Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!
Actowiz Metrics Now Live!
logo
Unlock Smarter , Faster Analytics!

Start Your Project with Us

Whatever your project size is, we will handle it well with all the standards fulfilled! We are here to give 100% satisfaction.

  • Any feature, you ask, we develop
  • 24x7 support worldwide
  • Real-time performance dashboard
  • Complete transparency
  • Dedicated account manager
  • Customized solutions to fulfill data scraping goals
Careers

For job seekers, please visit our Career Page or send your resume to hr@actowizsolutions.com

Web-Scraping-with-ChatGPT-Tips-and-Applications-in-2023

The power of pre-made language models including ChatGPT extends beyond just generating human-like replies. Companies like Canva, Meta, and Shopify have already harnessed this technology in the client service chatbot systems. Similarly, the application of ChatGPT in web scraping holds immense potential for enhancing the efficiency and effectiveness of data extraction processes. In this blog, we will explore the synergies between web scraping and ChatGPT, unveiling the numerous use cases where their combination can unlock new opportunities and streamline workflows.

Tutorial: Web Scraping with ChatGPT

In this tutorial, we will explore how to leverage ChatGPT-4 to extract product data from e-commerce websites. Specifically, we'll focus on scraping product details from Amazon web pages.

Scraping Amazon Product Pages with ChatGPT

Let's take a practical example by targeting the Amazon product page for gaming mice. This page contains valuable information such as product titles, images, ratings, and prices. However, please note that ChatGPT is not capable of directly scraping data from websites.

Instead, if you provide a prompt like "scrape the product price information from this website: [paste the URL]," ChatGPT will not perform the scraping itself. Rather, it will guide you on writing the necessary code to extract data from the target website (Figure 1).

Scraping-Amazon-Product-Pages-with-ChatGPT

To extract the product titles shown in the provided image (Figure 2), we need to examine the structure of the web page. Follow these steps to inspect the elements and analyze the HTML code, enabling us to locate the necessary data for web scraping:

To-extract-the-product-titles-shown

To extract the desired data from the image provided (Figure 3), we need to identify the corresponding HTML element and its attributes. In this case, the element of interest has a "class" attribute that we can utilize in our web scraping library.

To-extract-the-desired-data-from

To scrape the product titles from the Amazon search results page, it is crucial to identify the target elements and their attributes. This information will help ChatGPT understand the specific information we need and how to locate it on the target website.

The prompt used to scrape the product titles from the Amazon search results page could be:

The-prompt-used-to-scrape-the

The code generated by ChatGPT for data extraction:

The-code-generated-by-ChatGPT-for-data-extraction

Applications of ChatGPT in Web Scraping:

1. Code Generation for Web Scraping

Language models like ChatGPT can assist developers in generating code snippets for web scraping tasks using their preferred programming language and library. By providing specific instructions and prompts, developers can leverage ChatGPT's capabilities to generate code for extracting data from websites.

However, it's important to note that websites can undergo structural changes over time, which may impact the HTML elements and attributes targeted by the code. Regular monitoring and updates to the scraping code are necessary to ensure its continued functionality and extraction of the desired data.

For instance, you can use the following prompt to extract product description data from a specific Amazon product page:

For-instance-you-can-use-the-following-prompt

Acknowledging that many websites implement anti-scraping measures to deter web scraping activities is crucial. As a responsible web scraper, it is essential to adhere to ethical standards and respect the policies of the websites you intend to scrape.

Before initiating any web scraping activity, it is essential to:

Review Website Terms of Services: Carefully read and understand the website terms of service you plan to scrape. A few websites clearly forbid scraping, whereas others might have precise restrictions or guidelines that you have to follow.

Check the Robots.txt File: The robots.txt file is a standard practice for websites to communicate their preferred crawling behavior to web robots. Check the robots.txt file of the target website to understand if scraping is permitted or restricted for specific pages or directories.

Respect Rate Limiting: Websites may impose rate limits to prevent excessive scraping that can overload their servers. Ensure that your scraping activities respect these limits and do not put undue strain on the website's resources.

Preserve User Privacy: When scraping websites, be mindful of any personal or sensitive data that may be present. Take appropriate measures to protect user privacy and comply with data protection regulations.

By adhering to these ethical guidelines and conducting web scraping activities responsibly, you can maintain a positive and respectful approach toward data extraction from websites.

Sponsored

Boost the effectiveness of your web scraping projects by integrating an unblocking technology into your web crawler. Actowiz Solutions offers the Web Unlocker, a powerful solution that enables businesses and individuals to collect data from web sources in an ethical and legal manner, while effectively bypassing anti-scraping measures.

Sponsored

1.1 Python Instructions for Web Scraping

To scrape data from web sources using Python, you can follow these step-by-step instructions. In this example, we will use the requests library to fetch the webpage's content and Beautiful Soup to parse and extract the desired data.

To-scrape-data-from-web-sources-using-Python

You can utilize a Python code produced by ChatGPT for importing Beautiful Soup and requests.

You-can-utilize-a-Python-code-produced

To fetch the content of the target web page using the requests library in Python, you can execute the following command in your Python environment. Replace "https://example.com/product-page" with the URL of the specific product page you want to scrape:

To-fetch-the-content-of-the-target-web-page

After fetching the content of a web page using the requests library, you can proceed to parse the fetched data using the Beautiful Soup library in Python.

After-fetching-the-content-of-a-web-page

When scraping an e-commerce website to extract product data, such as product titles, it is essential to inspect the product page's HTML structure to identify the relevant tags and attributes associated with the desired data. Once you have located the necessary elements, you can proceed to save or print the scraped data using the code generated by ChatGPT.

Here's an example code snippet that demonstrates how to scrape and print the product titles using Beautiful Soup:

Heres-an-example-code-snippet-that

2. Clean Scraped Data

To extract the first name from a full name in Excel, you can utilize a formula generated by ChatGPT. This formula will help separate the first and last names into two different columns.

Assuming the full name is in column B, you can enter this formula in a new column (e.g., C) and drag it down to apply it to the rest of the data. The formula uses the LEFT function to extract the characters from the beginning of the full name until it encounters the first space (" "). The FIND function is used to locate the position of the first space, and by subtracting 1, we extract the characters before the space, representing the first name.

By using this formula, you can separate the first names from the full names in your Excel data and organize it accordingly.

By-using-this-formula

The ChatGPT-produced formula to scrape last name:

The-ChatGPT-produced-formula

3. Process Scraped Data

3.1 Do Sentiment Analysis

To do sentiment analysis on extracted data using ChatGPT, you can command it to analyze text data as well as label that as neutral, negative, or positive. This can provide valuable insights from the unstructured text data you have collected.

Here's an example instruction you can use to analyze social mentions of your brand and determine the sentiment:

"Perform sentiment analysis on the social media mentions of our brand. The scraped data has been cleaned and is ready for analysis. Label the text data as negative, neutral, or positive to gain insights into audience sentiment and growth."

By providing this instruction, ChatGPT can leverage its language understanding capabilities to analyze the text data and generate interpretable insights regarding the sentiment of the social mentions. This can help you understand how your brand is perceived and track audience sentiment and growth effectively.

By-providing-this-instruction

When instructed to perform sentiment analysis on the text "The battery life is also long," ChatGPT's response may vary. Here's an example response:

"Based on the given text, 'The battery life is also long,' the sentiment can be interpreted as positive. The mention of 'long' suggests a favorable characteristic of the battery life, indicating a positive sentiment."

It's important to note that ChatGPT's response is generated based on its understanding of the text and general sentiment analysis patterns. The interpretation of sentiment may vary depending on the specific context and the underlying sentiment analysis model used.

Its-important-to-note-that-ChatGPTs

Please note that the accuracy of sentiment analysis can vary based on various factors, including the complexity of the text and the presence of context-dependent errors. Sentiment analysis models are trained on large datasets and attempt to classify the sentiment of text accurately. However, challenges may arise when analyzing subjective or nuanced language, sarcasm, or ambiguous statements. It's essential to interpret sentiment analysis results with caution and consider them as probabilistic indications rather than definitive judgments. Contextual understanding and human review can further enhance the accuracy and reliability of sentiment analysis.

3.2 Categorize Extracted Content

As an example, we want to categorize the following content:

Content: "The latest smartphone model has a high-resolution display, powerful processor, and advanced camera features."

To categorize this content using ChatGPT, you can provide the following instruction:

"Categorize the given content into predefined categories. The content to be categorized is: 'The latest smartphone model has a high-resolution display, powerful processor, and advanced camera features.'"

By defining specific categories that you want to classify the content into, ChatGPT can generate suggestions or assign the most appropriate category based on its understanding of the content. The actual categories and the resulting categorization will depend on the instructions and guidelines provided to ChatGPT.

By-defining-specific-categories

Here is the output to categorize extracted data using ChatGPT:

Here-is-the-output-to-categorize

For more detailed information, please feel free to contact Actowiz Solutions. We are here to assist you with all your web scraping, mobile app scraping, or instant data scraper service requirements. Get in touch with us today to discuss your specific needs and how we can help you efficiently extract valuable data from various sources.

Start Your Project with Us

Whatever your project size is, we will handle it well with all the standards fulfilled! We are here to give 100% satisfaction.

  • Any feature, you ask, we develop
  • 24x7 support worldwide
  • Real-time performance dashboard
  • Complete transparency
  • Dedicated account manager
  • Customized solutions to fulfill data scraping goals

A seamless, automated, and fully integrated web scraping solution for your business

Seamlessly integrate store, ad, inventory, and fulfillment data.

Automatically gather, refine, and structure information.

Leverage historical insights and trends for accurate demand predictions.

Stay protected with Actowiz Solutions' secure framework.

Actowiz Solutions keeps your business secure

ISO-IEC-27001-2013 ISO-9001-2015 IAS-certification-logo IAF-certification-logo

What Our Clients Say About

★★★★★

“Actowiz Solutions has greatly helped us monitor product availability from top three Quick Commerce brands. Their real-time data and accurate insights have streamlined our inventory management and decision-making process. Highly recommended!”

MensaBrands

Senior Data Analyst, MensaBrands.com

What Our Clients Say About

★★★★★

"Actowiz Solutions provided accurate Product Availability and Ranking Data Collection from 3 Quick Commerce Appliaction, improving our product visibility and stock management."

TheBakersDozen

Growth Analiyst, TheBakersDozen.in

What Our Clients Say About

★★★★★

"Actowiz Solutions provided exceptional RERA Website Data Scraping Solution Service across PAN India, ensuring we received accurate and up-to-date real estate data for our analysis."

Aditya-Birla-Grou

Data Analyst, Aditya Birla Group

What Our Clients Say About

★★★★★

"Actowiz Solutions has been instrumental in optimizing our data scraping processes. Their services have provided us with valuable insights into our customer preferences, helping us stay ahead of the competition."

Beanly-Coffe

Operations Manager, Beanly Coffee

What Our Clients Say About

★★★★★

“The data scraping services offered by Actowiz Solutions have been crucial in refining our strategies. They have significantly improved our ability to analyze and respond to market trends quickly."

Sleepyowl

Marketing Director, Sleepyowl

What Our Clients Say About

★★★★★

"Actowiz Solutions' data scraping services have helped streamline our processes and improve our operational efficiency. Their expertise has provided us with actionable data to enhance our market positioning."

Organic-Tattva

Business Development Lead, Organic Tattva

What Our Clients Say About

★★★★★

"With Actowiz Solutions' data scraping, we’ve gained a clear edge in tracking product availability and pricing across various platforms. Their service has been a key to improving our market intelligence."

Organic-Tattva-

Product Manager, 24Mantra

Customer Stories

See how top businesses optimize every engagement with Actowiz Solutions.

“Great value for the money. The expertise you get vs. what you pay makes this a no brainer”

Thomas Galido

Co-Founder / Head of Product at Upright Data Inc.

“I strongly recommend Actowiz Solutions for their outstanding web scraping services. Their team delivered impeccable results with a nice price, ensuring data on time.”

Iulen Ibanez

CEO / Datacy.es

“Actowiz Solutions offered exceptional support with transparency and guidance throughout. Anna and Saga made the process easy for a non-technical user like me. Great service, fair pricing highly recommended!”

Febbin Chacko

-Fin, Small Business Owner

Our perks are irreplaceable

Time-Zone-Flexibility

Time Zone Flexibility

Benefit from the ease of collaboration with Actowiz Solutions, as our team is aligned with your preferred time zone, ensuring smooth communication and timely delivery.

Clear-Communication

Clear Communication

Our team focuses on clear, transparent communication to ensure that every project is aligned with your goals and that you’re always informed of progress.

Uncompromising-Quality

Uncompromising Quality

Actowiz Solutions adheres to the highest global standards of development, delivering exceptional solutions that consistently exceed industry expectations

Our Affiliations

ch
gusec
msme
TIE
times-of-india
Young Indians

RECENT BLOGS

View More

Top 25 Web Scraping Project Ideas for 2025

Explore 25 best Web Scraping Project Ideas for 2025. Boost skills, build real-world scrapers, and master data extraction with these smart project ideas.

How Food and Nutrition App API is Powering the Next-Gen Wellness & Nutrition Apps?

Discover how the Food and Nutrition App API fuels next-gen wellness and nutrition apps with real-time food data, ingredient tracking, and smart meal planning.

RESEARCH AND REPORTS

View More

Scrape eCommerce Websites in Latin America - Unlock Regional Pricing, Product, and Demand Analysis

Scrape eCommerce Websites in Latin America to unlock regional pricing, product trends, and demand analysis for smarter retail strategies.

Scrape Zomato and Swiggy Data in India - Market Trends & Insights for the Growing FoodTech Sector

Discover how to Scrape Zomato and Swiggy Data in India for deep market insights, pricing trends, and competitive research in India’s booming FoodTech sector.

Case Studies

View More

Automating Job Post Scraping from Indeed, Monster & Naukri for Talent Analytics

Learn how Actowiz automates job post scraping from Naukri, Indeed, and Monster to track hiring trends and power real-time talent analytics for HR intelligence.

eCommerce Price Intelligence with Web Scraping for Lider.cl

Discover how eCommerce Price Intelligence with web scraping helped Lider.cl monitor prices, track competitors, and optimize strategies for better profitability.

Infographics

View More

Real-Time Price Monitoring & Benchmarking on Amazon & Walmart for Smarter eCommerce

Use real-time price monitoring to benchmark Amazon & Walmart prices, avoid MAP violations, and power your eCommerce intelligence with Actowiz Solutions.

Unlock Growth in India’s Booming Regional Markets with Hyperlocal Data

Discover hyperlocal insights from India’s regional markets with real-time data extraction for pricing, delivery trends, SKU tracking & brand analysis.