Software Alternatives, Accelerators & Startups

Pandas VS Linode

Compare Pandas VS Linode and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Pandas logo Pandas

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

Linode logo Linode

We make it simple to develop, deploy, and scale cloud infrastructure at the best price-to-performance ratio in the market.
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Linode Landing page
    Landing page //
    2023-06-06

See if Linode works for you with $100 in credit

Linode accelerates innovation by making cloud computing simple, accessible, and affordable to all. Founded in 2003, Linode helped pioneer the cloud computing industry and is today the largest independent open cloud provider in the world. Headquartered in Philadelphia's Old City, the company empowers more than a million developers, startups, and businesses across its global network of 11 data centers.

Linode

Website
linode.com
$ Details
paid Free Trial $5.0 / Monthly (1 Core, 1GB, 25GB SSD, 1TB of Outbound Transfer)
Platforms
Cloud
Release Date
2003 January

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.

Linode features and specs

  • Easy to Set-up and use
    Create a Linode VPS in less than a minute
  • Clean UI
    Easy to navigate and use Cloud Manager
  • Customer Service
    No-tiered, 100% free technical support to all customers
  • Free Trial
    7 day, money back guarantee
  • Headquarters
    Philadelphia, PA
  • Global Cloud
    11 data centers around the world

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

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

Linode videos

Linode Review : Speed, Pricing & First Hand Experience!

More videos:

  • Tutorial - How to Create your Very Own Linux Cloud Instance on Linode
  • Review - Amazon-AWS or Google-GCP vs regular VPS (Linode, Digital Ocean, VULTR) for your WordPress web server
  • Review - Linode - The Fastest Cloud Computing Provider
  • Review - Linode Getting Started Guide | Linode Cloud Manager Walkthrough
  • Review - Is Amazon Web Services Really Worth It? | AWS, GCP, Azure, Vultr, Digital Ocean, & Linode Compared
  • Review - LINODE ! DON'T USE LINODE Before Watch THIS VIDEO! Web Hosting Review
  • Review - Linode, Explained

Category Popularity

0-100% (relative to Pandas and Linode)
Data Science And Machine Learning
Cloud Computing
0 0%
100% 100
Data Science Tools
100 100%
0% 0
VPS
0 0%
100% 100

User comments

Share your experience with using Pandas and Linode. For example, how are they different and which one is better?
Log in or Post with

Reviews

These are some of the external sources and on-site user reviews we've used to compare Pandas and Linode

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

Linode Reviews

8 Best Free VPS Trials In 2024 [No Credit Card Required]
Linode provides a 60 day free VPS trial with a $100 Credit. You can use this credit for all features whatever you want. But make sure that you have to pay extra charges if you exceed your limit.
10+ Best Free 60 Day Trial Web Hosting [No Credit Card Required]
Linode also provides free website migration for some specific period of time. Technically Linode is best about technical specifications. If you are techy then we recommend you to read technical specifications on the Linodes website.
Top 50 Cheapest Cloud Services Providers | Affordable Cloud Hosting
Our infrastructure-as-a-service platform is supported by our Next Generation Network, advanced APIs, comprehensive services, and a vast library of educational resources and is deployed across 11 global markets from our data centers around the world. Linode’s products, services, and people make it easier and more cost-effective for developers and businesses to build, deploy,...
Best Vultr Alternatives and Competitor Cloud Services of 2022
Do you prefer to have a command line or terminal access to your virtual machine? If so, Linode would be an excellent option for you. Their plans are also similar to Vultr with the almost same configuration. Linode offers a simple CLI feature to manage your cloud instance using shell commands.
Top 10+ Alternatives to DigitalOcean
24/7/365 Customer Support — Linode owns a highly trained customer support team to facilitate the customers. Customers can contact anytime to get the help and support of well-trained staff at Linode. Linode believes in success through customer satisfaction. That is why it provides free support 24/7 without any delay in response.

Social recommendations and mentions

Based on our record, Pandas should be more popular than Linode. 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 / 7 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 / 23 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 / 26 days 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 / 8 months ago
View more

Linode mentions (24)

  • What is the cheapest VPS Hosting?
    I have an 11 GB VPS with Windows on it, and it’s running perfectly. I 100% recommend this hosting, because of it’s pricing and support. I give $8.25 a month for an 11 GB VPS. Which would cost up to $55 a month on popular hosting providers like, Linode, Vultr, and Digital Ocean. Source: almost 3 years ago
  • question for any linode users
    Anyone that hosts a server using the cloud provider linode.com Do you encounter any limits regarding the CPU speed? Source: almost 3 years ago
  • Linux OS
    One of my best recommendations is to spin up a linux server in the cloud, you can do it for free for a few months from linode.com for example. Setting up an online server for a game you like playing can also be a rewarding learning experience for networking and Linux in general. Source: about 3 years ago
  • A2, Krystal, 20i, Brixly or Mechanicsweb. Best one for resellers?
    Then you can buy a VPS from linode.com, katapult.io, contabo.com or hetzner.cloud, I'd recommend a 4gb VPS, and in order to run, it has to be over 2gb. For the OS, choose AlmaLinux or a supported version of CentOS. Source: about 3 years ago
  • An 'unlimited' web host has been deleting my files without any notice or warning..
    Use VPS, don't use shared web hosting when you generate content as it tends to use lots of resources like RAM, CPU %, and storage. I'd recommend hetzner.com, contabo.com, or linode.com. Source: about 3 years ago
View more

What are some alternatives?

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

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

DigitalOcean - Simplifying cloud hosting. Deploy an SSD cloud server in 55 seconds.

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

Amazon AWS - Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.

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

Vultr - VULTR Global Cloud Hosting - Brilliantly Fast SSD VPS Cloud Servers. 100% KVM Virtualization