6 Best Shopify Scrapers 2024: How to Scrape Store Data With Python

Published on: May 22, 2023
Last Updated: May 22, 2023

6 Best Shopify Scrapers 2024: How to Scrape Store Data With Python

Published on: May 22, 2023
Last Updated: May 22, 2023

In a hurry?
The best Shopify scraper in 2024, as found in our independent testing, is ScraperAPI!

The internet has turned the entire business landscape upside down. In today’s digital world, you no longer need to visit a website and spend hours hunting for your desired product.

With a few clicks, you can get anything you want in the comfort of your bedroom. 

Shopify is a household name in the eCommerce arena. It has been on the crest of a wave ever since its inception in 2006.

With online shopping getting more popular with each day passed, experts suggest that its popularity is bound to swell even more in the future. 

With millions of customers, Shopify has undoubtedly provided businessmen with an opportunity to make a mega fortune.

Reports suggest that there are over 5 million stores on Shopify, and the number is expected to spike in the future.

If you want to launch a Shopify brand, these statistics can leave you scratching your head.

Of course, the higher the market competition, the lower your chances are of finding success.

Especially novice entrepreneurs with less knowledge of their competitors and market trends struggle to find immediate success. This is where Shopify scrapers come in handy. 

Also known as web harvesting or data extraction, web scraping refers to the process of extracting content from a website or a web page.

Simply put, web scraping is a technique to gather information across the internet. 

The data is extracted with the help of a tool, which is called a web scraper. With a web scraper, you can efficiently collect large amounts of data from a website or web pages. 

There is no denying the importance of market information for businesses. And when it comes to online businesses, having market information is even more important.

With a Shopify scraper, you can get all the information you want and use it to your advantage.

The information could be of any product, its pricing, its performance, and other market analysis. 

Best Shopify Scrapers 2024

  1. ScraperAPI – 🏆 Winner!
  2. Oxylabs
  3. Bright Data
  4. Apify
  5. Diffbot
  6. Grepsr

1. ScraperAPI


Recommended Guide: ScraperAPI Review

With lots of cool features, ScraperAPI has staked its claim on the hearts of thousands of scraping experts.

It scrapes even complex websites at lightning-fast speed, making scraping websites a great experience for you. 

ScraperAPI also comes in the form of a desktop application, which is free to install. It allows you to gather data in multiple formats, such as HTML and CSV.

A user-friendly interface takes this ease a step further. If you still find anything hard to understand, there are plenty of free courses available on their website. 

👉 Get FREE Account

There are many reasons to love ScraperAPI, but the one that stands out the most is its excellent customer service. At ScraperAPI, your satisfaction is their top priority.

The company understands that scraping could be a difficult task at times. Beginners, especially, need guidance to learn scraping. 

If you do not know how to code and are worried that you may not be able to use ScraperAPI, the good news for you is that using ScraperAPI does not require any knowledge of coding. 

In addition, the point and click technique makes selecting data an absolute breeze.

This means that you won’t have to go through any kind of hassle while selecting data, no matter how large it is.

ScraperAPI offers multiple plans for your convenience. As a cherry on the cake, it keeps entertaining its users with discounts every now and then.

Of course, users are all for it. Its reasonable price and great features make ScraperAPI a great tool for scraping Shopify stores. 

2. Oxylabs

Oxylabs Web Scraper API

Recommended Guide: Oxylabs Review

Moving on to the next Shopify scraper on our list, we have Oxylabs.

Oxylabs is a widely used web scraper and it checks all the boxes and has become a go-to choice for thousands of scraping experts. 

The best thing about Oxylabs is that it is powerful and easy to operate at the same time.

👉 Get FREE Account

There are many powerful scrapers in the market, but using them requires experience and knowledge about programming.

At Oxylabs, you won’t be trading off the performance for ease of use as it does not have any unnecessary features. 

Oxylabs allows you to scrape any website you throw at it. As mentioned earlier, websites nowadays have a mechanism to halt scrapers.

However, Oxylabs comes with the latest technology and artificial intelligence to bypass them.

Even if a website or a Shopify store is Ajaxified, Oxylabs will not let you down.

You do not need any knowledge at all to operate Oxylabs. Convenience is high on the agenda with Oxylabs.

It even comes with special templates, such as Amazon, for your convenience. You can export data in plenty of file formats.

And the easy to use interface is an added bonus. Seriously, scraping was never this easy. 

Oxylabs also offers different packages so you can choose whichever suits you the most. It also offers a free trial that you can use to get an idea of how it works.

The standard plan starts at $99.

3. Bright Data

Bright Data Web Scraper IDE

Recommended Guide: Bright Data Review

Topping our list is the Bright Data Shopify scraper. Formerly known as Luminati Networks, Bright Data is a popular scraping tool.

It boasts dozens of ground-breaking features to help you collect the data you want to stay ahead of your competition. 

Although Bright Data is a relatively pricey tool, its amazing features mean that the cake is worth the candle.

Its interface is as simple as any interface could be, making it a good choice for beginners who are just learning to scrape websites.

👉 Get FREE Account

Whether you want to scrape a single web page or large datasets, Bright Data is up for the task.

It uses highly advanced features to make sure that you do not experience any slowdown while scraping. 

With Bright Data, you can scrape any website, even those laggy ones. It uses industry-leading technology to bypass any website’s blocks.

And yes, there is no limit to the number of websites you scrape. 

At Bright Data, scraping is an absolute cinch. Just choose the website you want to scrape, and select a frequency you want (real-time or scheduled.)

And yes, you get plenty of delivery formats to choose from, including JSON, CSV, HTML, and Microsoft Excel.

The scraped data could be then sent to your desired location, such as SFTP, API, Google Cloud, Microsoft Azure, and a few others. 

As for pricing, Bright Data is a bit pricier than most scrapers in the market, which could be a deal-breaker if you are low on your budget.

However, the features and easy to understand interface at Bright Data mean that you get full value for your money. 

4. Apify


With millions of users all over the world, Apify is one of the most recognizable names in the scrapers industry.

Apify has been around for quite some time and is among the pioneers of this industry.

It comes with all the features you need to quickly and efficiently scrape your desired data from any Shopify store. 

With its innovative features, you can rest assured that you will be able to access any web information you want.

It’s no secret that your scraper can get blocked from a website if it is not good enough. Well, that’s certainly not the case with Apify.

Tools at Apify can automate anything that needs to be done manually at a browser, thanks to amazing built-in features like auto-scaling.

It allows you to efficiently scrape thousands of web pages simultaneously without showing any lag. 

Apify can provide the information in any format you want, such as HTML, CSV, and others. To top it all off, it will even send the data to your database.

And if you feel that a certain feature is lacking, Apify can even make custom solutions designed meticulously for your business. 

Talking about its interface, the dashboard at Apify is next to user-friendly, making it a great choice for beginners.

If you are a developer, it can help you build your own tools. You can then use those tools for better market research. All these features make Apify a great Shopify scraper. 

As far as the pricing is concerned, Apify has kept the prices quite reasonable. It even offers a free version, which comes with its limits, of course.

It is an excellent option for anyone learning to scrape websites. You can sign up for free. All you need to do is just provide your credentials, and you are good to go!

On the other hand, if you are an advanced scraper who needs to scrape websites often, Apify offers three plans for you, i.e., personal, team, and enterprise.

The personal account costs $49, personal costs $499 per month, while the enterprise package refers to your customized solution.

And yes, you can avail a 10% discount if you opt for a yearly package. 

5. Diffbot


It goes without saying that your Shopify store is powered by data.

However, gathering the information online can consume a lot of your time, which you can use in doing something productive.

Of course, hiring employees for market research is not financially viable for most startups.

So, if you want to take your market research up a notch while not shelling out your money, Diffbot is a great choice for you. 

Diffbot is a web scraping robot that collects all the information from the web to give you a competitive edge over your competitors.

The term “robot” may make you think that it is difficult to operate. Well, you would be surprised to know that using it is an absolute piece of cake. 

Diffbot is designed in such a way that it automatically structures the extracted information into an always up to date database.

It uses state-of-the-art tools to fully automate the data gathering, so you do not have to waste your time on it. 

Diffbot enables you to search all over the web like a database.

And yes, like all other Shopify scrapers on our list, Diffbot also allows you to export your information into multiple formats.

It is quite efficient and is capable of scraping thousands of web pages at the same time. 

6. Grepsr


Grepsr is the last shopify scraper on our list. It comes with many unique features for a better scraping experience.

It was one of the first tools to introduce plug-ins for scraping. It is a mighty powerful tool that can scrape tons of data in a matter of seconds. 

Grepsr allows you to schedule your data extraction. At Grepsr, you get to decide when your data will be extracted.

It then allows you to convert the data into some other format of your choice. Once the data is extracted, you can send it to your email, Dropbox, or upload it to your server. 

Like most other scrapers on the list, Grepsr is also a paid tool.

The best part about Grepsr is that it offers a 7-day free trial, so the users gain deeper insight into the tool before paying a single penny. 

How to Scrape Shopify Store Data With Python

The aforementioned Shopify scrapper tools are useful if you do not have any programming language. They are ready-made tools that have all the features that you need for scraping. 

In addition, some of these scraping tools even come with a template to make scraping even easier for you.

All you need to do is copy and paste the URL of the page you want to extract. After that, you will be asked to follow simple steps to collect the information. 

However, if you have the know-how with programming, you can use a language to code a scraper.

For this purpose, you can use any programming language of your choice. However, python is usually recommended as it is pretty simple and readable. 

It is seen that all Shopify sites are quite identical. So, you would not have to go through much trouble as the process of scraping them remains pretty much the same.

You do not even need to download the HTML of pages as you can access all the information via JSON file. 

Apart from that, it turns out that Shopify does not have a strong mechanism to prevent bots.

Although many Shopify business owners have complained about it, scraping Shopify sites is still a basic-level challenge for pro scrapers.

Here is the code to scrape Shopify data with Python:

import requests

class ShopifyScraper:

def __init__(self, root_domain):

self.domain_url = root_domain

self.product_list_url = self.domain_url + “/products.json”

self.product_list = []

def get_products(self):

self.fetch_products = requests.get(self.product_list_url)

     products = self.fetch_products.json()[“products”]

for iin products:

         title = i[“title”]

         slug = i[“handle”]

publish_date = i[“published_at”]

updated_date = i[“updated_at”]

         vendor = i[“vendor”]

product_type = i[“product_type”]

         tags = i[“tags”]

full_url = self.domain_url + “/products/” + slug

         details = [title, full_url, publish_date, updated_date, vendor, product_type, tags]


def print_products(self):

for product in self.product_list:


x = ShopifyScraper(“https://shopnicekicks.com”)



How to Choose the Right Shopify Scraper?

Since there are hundreds of web scrapers in the market, you may get confused while choosing one for Shopify.

Of course, of all the scrapers, how do you know which one is right for you?

To make sure you choose the best Shopify scraper according to your budget, consider following a few simple steps. 


While choosing a scraper, the first thing you need to make sure of is that it is compatible with your device.

It is pertinent to mention that not every web scraper can be used on every device.

The last thing you’d want after paying a hefty fee is to find out that the tool is not compatible with your device. 

Therefore, it is recommended to try a scraper before buying it. Most scrapers nowadays offer free trials or free versions.

Consider using the first to find out whether they are compatible with your device or not. 

Ease of Use

You would not like using a complicated web scraper even if it costs you nothing. Of course, what use is a web scraper if you do not know how to use it?

It is a good rule of thumb to watch a tutorial video before paying its subscription fee. 


Performance is the most important aspect of any web scraper. Although most scrapers nowadays are quite efficient, some take forever to extract data.

So, make sure to evaluate your scraper’s performance during the free trial before making a decision. 


Can You Scrape Shopify? 

Yes, it is possible to scrape Shopify by using a Shopify product scraper.

Many store owners scrape Shopify to get information related to their niche.

In fact, scraping a Shopify store or website is pretty straightforward with the right tool. 

What Is Web Scraping? 

Web scraping is the process to collect information from a website or a web page.

The computer program used to scrape a website is called a web scraper. 

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Written by Jason Wise

Hello! I’m the editor at EarthWeb, with a particular interest in business and technology topics, including social media, privacy, and cryptocurrency. As an experienced editor and researcher, I have a passion for exploring the latest trends and innovations in these fields and sharing my insights with our readers. I also enjoy testing and reviewing products, and you’ll often find my reviews and recommendations on EarthWeb. With a focus on providing informative and engaging content, I am committed to ensuring that EarthWeb remains a leading source of news and analysis in the tech industry.