appreciate how it allows for quick data analysis and integration with other Python libraries, although some note that it can struggle with large datasets, leading to performance issues.

Pros & Cons

Generated from real user reviews
View All Pros and Cons
Search reviews
Filter Reviews
Clear Results
G2 reviews are authentic and verified.
Joao V.
JV
Joao V.
trainee RPA
Small-Business (50 or fewer emp.)
"pandas review"
5/5
What do you like best about pandas python?

the way that pandas work with datas, and organize them Review collected by and hosted on G2.com.

What do you dislike about pandas python?

I dislike the way that you need put on python script Review collected by and hosted on G2.com.

Verified User in Commercial Real Estate
UC
Verified User in Commercial Real Estate
Enterprise (> 1000 emp.)
"Standard scientific computing package"
5/5
What do you like best about pandas python?

It makes it easy to work with large datasets. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

The pandas package is a different ecosystem from vanilla Python. It takes some investment to learn and make full use of it. Review collected by and hosted on G2.com.

Eduardo Javier  C.
EC
Eduardo Javier C.
C
Mid-Market (51-1000 emp.)
"Amazing way to structure data"
5/5
What do you like best about pandas python?

I found an easy way to manage my data, just writing few lines of code. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

I don't like the way how I can develop graphs, should be more attractive like seaborn. Review collected by and hosted on G2.com.

Verified User in Program Development
IP
Verified User in Program Development
Small-Business (50 or fewer emp.)
"The best of pandas"
5/5
What do you like best about pandas python?

Efficiently handles large data and makes data flexible and customizable Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Poor 3D matrix compatibility and sometimes the use of iloc and loc Review collected by and hosted on G2.com.

Verified User in Banking
CB
Verified User in Banking
Enterprise (> 1000 emp.)
"Pandas"
4/5
What do you like best about pandas python?

For doing mathematical operations

Analysis purpose Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Lack of more inbuilt functions.

Better documentation in detai Review collected by and hosted on G2.com.

Charles P.
CP
Charles P.
Small-Business (50 or fewer emp.)
"Add graphic and statistical data for any Python program"
4.5/5
What do you like best about pandas python?

Python panda provides instant visual data for your programming results and complex methods. Big data and customer database predictions help keep you one step ahead using customizable analytics and statistical modeling. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Difficult to implement at first, although there are lots of resources online with past project examples and forum answers. Data can develop into complex feedback unless careful. The method integration could be better and some of the documentation is lacking. Review collected by and hosted on G2.com.

BP
Bpagadala P.
Small-Business (50 or fewer emp.)
"Its ease of integration with the rest of my applications created in python is very practical"
4/5
What do you like best about pandas python?

Its ease of installation and integration with the rest of my applications created in python is something quite useful and practical, the fact that it allows me to perform data analysis in a much simpler, more precise and secure way is something that ultimately gives it a great plus to my developments, the fact that it supports a multiple number of files and files is something of great utility when I have the data in different file formats, so since it does not have exclusive use of a single format the data entry can be much more comprehensive, its ease of use and implementation is so simple that even people who are not experts in data analysis can perform this type of task without any problem, the precision of the results is something really surprising and in fact allow making valuable decisions within the company. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Its learning curve can be a bit slow at first, but nevertheless after you get used to using the application you realize that everything is really simple, easy and fast, sometimes it would get stuck, although I'm not sure if it was because of the application itself or because of my processor. Review collected by and hosted on G2.com.

Chloe' H.
CH
Chloe' H.
Graduate Research Assistant
Small-Business (50 or fewer emp.)
"Definitely a learning curve, but worth it if time"
4/5
What do you like best about pandas python?

This programming language has a learning curve for sure, but I really like that once you learn it, it’s pretty easy to remember. Pandas has a pretty simple language to write and code, but just like any other programming, you have to be careful about your language to get it to work properly. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

I dislike that it is hard to save my programming to a flash drive. I know it saves on the internet but I do like a backup. Review collected by and hosted on G2.com.

Verified User in Information Technology and Services
II
Verified User in Information Technology and Services
Mid-Market (51-1000 emp.)
"Powerful python package for data analysis"
4.5/5
What do you like best about pandas python?

Pandas is very useful and easy to use. It gives very high-performance. It is very easy to install and setup. We can read various kinds of files using it like ssv, xls, etc. It makes Data analysis very easy and we can play around with the data set to grasp maximum knowledge from it by its various useful functions and features. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Pandas python is one of the best tools but sometimes it took very long time for large datasets Review collected by and hosted on G2.com.

Mehmed Buğrahan D.
MD
Mehmed Buğrahan D.
Machine Learning Engineer
Small-Business (50 or fewer emp.)
"Easy to use data import and analyzing tool"
3.5/5
What do you like best about pandas python?

Pandas is a great tool to visualize, import and analyze the data in many formats. Its support for different file formats and its self-explanatory commands makes it user-friendly even for an inexperienced user. Conversions from pandas dataframe to numpy arrays is also another great feature of Pandas since not all other python libraries have Pandas support. They have a really rich and useful documentation page. Its user base is huge compared to other similar libraries. Meaning you can find answer to your many questions. Review collected by and hosted on G2.com.

What do you dislike about pandas python?

Pandas isn't great at memory handling. It imports all of the files even if you need just couple of rows from a file. It also doesn't support multiprocessing and its functions only runs on CPU, not GPU. Another thing that I don't like about Pandas is that its error messages. For instance, KeyError when it can't find the specified column in the dataframe. These kinds of errors must provide human-friendly errors instead of robotic messages like 'KeyError 'some_column'. Review collected by and hosted on G2.com.

Questions about pandas python? Ask real users or explore answers from the community

Get practical answers, real workflows, and honest pros and cons from the G2 community or share your insights.

GU
Guest User
•
Last activity over 1 year ago

What is pandas python used for?

0 Upvotes
1
Join the conversation
GU
Guest User
•
Last activity 4 months ago

What is your experience with pandas for data analysis, and what features do you find most useful?

Pricing

Pricing details for this product isn’t currently available. Visit the vendor’s website to learn more.

pandas python Comparisons
pandas python Features
Language Contingency
Component Library
Unlocked Components
Framework Integration
Repository Management
Support