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How to Scrape Yellow Pages?

Cold marketing is the most attractive way for businesses to search on several topics to enhance prospective clients. By using the right means you can convert a stranger into a loyal brand customer. But the question arises, how can you contact the person and for what reasons?


Traditionally, professional marketers would look through larger directories and special books (Yellow Pages) to get their hands on the contact details of prospect buyers. Usually, businesses get listed to gain more exposure to a larger audience. Everything nowadays is digital and the outcome of this can be seen in the form that physical directories are fading giving more significance to e-business directories. The introduction of Yellow Pages and Yelp has made business searching more easy and quick. However, it does not come easy as it sounds!


Business directory websites wouldn’t hand out their contact details to any random person over the Internet. For business purposes, you will need to put in that extra effort to extract listings. Doing it manually will take long working hours hence, the best way out is via web scraping.


How Do Yellow Pages Scraping Works?


How to Scrape Yellow Pages Data: Phone Numbers, Emails and more | ParseHub


A computer program is also known as a web scraper is popularly used to visit yellow pages with a business listing. It helps extract data from listings automatically. By using a web scraper you can efficiently download HTML pages. It allows data parsing and saves it in an accessible format. This is all you need to do!


Unfortunately, yellow pages do not allow being scraped. They come with a defense mechanism in the form of an anti-scraping system. The system is only effective for the non-techies that don’t know how to bypass them. All you need are rotating proxies to effectively sabotage IP tracking and blocking systems useless. When it comes to web scraping of Yellow Pages, you can build yourself a scraper or use an already-made one. Coder possesses the essential skill set to write codes in computer programming languages.


If you are a non-coder then the most favored option is to go with the existing web scraper. In this blog, you will learn how to code your own Yellow Pages Scraper. By the end of the blog, you will also get to know about the popular web scrapers available in the market.


How to Scrape Yellow Pages Using Python, Requests, and Beautifulsoup?


Yellowpages « Inhabitat – Green Design, Innovation, Architecture, Green  Building


As a coder, you can directly build your scraper by incorporating features you wish. Yellow Pages is not a complex website to scrape. You can effectively scrape even without using JavaScript. For this reason, you will need a tool that can introduce complexity and execute JavaScript. You can use a specific programming language to code a scraper.


In the demonstration, we will use Python to code web scraping bots at our disposal. With the selected language, our next step would be to choose a library. We should try to keep the Yellow Pages Scraper as straightforward as possible. A proof of concept and viable product will do the trick. To send HTTP requests you will need to use the Requests Library to download HTML for the target Yellow Pages.


BeautifulSoup is commonly used for data parsing. Proxies are required for sending requests. However, you can belong to a country that does not have direct access to the service. However, we are skipping the proxy setup from the code.


The code is mentioned below to develop a simple Yellow Pages Scraper


To extract business details from a specific URL, import BeautifulSoup from bs4,

Import requests


headers = {‘User-Agent’:’Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_2) AppleWebKit/601.3.9 (KHTML, like Gecko) Version/9.0.2 Safari/601.3.9′}

url = ‘’

response= requests.get(url, headers=headers)

soup= BeautifulSoup(response.content,’lxml’)

for item in‘.v-card’):



print(‘.rating div’)[0][‘class’])

print(‘.rating div span’)[0].get_text())





3 Best Yellow Pages Scrapers in the Market


The above-mentioned coding section is for programmers. If you are a non-coder you do not have to worry about this as there are other web scrapers you can utilize to scrape Yellow Pages at an economical cost.


You will be using a visual tool to scrape data smoothly. There are plenty of web scrapers you can use for extracting information from Yellow Pages. Instead of going through all these Yellow Pages, you can selectively go through selective ones. Below are well-known web scrapers which you can use to extract information from Yellow Pages.


Apify Yellow Pages Scraper


The web scraping tool starts at $49/month. Apify Yellow Pages Scraper is supported by both desktop and cloud systems. You can easily extract contact details and store them in popular file formats like CSV, XML, HTML, JSON, RSS, etc. The Apify automation and web scraping platform have a customizable web scraper option to scrape Yellow Pages. By using the scraper you can efficiently scrape phone numbers, categories, ratings, names, and buyer addresses from Yellow pages.




Octoparse is yet another general-purpose web scraping tool. By using Octoparse you can scrape pretty much everything. Unlike ParseHub, Octoparse supports a free trial option. It allows users from across the world to use its services for 2 weeks without paying a penny. After 2 weeks it costs around 75$ per month. With this tool by your side, you can extract as much information you want and store it in portable file formats such as SQLServer, MySQL, Excel, CSV, and JSON.


Furthermore, Octoparse offers a step-by-step guide for beginners on how to scrape Yellow Pages the right way. Scraping solutions provided by this efficient cloud scraping platform allow Yellow Pages scraping 24/7.


Yellow Scrape


Yellow Scrape is another popular web scraping tool that starts as low as 75$. You can make the most from the free trails the platform offers at any hour. Yellow Scrape allows data storage in CSV data output format. Unlike previously mentioned scraping tools the platform is only supported by Desktop. The tool is specifically developed to scrape Yellow Pages with perfect results. In case if you want to use this web scraping tool on Mac or any other operating system you will need to run it on a virtual machine. With Yellow Scrape you can easily scrape hundreds to thousands of businesses listings within minutes. The tool guides and helps to extract related information such as phone numbers, office addresses, emails, websites, contact names, and other social properties.


How ITS Can Help You With Web Scraping Service?


Information Transformation Service (ITS) includes a variety of Professional Web Scraping Services catered by experienced crew members and Technical Software. ITS is an ISO-Certified company that addresses all of your big and reliable data concerns. For the record, ITS served millions of established and struggling businesses making them achieve their mark at the most affordable price tag. Not only this, we customize special service packages that are worked upon your concerns highlighting all your database requirements. At ITS, our customer is the prestigious asset that we reward with a unique state-of-the-art service package. If you are interested in ITS Web Scraping Services, you can ask for a free quote!

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