Software Alternatives, Accelerators & Startups

Pandas VS Microlink

Compare Pandas VS Microlink 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.

Microlink logo Microlink

Extract structured data from any website
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Microlink Landing page
    Landing page //
    2023-09-24

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.

Microlink features and specs

  • Ease of Implementation
    Microlink provides a straightforward API that is easy to integrate into various applications, enabling users to quickly extract web data.
  • Customizability
    The platform allows users to tailor the extraction process to their specific needs, including modifying data extraction settings and using custom rules.
  • Performance
    Microlink's infrastructure is built for handling large-scale requests efficiently, providing fast data retrieval from various sources.
  • Versatile Data Extraction
    It supports a wide array of data extraction use cases, such as scraping metadata, articles, and other web page elements from different websites.
  • Support & Documentation
    The service offers comprehensive documentation and reliable customer support to help users effectively utilize the platform.

Possible disadvantages of Microlink

  • Pricing Structure
    For smaller projects or individual use, the cost might be prohibitive, as Microlink generally targets larger-scale operations that require frequent data extraction.
  • Limited Free Tier
    The free tier of the service has limitations in terms of the number of requests, which may not be sufficient for users with substantial data needs.
  • Potential Overhead
    Depending on the project's complexity, there might be additional overhead in setting up API requests and handling data management post-extraction.
  • Reliance on Web Stability
    Like any web scraping service, its effectiveness can be impacted by changes in the target websites' structures or anti-scraping measures.

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

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

Microlink videos

Update: Microlink Extensions on NATURAL HAIR | HONEST REVIEW!

More videos:

  • Review - FIRST TIME GETTING MICROLINKS (EXTENSIONS) + REVIEW: ARE THEY WORTH THE PRICE!?

Category Popularity

0-100% (relative to Pandas and Microlink)
Data Science And Machine Learning
Web Scraping
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Automation
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 Pandas and Microlink

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

Microlink Reviews

We have no reviews of Microlink yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Pandas seems to be a lot more popular than Microlink. While we know about 219 links to Pandas, we've tracked only 5 mentions of Microlink. 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 / 26 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
View more

Microlink mentions (5)

  • This weird IFRAME thing wasted my 2 days (and counting...)
    It's a very basic idea. Few days back, I got to know about this tool named 'microlink' which is a free Browser-as-API sdk. One of its feature was that you provide it a url and it will give you a screenshot of that particular page. - Source: dev.to / 10 months ago
  • Newpipe/yt-dlp stops working
    How do the multiple startups that import YouTube video into their platform work - one's that need the video/audio files? There seems to be a lot of webapps supporting this but I always wondered if they have a goto API for doing this. I myself have used microlink at some points for automated video source extraction. https://microlink.io. - Source: Hacker News / 11 months ago
  • Creating a serverless function to scrape web pages metadata
    Metascraper is baked by Microlink, which uses it internally in its browser automation product. - Source: dev.to / almost 4 years ago
  • Show HN: Till – Unblock and scale your web scrapers, with minimal code changes
    These guys bypass cloudflare https://microlink.io it's open source but it's just more convenient to pay and forget about it. - Source: Hacker News / almost 4 years ago
  • Free for dev - list of software (SaaS, PaaS, IaaS, etc.)
    Microlink.io – It turns any website into data such as metatags normalization, beauty link previews, scraping capabilities or screenshots as a service. 250 reqs/day every day free. - Source: dev.to / almost 4 years ago

What are some alternatives?

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

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

BrowserCat - Easy, fast, and reliable browser automation and headless browser APIs. The web is messy, but your code shouldn't be.

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

Apify - Apify is a web scraping and automation platform that can turn any website into an API.

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

Scrapy - Scrapy | A Fast and Powerful Scraping and Web Crawling Framework