How to Easily Scrape Shopify Stores With AI

Scraping Shopify stores can be a challenging task because each store uses a unique theme and layout, making traditional scrapers with rigid selectors unreliable. That’s why we’ll be showing you how to leverage an
AI-powered web scraper
that easily adapts to any page structure, effortlessly extracting Shopify e-commerce data no matter how the store is designed.

In this tutorial, we’ll be using our Python
Scrapingbee client
to scrape one of the most successful Shopify stores on the planet;
gymshark.com
, to obtain all the product page URLs and the corresponding product details from each product page. We’ve previously written blogs about scraping product listing pages
using Scrapy
or
using schema.org metadata
. We’ll also be using
our AI query feature
to extract structured data from each product page without parsing any HTML. Please note that we’re using Python only for demonstration and this technique and our API will work with any programming language.


a screenshot showing Gymshark home page, the ecommerce website we willl be scraping.

Getting all the Product Page URLs

As we saw in the screenshot above on the home page, Gymshark has three categories: Women, Men, and Accessories. Further, each of these categories has subcategories, and the list of products on these pages may also be paginated. Additionally, the categories will also change with each Shopify site. Obtaining all the product URLs starting from the homepage seems cumbersome.

Luckily, Shopify sites publish an XML sitemap with all the product URLs. In fact, this is what search engines to discover, crawl, and index all the URLs on the website. The products sitemap for Shopify sites usually has the URL https:///sitemap_products_1.xml. There might also be multiple sitemaps, and this can be checked using the Sitemap Index, which is usually located at the URL https:///sitemap.xml. For additional reference, we’ve also covered the general
process of finding all URLs for a given website in another blog
.

For Gymshark the Product Sitemap URL is
https://www.gymshark.com/sitemap_products_1.xml
. Let’s see what this file looks like:

 xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1">
	
		https://www.gymshark.com/products/gift-card
		daily
		
			https://cdn.shopify.com/s/files/1/0156/6146/files/gift-card-2023.jpg?v=1697471488
			</span>eGift Card<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>		<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>	<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>	<span style="color:#f92672"><url/></span>
</span></span><span style="display:flex"><span>		<span style="color:#f92672"><loc/></span>https://www.gymshark.com/products/gymshark-fit-cropped-legging-black-white<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>		<span style="color:#f92672"><changefreq/></span>daily<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>		<span style="color:#f92672"><image/></span>
</span></span><span style="display:flex"><span>			<span style="color:#f92672"><loc/></span>https://cdn.shopify.com/s/files/1/0156/6146/products/FIT_CROPPED_LEGGINGS_BLACK_WHITE.A-TEST.jpg?v=1580466124<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>			<span style="color:#f92672"><title/></span>Gymshark Fit Seamless Cropped Leggings - Black/White<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>		<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>	<span style="color:#f92672"/>
</span></span><span style="display:flex"><span>  <span style="color:#75715e"><!-- more urls --></span>
</span></span><span style="display:flex"><span><span style="color:#f92672"/>
</span></span></span></code></pre>
</div>
<p>The first step of our scraping workflow would be to fetch all the URLs from this sitemap, enclosed in <code><loc/></code> tags. Let’s see how we can accomplish this using the<br />
<a href="https://pypi.org/project/requests/" target="_blank"><code>requests</code></a><br />
and<br />
<a href="https://pypi.org/project/xmltodict/" target="_blank"><code>xmltodict</code></a><br />
Python modules:</p>
<div class="highlight">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-python" data-lang="python"><span style="display:flex"><span><span style="color:#f92672">import</span> requests
</span></span><span style="display:flex"><span><span style="color:#f92672">import</span> xmltodict
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span>SITEMAP_URL <span style="color:#f92672">=</span> <span style="color:#e6db74">'https://www.gymshark.com/sitemap_products_1.xml'</span>
</span></span><span style="display:flex"><span>SITE_NAME <span style="color:#f92672">=</span> <span style="color:#e6db74">'gymshark'</span>
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># GET THE SITEMAP CONTENT</span>
</span></span><span style="display:flex"><span>r <span style="color:#f92672">=</span> requests<span style="color:#f92672">.</span>get(SITEMAP_URL)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># PARSE XML INTO A DICT</span>
</span></span><span style="display:flex"><span>sitemap_data <span style="color:#f92672">=</span> xmltodict<span style="color:#f92672">.</span>parse(r<span style="color:#f92672">.</span>text)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># ADD ALL THE URLS INTO A LIST</span>
</span></span><span style="display:flex"><span>urls <span style="color:#f92672">=</span> []
</span></span><span style="display:flex"><span><span style="color:#66d9ef">for</span> urlobj <span style="color:#f92672">in</span> sitemap_data[<span style="color:#e6db74">'urlset'</span>][<span style="color:#e6db74">'url'</span>]:
</span></span><span style="display:flex"><span>    urls<span style="color:#f92672">.</span>append(urlobj[<span style="color:#e6db74">'loc'</span>])
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># SAVE URLS TO DISK</span>
</span></span><span style="display:flex"><span><span style="color:#66d9ef">with</span> open(<span style="color:#e6db74">f</span><span style="color:#e6db74">'</span><span style="color:#e6db74">{</span>SITE_NAME<span style="color:#e6db74">}</span><span style="color:#e6db74">_urls.txt'</span>, <span style="color:#e6db74">'w'</span>) <span style="color:#66d9ef">as</span> f:
</span></span><span style="display:flex"><span>    f<span style="color:#f92672">.</span>write(<span style="color:#e6db74">'</span><span style="color:#ae81ff">n</span><span style="color:#e6db74">'</span><span style="color:#f92672">.</span>join(urls))
</span></span><span style="display:flex"><span>    f<span style="color:#f92672">.</span>close()
</span></span></code></pre>
</div>
<p>In the above code, we used <code>requests</code> to fetch the text content of the XML sitemap and <code>xmltodict</code> to parse the XML tree into a <code>dict</code> and extract the URLs from that. We then wrote all the URLs to a text file, <code>gymshark_urls.txt</code>. At the time of writing, there were 2266 product URLs on this sitemap.</p>
<h2 id="shopify-ai-web-scraper">Shopify AI Web Scraper</h2>
<p>In the previous step, we gathered all the product page URLs to be scraped. Next, let’s scrape each product URL using our API. We now have an AI query feature that lets us extract structured data using natural language queries, saving us the trouble of going through the HTML code to parse and scrape it. All we have to do is specify the fields we need in our output and a prompt for each field. We also provide a<br />
<a href="https://pypi.org/project/scrapingbee/" target="_blank">Python package</a><br />
that wraps around the API. We’ll be using that. Let’s see the code:</p>
<div class="highlight">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-python" data-lang="python"><span style="display:flex"><span><span style="color:#f92672">from</span> scrapingbee <span style="color:#f92672">import</span> ScrapingBeeClient
</span></span><span style="display:flex"><span><span style="color:#f92672">import</span> json
</span></span><span style="display:flex"><span><span style="color:#f92672">import</span> os
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># MAKE A DIRECTORY FOR OUTPUT</span>
</span></span><span style="display:flex"><span>os<span style="color:#f92672">.</span>makedirs(<span style="color:#e6db74">'product-data'</span>, exist_ok<span style="color:#f92672">=</span><span style="color:#66d9ef">True</span>)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># INITIALIZE SCRAPINGBEE CLIENT</span>
</span></span><span style="display:flex"><span>SB_API_KEY <span style="color:#f92672">=</span> <span style="color:#e6db74">'<your_scrapingbee_api_key>'</your_scrapingbee_api_key></span>
</span></span><span style="display:flex"><span>sb_client <span style="color:#f92672">=</span> ScrapingBeeClient(api_key<span style="color:#f92672">=</span>SB_API_KEY)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># READ THE URLS LIST WE SAVED TO DISK EARLIER</span>
</span></span><span style="display:flex"><span>urls <span style="color:#f92672">=</span> open(<span style="color:#e6db74">'gymshark_urls.txt'</span>)<span style="color:#f92672">.</span>read()<span style="color:#f92672">.</span>split(<span style="color:#e6db74">'</span><span style="color:#ae81ff">n</span><span style="color:#e6db74">'</span>)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#75715e"># GET PRODUCT DATA FOR EACH URL</span>
</span></span><span style="display:flex"><span><span style="color:#66d9ef">for</span> url <span style="color:#f92672">in</span> urls:
</span></span><span style="display:flex"><span>    <span style="color:#75715e"># SCRAPE USING SCRAPINGBEE AI QUERY</span>
</span></span><span style="display:flex"><span>    response <span style="color:#f92672">=</span> sb_client<span style="color:#f92672">.</span>get(
</span></span><span style="display:flex"><span>        url,
</span></span><span style="display:flex"><span>        params<span style="color:#f92672">=</span>{
</span></span><span style="display:flex"><span>            <span style="color:#e6db74">'ai_selector'</span>: <span style="color:#e6db74">"main:not([data-locator-id='collections-page'])"</span>,
</span></span><span style="display:flex"><span>            <span style="color:#e6db74">'ai_extract_rules'</span>: json<span style="color:#f92672">.</span>dumps({
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"name"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Name of the Product"</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"string"</span>
</span></span><span style="display:flex"><span>                },
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"description"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Description of the product"</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"string"</span>
</span></span><span style="display:flex"><span>                },
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"original_price"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Original price of the Product, before offers are applied"</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"number"</span>
</span></span><span style="display:flex"><span>                },
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"offer_price"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Final price of the product after applying offers. If no offers are running, return the original price."</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"number"</span>,
</span></span><span style="display:flex"><span>                },
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"in_stock"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Is the item in stock?"</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"string"</span>,
</span></span><span style="display:flex"><span>                },
</span></span><span style="display:flex"><span>                <span style="color:#e6db74">"available_sizes"</span>: {
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"description"</span>: <span style="color:#e6db74">"Available sizes for the item"</span>,
</span></span><span style="display:flex"><span>                    <span style="color:#e6db74">"type"</span>: <span style="color:#e6db74">"list"</span>,
</span></span><span style="display:flex"><span>                }
</span></span><span style="display:flex"><span>            })
</span></span><span style="display:flex"><span>        }
</span></span><span style="display:flex"><span>    )
</span></span><span style="display:flex"><span>    
</span></span><span style="display:flex"><span>    <span style="color:#75715e"># SAVE THIS PRODUCT'S DATA TO DISK</span>
</span></span><span style="display:flex"><span>    slug <span style="color:#f92672">=</span> url<span style="color:#f92672">.</span>split(<span style="color:#e6db74">"/"</span>)[<span style="color:#f92672">-</span><span style="color:#ae81ff">1</span>]<span style="color:#f92672">.</span>split(<span style="color:#e6db74">"?"</span>)[<span style="color:#ae81ff">0</span>]
</span></span><span style="display:flex"><span>    data <span style="color:#f92672">=</span> {
</span></span><span style="display:flex"><span>		    <span style="color:#e6db74">'slug'</span>: slug,
</span></span><span style="display:flex"><span>        <span style="color:#e6db74">'url'</span>: url,
</span></span><span style="display:flex"><span>        
</span></span><span style="display:flex"><span>        <span style="color:#75715e"># STATUS CODE WILL NOT BE 200 IF URL HAS BEEN REMOVED</span>
</span></span><span style="display:flex"><span>        <span style="color:#e6db74">'status_code'</span>: response<span style="color:#f92672">.</span>headers[<span style="color:#e6db74">'spb-initial-status-code'</span>],
</span></span><span style="display:flex"><span>        
</span></span><span style="display:flex"><span>        <span style="color:#75715e"># RESOLVED URL IS DIFFERENT FROM ORIGINAL URL IF THERE IS A REDIRECT</span>
</span></span><span style="display:flex"><span>        <span style="color:#e6db74">'resolved_url'</span>: response<span style="color:#f92672">.</span>headers[<span style="color:#e6db74">'spb-resolved-url'</span>],
</span></span><span style="display:flex"><span>        
</span></span><span style="display:flex"><span>        <span style="color:#75715e"># THE JSON OUTPUT</span>
</span></span><span style="display:flex"><span>        <span style="color:#e6db74">'response'</span>: response<span style="color:#f92672">.</span>text
</span></span><span style="display:flex"><span>    }
</span></span><span style="display:flex"><span>    
</span></span><span style="display:flex"><span>    <span style="color:#66d9ef">with</span> open(<span style="color:#e6db74">f</span><span style="color:#e6db74">'product-data/</span><span style="color:#e6db74">{</span>slug<span style="color:#e6db74">}</span><span style="color:#e6db74">.json'</span>, <span style="color:#e6db74">'w'</span>) <span style="color:#66d9ef">as</span> f:
</span></span><span style="display:flex"><span>        f<span style="color:#f92672">.</span>write(json<span style="color:#f92672">.</span>dumps(data, indent<span style="color:#f92672">=</span><span style="color:#ae81ff">2</span>))
</span></span><span style="display:flex"><span>        f<span style="color:#f92672">.</span>close()
</span></span><span style="display:flex"><span>    
</span></span></code></pre>
</div>
<p>In the above code, we iterate over each product URL, and use the API to extract the following fields:</p>
<ul>
<li>Name of the product (name)</li>
<li>Description of the product (description)</li>
<li>The original price of the product before applying discounts or offers (original_price)</li>
<li>The final price of the product after offers are applied (offer_price)</li>
<li>Whether the item is in stock (in_stock). This is not a boolean type because multiple sizes could have different stock statuses.</li>
<li>The available sizes (availabe_sizes). This is relevant here as this is a clothing store.</li>
</ul>
<p>For each product, we get a response that looks like the example response shown below:</p>
<div class="highlight">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-json" data-lang="json"><span style="display:flex"><span>{
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"name"</span>: <span style="color:#e6db74">"GS Power Crop Tank"</span>, 
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"description"</span>: <span style="color:#e6db74">"Power your pursuit of perfection in a range that is truly made for lifting. Hit big numbers with 0 distraction designs, pre- and post- workout cover ups and supportive fits.nn• Power print to upper half of tankn• Cut-outs to front and back for breathabilityn• Side panelling for less distraction and better fitn• Logo to front left hand sidennSIZE & FITn• Cropped lengthn• Model is 5'9" and wears size SnnMATERIALS & CAREn• 78% Polyester, 22% ElastanennSKU: B4A7N-EB6N"</span>, 
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"original_price"</span>: <span style="color:#ae81ff">36</span>, 
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"offer_price"</span>: <span style="color:#ae81ff">18</span>, 
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"in_stock"</span>: <span style="color:#e6db74">"XS,XXL,L"</span>, 
</span></span><span style="display:flex"><span>	<span style="color:#f92672">"available_sizes"</span>: [<span style="color:#e6db74">"XS"</span>, <span style="color:#e6db74">"S"</span>, <span style="color:#e6db74">"M"</span>, <span style="color:#e6db74">"L"</span>, <span style="color:#e6db74">"XL"</span>, <span style="color:#e6db74">"XXL"</span>]
</span></span><span style="display:flex"><span>}
</span></span></code></pre>
</div>
<p>Sometimes, the product page may not exist. It may have been removed or redirected to a collections page instead. In this case, the JSON contains mostly <code>null</code> values. We can check this by observing the HTTP status code that was obtained when our backend hit the URL. This can be determined by observing the <code>spb-initial-status-code</code> header in the response from the API call. If the status code is 200, the product listing is live. When the product listing is removed, we either get a 302 (Redirect) or a 404 (Page Not Found).</p>
<p>Finally, we save the status code, resolved URL, and the response to disk, for each product.</p>
<h2 id="consolidating-the-scraped-data">Consolidating The Scraped Data</h2>
<p>After the previous step, we now have 2266 JSON files in the <code>product-data/</code> directory, one file for each product URL. Let’s go over each of these files, determine which ones resolved to live product URLs, and aggregate all the data we have:</p>
<div class="highlight">
<pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-python" data-lang="python"><span style="display:flex"><span><span style="color:#f92672">import</span> json
</span></span><span style="display:flex"><span><span style="color:#f92672">import</span> os
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span>DIR <span style="color:#f92672">=</span> <span style="color:#e6db74">'product-data/'</span>
</span></span><span style="display:flex"><span>products <span style="color:#f92672">=</span> []
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#66d9ef">for</span> filename <span style="color:#f92672">in</span> os<span style="color:#f92672">.</span>listdir(DIR):
</span></span><span style="display:flex"><span>    <span style="color:#66d9ef">with</span> open(DIR <span style="color:#f92672">+</span> filename) <span style="color:#66d9ef">as</span> f:
</span></span><span style="display:flex"><span>        data <span style="color:#f92672">=</span> json<span style="color:#f92672">.</span>loads(f<span style="color:#f92672">.</span>read())
</span></span><span style="display:flex"><span>        f<span style="color:#f92672">.</span>close()
</span></span><span style="display:flex"><span>        
</span></span><span style="display:flex"><span>    <span style="color:#75715e"># SKIP IF PRODUCT URL IS NOT LIVE    </span>
</span></span><span style="display:flex"><span>    status_code <span style="color:#f92672">=</span> int(data[<span style="color:#e6db74">'status_code'</span>])
</span></span><span style="display:flex"><span>    <span style="color:#66d9ef">if</span> status_code <span style="color:#f92672">!=</span> <span style="color:#ae81ff">200</span>:
</span></span><span style="display:flex"><span>        <span style="color:#66d9ef">continue</span>
</span></span><span style="display:flex"><span>    <span style="color:#66d9ef">if</span> data[<span style="color:#e6db74">'url'</span>] <span style="color:#f92672">!=</span> data[<span style="color:#e6db74">'resolved_url'</span>]:
</span></span><span style="display:flex"><span>        <span style="color:#66d9ef">continue</span>
</span></span><span style="display:flex"><span>        
</span></span><span style="display:flex"><span>    <span style="color:#75715e"># REMOVING ESCAPE SEQUENCES CAUSING JSON ERRORS</span>
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">."</span>, <span style="color:#e6db74">'.'</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">-"</span>, <span style="color:#e6db74">"-"</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">*"</span>, <span style="color:#e6db74">"-"</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">)"</span>, <span style="color:#e6db74">")"</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">+"</span>, <span style="color:#e6db74">"+"</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">" </span><span style="color:#ae81ff">\</span><span style="color:#e6db74">&"</span>, <span style="color:#e6db74">" &"</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"C</span><span style="color:#ae81ff">\</span><span style="color:#e6db74">&S"</span>, <span style="color:#e6db74">"C&S"</span>)
</span></span><span style="display:flex"><span>    
</span></span><span style="display:flex"><span>    <span style="color:#75715e"># REMOVING MARKDOWN FORMATTING FROM LLM OUTPUT</span>
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"```json"</span>, <span style="color:#e6db74">''</span>)
</span></span><span style="display:flex"><span>    data[<span style="color:#e6db74">'response'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'response'</span>]<span style="color:#f92672">.</span>replace(<span style="color:#e6db74">"```"</span>, <span style="color:#e6db74">''</span>)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span>    product <span style="color:#f92672">=</span> json<span style="color:#f92672">.</span>loads(data[<span style="color:#e6db74">'response'</span>])
</span></span><span style="display:flex"><span>    product[<span style="color:#e6db74">'url'</span>] <span style="color:#f92672">=</span> data[<span style="color:#e6db74">'url'</span>]
</span></span><span style="display:flex"><span>    products<span style="color:#f92672">.</span>append(product)
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span>print(len(products))
</span></span><span style="display:flex"><span><span style="color:#75715e"># OUTPUT: 1838</span>
</span></span><span style="display:flex"><span>
</span></span><span style="display:flex"><span><span style="color:#66d9ef">with</span> open(<span style="color:#e6db74">'all-products.json'</span>, <span style="color:#e6db74">'w'</span>) <span style="color:#66d9ef">as</span> f:
</span></span><span style="display:flex"><span>    f<span style="color:#f92672">.</span>write(json<span style="color:#f92672">.</span>dumps(products, indent<span style="color:#f92672">=</span><span style="color:#ae81ff">2</span>))
</span></span><span style="display:flex"><span>    f<span style="color:#f92672">.</span>close()
</span></span></code></pre>
</div>
<p>In the above code, we iterate over each JSON file, checking whether the status code was 200, and if the original URL was the same as the resolved URL. If these two conditions are met, we assume that the product page was live and data was obtained. Next, we parse the data from the API response and add it to the products list. Finally, we save the list onto the disk. At the time of writing, there were 1838 live products on this site.</p>
<h2 id="summary">Summary</h2>
<p>In this tutorial, we looked at scraping a popular Shopify website, Gymshark to obtain structured data about all the product listings on the website. We obtained 2266 product URLs out of which 1838 product pages were actually live and had data. Since all Shopify websites have the same backend and a similar site structure, this technique would work on virtually any of the millions of Shopify websites. One can further extend the utility of this scraper to monitor price drops and offers.</p>
<p>We also used our AI query feature, which returned structured data with just text-based prompts. We did not have to look at the HTML code and build any parsing logic based on CSS IDs, class names, etc. The AI-based scraper would be more robust and not break immediately if the site’s HTML structure changes.</p>
<p>We hope you enjoyed following along with this tutorial. For a more comprehensive guide about scraping eCommerce websites, you can also refer to our<br />
<a href="https://www.scrapingbee.com/blog/guide-to-scraping-e-commerce-websites/" target="_blank">Guide To Scraping eCommerce Websites</a><br />
.</p>
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like Chrome/[0-9.]+ (?!Mobile)",SurfaceTablet:"Windows NT [0-9.]+; ARM;.*(Tablet|ARMBJS)",HPTablet:"HP Slate (7|8|10)|HP ElitePad 900|hp-tablet|EliteBook.*Touch|HP 8|Slate 21|HP SlateBook 10",AsusTablet:"^.*PadFone((?!Mobile).)*$|Transformer|TF101|TF101G|TF300T|TF300TG|TF300TL|TF700T|TF700KL|TF701T|TF810C|ME171|ME301T|ME302C|ME371MG|ME370T|ME372MG|ME172V|ME173X|ME400C|Slider SL101|\\bK00F\\b|\\bK00C\\b|\\bK00E\\b|\\bK00L\\b|TX201LA|ME176C|ME102A|\\bM80TA\\b|ME372CL|ME560CG|ME372CG|ME302KL| K010 | K011 | K017 | K01E |ME572C|ME103K|ME170C|ME171C|\\bME70C\\b|ME581C|ME581CL|ME8510C|ME181C|P01Y|PO1MA|P01Z|\\bP027\\b|\\bP024\\b|\\bP00C\\b",BlackBerryTablet:"PlayBook|RIM Tablet",HTCtablet:"HTC_Flyer_P512|HTC Flyer|HTC Jetstream|HTC-P715a|HTC EVO View 4G|PG41200|PG09410",MotorolaTablet:"xoom|sholest|MZ615|MZ605|MZ505|MZ601|MZ602|MZ603|MZ604|MZ606|MZ607|MZ608|MZ609|MZ615|MZ616|MZ617",NookTablet:"Android.*Nook|NookColor|nook browser|BNRV200|BNRV200A|BNTV250|BNTV250A|BNTV400|BNTV600|LogicPD Zoom2",AcerTablet:"Android.*; \\b(A100|A101|A110|A200|A210|A211|A500|A501|A510|A511|A700|A701|W500|W500P|W501|W501P|W510|W511|W700|G100|G100W|B1-A71|B1-710|B1-711|A1-810|A1-811|A1-830)\\b|W3-810|\\bA3-A10\\b|\\bA3-A11\\b|\\bA3-A20\\b|\\bA3-A30|A3-A40",ToshibaTablet:"Android.*(AT100|AT105|AT200|AT205|AT270|AT275|AT300|AT305|AT1S5|AT500|AT570|AT700|AT830)|TOSHIBA.*FOLIO",LGTablet:"\\bL-06C|LG-V909|LG-V900|LG-V700|LG-V510|LG-V500|LG-V410|LG-V400|LG-VK810\\b",FujitsuTablet:"Android.*\\b(F-01D|F-02F|F-05E|F-10D|M532|Q572)\\b",PrestigioTablet:"PMP3170B|PMP3270B|PMP3470B|PMP7170B|PMP3370B|PMP3570C|PMP5870C|PMP3670B|PMP5570C|PMP5770D|PMP3970B|PMP3870C|PMP5580C|PMP5880D|PMP5780D|PMP5588C|PMP7280C|PMP7280C3G|PMP7280|PMP7880D|PMP5597D|PMP5597|PMP7100D|PER3464|PER3274|PER3574|PER3884|PER5274|PER5474|PMP5097CPRO|PMP5097|PMP7380D|PMP5297C|PMP5297C_QUAD|PMP812E|PMP812E3G|PMP812F|PMP810E|PMP880TD|PMT3017|PMT3037|PMT3047|PMT3057|PMT7008|PMT5887|PMT5001|PMT5002",LenovoTablet:"Lenovo TAB|Idea(Tab|Pad)( A1|A10| K1|)|ThinkPad([ ]+)?Tablet|YT3-850M|YT3-X90L|YT3-X90F|YT3-X90X|Lenovo.*(S2109|S2110|S5000|S6000|K3011|A3000|A3500|A1000|A2107|A2109|A1107|A5500|A7600|B6000|B8000|B8080)(-|)(FL|F|HV|H|)|TB-X103F|TB-X304X|TB-X304F|TB-X304L|TB-X505F|TB-X505L|TB-X505X|TB-X605F|TB-X605L|TB-8703F|TB-8703X|TB-8703N|TB-8704N|TB-8704F|TB-8704X|TB-8704V|TB-7304F|TB-7304I|TB-7304X|Tab2A7-10F|Tab2A7-20F|TB2-X30L|YT3-X50L|YT3-X50F|YT3-X50M|YT-X705F|YT-X703F|YT-X703L|YT-X705L|YT-X705X|TB2-X30F|TB2-X30L|TB2-X30M|A2107A-F|A2107A-H|TB3-730F|TB3-730M|TB3-730X|TB-7504F|TB-7504X|TB-X704F|TB-X104F|TB3-X70F|TB-X705F|TB-8504F|TB3-X70L|TB3-710F|TB-X704L",DellTablet:"Venue 11|Venue 8|Venue 7|Dell Streak 10|Dell Streak 7",YarvikTablet:"Android.*\\b(TAB210|TAB211|TAB224|TAB250|TAB260|TAB264|TAB310|TAB360|TAB364|TAB410|TAB411|TAB420|TAB424|TAB450|TAB460|TAB461|TAB464|TAB465|TAB467|TAB468|TAB07-100|TAB07-101|TAB07-150|TAB07-151|TAB07-152|TAB07-200|TAB07-201-3G|TAB07-210|TAB07-211|TAB07-212|TAB07-214|TAB07-220|TAB07-400|TAB07-485|TAB08-150|TAB08-200|TAB08-201-3G|TAB08-201-30|TAB09-100|TAB09-211|TAB09-410|TAB10-150|TAB10-201|TAB10-211|TAB10-400|TAB10-410|TAB13-201|TAB274EUK|TAB275EUK|TAB374EUK|TAB462EUK|TAB474EUK|TAB9-200)\\b",MedionTablet:"Android.*\\bOYO\\b|LIFE.*(P9212|P9514|P9516|S9512)|LIFETAB",ArnovaTablet:"97G4|AN10G2|AN7bG3|AN7fG3|AN8G3|AN8cG3|AN7G3|AN9G3|AN7dG3|AN7dG3ST|AN7dG3ChildPad|AN10bG3|AN10bG3DT|AN9G2",IntensoTablet:"INM8002KP|INM1010FP|INM805ND|Intenso Tab|TAB1004",IRUTablet:"M702pro",MegafonTablet:"MegaFon V9|\\bZTE V9\\b|Android.*\\bMT7A\\b",EbodaTablet:"E-Boda (Supreme|Impresspeed|Izzycomm|Essential)",AllViewTablet:"Allview.*(Viva|Alldro|City|Speed|All TV|Frenzy|Quasar|Shine|TX1|AX1|AX2)",ArchosTablet:"\\b(101G9|80G9|A101IT)\\b|Qilive 97R|Archos5|\\bARCHOS (70|79|80|90|97|101|FAMILYPAD|)(b|c|)(G10| Cobalt| TITANIUM(HD|)| Xenon| Neon|XSK| 2| XS 2| PLATINUM| CARBON|GAMEPAD)\\b",AinolTablet:"NOVO7|NOVO8|NOVO10|Novo7Aurora|Novo7Basic|NOVO7PALADIN|novo9-Spark",NokiaLumiaTablet:"Lumia 2520",SonyTablet:"Sony.*Tablet|Xperia Tablet|Sony Tablet S|SO-03E|SGPT12|SGPT13|SGPT114|SGPT121|SGPT122|SGPT123|SGPT111|SGPT112|SGPT113|SGPT131|SGPT132|SGPT133|SGPT211|SGPT212|SGPT213|SGP311|SGP312|SGP321|EBRD1101|EBRD1102|EBRD1201|SGP351|SGP341|SGP511|SGP512|SGP521|SGP541|SGP551|SGP621|SGP641|SGP612|SOT31|SGP771|SGP611|SGP612|SGP712",PhilipsTablet:"\\b(PI2010|PI3000|PI3100|PI3105|PI3110|PI3205|PI3210|PI3900|PI4010|PI7000|PI7100)\\b",CubeTablet:"Android.*(K8GT|U9GT|U10GT|U16GT|U17GT|U18GT|U19GT|U20GT|U23GT|U30GT)|CUBE U8GT",CobyTablet:"MID1042|MID1045|MID1125|MID1126|MID7012|MID7014|MID7015|MID7034|MID7035|MID7036|MID7042|MID7048|MID7127|MID8042|MID8048|MID8127|MID9042|MID9740|MID9742|MID7022|MID7010",MIDTablet:"M9701|M9000|M9100|M806|M1052|M806|T703|MID701|MID713|MID710|MID727|MID760|MID830|MID728|MID933|MID125|MID810|MID732|MID120|MID930|MID800|MID731|MID900|MID100|MID820|MID735|MID980|MID130|MID833|MID737|MID960|MID135|MID860|MID736|MID140|MID930|MID835|MID733|MID4X10",MSITablet:"MSI \\b(Primo 73K|Primo 73L|Primo 81L|Primo 77|Primo 93|Primo 75|Primo 76|Primo 73|Primo 81|Primo 91|Primo 90|Enjoy 71|Enjoy 7|Enjoy 10)\\b",SMiTTablet:"Android.*(\\bMID\\b|MID-560|MTV-T1200|MTV-PND531|MTV-P1101|MTV-PND530)",RockChipTablet:"Android.*(RK2818|RK2808A|RK2918|RK3066)|RK2738|RK2808A",FlyTablet:"IQ310|Fly Vision",bqTablet:"Android.*(bq)?.*\\b(Elcano|Curie|Edison|Maxwell|Kepler|Pascal|Tesla|Hypatia|Platon|Newton|Livingstone|Cervantes|Avant|Aquaris ([E|M]10|M8))\\b|Maxwell.*Lite|Maxwell.*Plus",HuaweiTablet:"MediaPad|MediaPad 7 Youth|IDEOS S7|S7-201c|S7-202u|S7-101|S7-103|S7-104|S7-105|S7-106|S7-201|S7-Slim|M2-A01L|BAH-L09|BAH-W09|AGS-L09|CMR-AL19",NecTablet:"\\bN-06D|\\bN-08D",PantechTablet:"Pantech.*P4100",BronchoTablet:"Broncho.*(N701|N708|N802|a710)",VersusTablet:"TOUCHPAD.*[78910]|\\bTOUCHTAB\\b",ZyncTablet:"z1000|Z99 2G|z930|z990|z909|Z919|z900",PositivoTablet:"TB07STA|TB10STA|TB07FTA|TB10FTA",NabiTablet:"Android.*\\bNabi",KoboTablet:"Kobo Touch|\\bK080\\b|\\bVox\\b Build|\\bArc\\b Build",DanewTablet:"DSlide.*\\b(700|701R|702|703R|704|802|970|971|972|973|974|1010|1012)\\b",TexetTablet:"NaviPad|TB-772A|TM-7045|TM-7055|TM-9750|TM-7016|TM-7024|TM-7026|TM-7041|TM-7043|TM-7047|TM-8041|TM-9741|TM-9747|TM-9748|TM-9751|TM-7022|TM-7021|TM-7020|TM-7011|TM-7010|TM-7023|TM-7025|TM-7037W|TM-7038W|TM-7027W|TM-9720|TM-9725|TM-9737W|TM-1020|TM-9738W|TM-9740|TM-9743W|TB-807A|TB-771A|TB-727A|TB-725A|TB-719A|TB-823A|TB-805A|TB-723A|TB-715A|TB-707A|TB-705A|TB-709A|TB-711A|TB-890HD|TB-880HD|TB-790HD|TB-780HD|TB-770HD|TB-721HD|TB-710HD|TB-434HD|TB-860HD|TB-840HD|TB-760HD|TB-750HD|TB-740HD|TB-730HD|TB-722HD|TB-720HD|TB-700HD|TB-500HD|TB-470HD|TB-431HD|TB-430HD|TB-506|TB-504|TB-446|TB-436|TB-416|TB-146SE|TB-126SE",PlaystationTablet:"Playstation.*(Portable|Vita)",TrekstorTablet:"ST10416-1|VT10416-1|ST70408-1|ST702xx-1|ST702xx-2|ST80208|ST97216|ST70104-2|VT10416-2|ST10216-2A|SurfTab",PyleAudioTablet:"\\b(PTBL10CEU|PTBL10C|PTBL72BC|PTBL72BCEU|PTBL7CEU|PTBL7C|PTBL92BC|PTBL92BCEU|PTBL9CEU|PTBL9CUK|PTBL9C)\\b",AdvanTablet:"Android.* \\b(E3A|T3X|T5C|T5B|T3E|T3C|T3B|T1J|T1F|T2A|T1H|T1i|E1C|T1-E|T5-A|T4|E1-B|T2Ci|T1-B|T1-D|O1-A|E1-A|T1-A|T3A|T4i)\\b ",DanyTechTablet:"Genius Tab G3|Genius Tab S2|Genius Tab Q3|Genius Tab G4|Genius Tab Q4|Genius Tab G-II|Genius TAB GII|Genius TAB GIII|Genius Tab S1",GalapadTablet:"Android [0-9.]+; [a-z-]+; \\bG1\\b",MicromaxTablet:"Funbook|Micromax.*\\b(P250|P560|P360|P362|P600|P300|P350|P500|P275)\\b",KarbonnTablet:"Android.*\\b(A39|A37|A34|ST8|ST10|ST7|Smart Tab3|Smart Tab2)\\b",AllFineTablet:"Fine7 Genius|Fine7 Shine|Fine7 Air|Fine8 Style|Fine9 More|Fine10 Joy|Fine11 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1027",HCLTablet:"HCL.*Tablet|Connect-3G-2.0|Connect-2G-2.0|ME Tablet U1|ME Tablet U2|ME Tablet G1|ME Tablet X1|ME Tablet Y2|ME Tablet Sync",DPSTablet:"DPS Dream 9|DPS Dual 7",VistureTablet:"V97 HD|i75 3G|Visture V4( HD)?|Visture V5( HD)?|Visture V10",CrestaTablet:"CTP(-)?810|CTP(-)?818|CTP(-)?828|CTP(-)?838|CTP(-)?888|CTP(-)?978|CTP(-)?980|CTP(-)?987|CTP(-)?988|CTP(-)?989",MediatekTablet:"\\bMT8125|MT8389|MT8135|MT8377\\b",ConcordeTablet:"Concorde([ ]+)?Tab|ConCorde ReadMan",GoCleverTablet:"GOCLEVER TAB|A7GOCLEVER|M1042|M7841|M742|R1042BK|R1041|TAB A975|TAB A7842|TAB A741|TAB A741L|TAB M723G|TAB M721|TAB A1021|TAB I921|TAB R721|TAB I720|TAB T76|TAB R70|TAB R76.2|TAB R106|TAB R83.2|TAB M813G|TAB I721|GCTA722|TAB I70|TAB I71|TAB S73|TAB R73|TAB R74|TAB R93|TAB R75|TAB R76.1|TAB A73|TAB A93|TAB A93.2|TAB T72|TAB R83|TAB R974|TAB R973|TAB A101|TAB A103|TAB A104|TAB A104.2|R105BK|M713G|A972BK|TAB A971|TAB R974.2|TAB R104|TAB R83.3|TAB A1042",ModecomTablet:"FreeTAB 9000|FreeTAB 7.4|FreeTAB 7004|FreeTAB 7800|FreeTAB 2096|FreeTAB 7.5|FreeTAB 1014|FreeTAB 1001 |FreeTAB 8001|FreeTAB 9706|FreeTAB 9702|FreeTAB 7003|FreeTAB 7002|FreeTAB 1002|FreeTAB 7801|FreeTAB 1331|FreeTAB 1004|FreeTAB 8002|FreeTAB 8014|FreeTAB 9704|FreeTAB 1003",VoninoTablet:"\\b(Argus[ _]?S|Diamond[ _]?79HD|Emerald[ _]?78E|Luna[ _]?70C|Onyx[ _]?S|Onyx[ _]?Z|Orin[ _]?HD|Orin[ _]?S|Otis[ _]?S|SpeedStar[ _]?S|Magnet[ _]?M9|Primus[ _]?94[ _]?3G|Primus[ _]?94HD|Primus[ _]?QS|Android.*\\bQ8\\b|Sirius[ _]?EVO[ _]?QS|Sirius[ _]?QS|Spirit[ _]?S)\\b",ECSTablet:"V07OT2|TM105A|S10OT1|TR10CS1",StorexTablet:"eZee[_']?(Tab|Go)[0-9]+|TabLC7|Looney Tunes Tab",VodafoneTablet:"SmartTab([ ]+)?[0-9]+|SmartTabII10|SmartTabII7|VF-1497|VFD 1400",EssentielBTablet:"Smart[ ']?TAB[ ]+?[0-9]+|Family[ ']?TAB2",RossMoorTablet:"RM-790|RM-997|RMD-878G|RMD-974R|RMT-705A|RMT-701|RME-601|RMT-501|RMT-711",iMobileTablet:"i-mobile i-note",TolinoTablet:"tolino tab [0-9.]+|tolino shine",AudioSonicTablet:"\\bC-22Q|T7-QC|T-17B|T-17P\\b",AMPETablet:"Android.* A78 ",SkkTablet:"Android.* (SKYPAD|PHOENIX|CYCLOPS)",TecnoTablet:"TECNO P9|TECNO DP8D",JXDTablet:"Android.* \\b(F3000|A3300|JXD5000|JXD3000|JXD2000|JXD300B|JXD300|S5800|S7800|S602b|S5110b|S7300|S5300|S602|S603|S5100|S5110|S601|S7100a|P3000F|P3000s|P101|P200s|P1000m|P200m|P9100|P1000s|S6600b|S908|P1000|P300|S18|S6600|S9100)\\b",iJoyTablet:"Tablet (Spirit 7|Essentia|Galatea|Fusion|Onix 7|Landa|Titan|Scooby|Deox|Stella|Themis|Argon|Unique 7|Sygnus|Hexen|Finity 7|Cream|Cream X2|Jade|Neon 7|Neron 7|Kandy|Scape|Saphyr 7|Rebel|Biox|Rebel|Rebel 8GB|Myst|Draco 7|Myst|Tab7-004|Myst|Tadeo Jones|Tablet Boing|Arrow|Draco Dual Cam|Aurix|Mint|Amity|Revolution|Finity 9|Neon 9|T9w|Amity 4GB Dual Cam|Stone 4GB|Stone 8GB|Andromeda|Silken|X2|Andromeda II|Halley|Flame|Saphyr 9,7|Touch 8|Planet|Triton|Unique 10|Hexen 10|Memphis 4GB|Memphis 8GB|Onix 10)",FX2Tablet:"FX2 PAD7|FX2 PAD10",XoroTablet:"KidsPAD 701|PAD[ ]?712|PAD[ ]?714|PAD[ ]?716|PAD[ ]?717|PAD[ ]?718|PAD[ ]?720|PAD[ ]?721|PAD[ ]?722|PAD[ ]?790|PAD[ ]?792|PAD[ ]?900|PAD[ ]?9715D|PAD[ ]?9716DR|PAD[ ]?9718DR|PAD[ ]?9719QR|PAD[ ]?9720QR|TelePAD1030|Telepad1032|TelePAD730|TelePAD731|TelePAD732|TelePAD735Q|TelePAD830|TelePAD9730|TelePAD795|MegaPAD 1331|MegaPAD 1851|MegaPAD 2151",ViewsonicTablet:"ViewPad 10pi|ViewPad 10e|ViewPad 10s|ViewPad E72|ViewPad7|ViewPad E100|ViewPad 7e|ViewSonic VB733|VB100a",VerizonTablet:"QTAQZ3|QTAIR7|QTAQTZ3|QTASUN1|QTASUN2|QTAXIA1",OdysTablet:"LOOX|XENO10|ODYS[ -](Space|EVO|Xpress|NOON)|\\bXELIO\\b|Xelio10Pro|XELIO7PHONETAB|XELIO10EXTREME|XELIOPT2|NEO_QUAD10",CaptivaTablet:"CAPTIVA PAD",IconbitTablet:"NetTAB|NT-3702|NT-3702S|NT-3702S|NT-3603P|NT-3603P|NT-0704S|NT-0704S|NT-3805C|NT-3805C|NT-0806C|NT-0806C|NT-0909T|NT-0909T|NT-0907S|NT-0907S|NT-0902S|NT-0902S",TeclastTablet:"T98 4G|\\bP80\\b|\\bX90HD\\b|X98 Air|X98 Air 3G|\\bX89\\b|P80 3G|\\bX80h\\b|P98 Air|\\bX89HD\\b|P98 3G|\\bP90HD\\b|P89 3G|X98 3G|\\bP70h\\b|P79HD 3G|G18d 3G|\\bP79HD\\b|\\bP89s\\b|\\bA88\\b|\\bP10HD\\b|\\bP19HD\\b|G18 3G|\\bP78HD\\b|\\bA78\\b|\\bP75\\b|G17s 3G|G17h 3G|\\bP85t\\b|\\bP90\\b|\\bP11\\b|\\bP98t\\b|\\bP98HD\\b|\\bG18d\\b|\\bP85s\\b|\\bP11HD\\b|\\bP88s\\b|\\bA80HD\\b|\\bA80se\\b|\\bA10h\\b|\\bP89\\b|\\bP78s\\b|\\bG18\\b|\\bP85\\b|\\bA70h\\b|\\bA70\\b|\\bG17\\b|\\bP18\\b|\\bA80s\\b|\\bA11s\\b|\\bP88HD\\b|\\bA80h\\b|\\bP76s\\b|\\bP76h\\b|\\bP98\\b|\\bA10HD\\b|\\bP78\\b|\\bP88\\b|\\bA11\\b|\\bA10t\\b|\\bP76a\\b|\\bP76t\\b|\\bP76e\\b|\\bP85HD\\b|\\bP85a\\b|\\bP86\\b|\\bP75HD\\b|\\bP76v\\b|\\bA12\\b|\\bP75a\\b|\\bA15\\b|\\bP76Ti\\b|\\bP81HD\\b|\\bA10\\b|\\bT760VE\\b|\\bT720HD\\b|\\bP76\\b|\\bP73\\b|\\bP71\\b|\\bP72\\b|\\bT720SE\\b|\\bC520Ti\\b|\\bT760\\b|\\bT720VE\\b|T720-3GE|T720-WiFi",OndaTablet:"\\b(V975i|Vi30|VX530|V701|Vi60|V701s|Vi50|V801s|V719|Vx610w|VX610W|V819i|Vi10|VX580W|Vi10|V711s|V813|V811|V820w|V820|Vi20|V711|VI30W|V712|V891w|V972|V819w|V820w|Vi60|V820w|V711|V813s|V801|V819|V975s|V801|V819|V819|V818|V811|V712|V975m|V101w|V961w|V812|V818|V971|V971s|V919|V989|V116w|V102w|V973|Vi40)\\b[\\s]+|V10 \\b4G\\b",JaytechTablet:"TPC-PA762",BlaupunktTablet:"Endeavour 800NG|Endeavour 1010",DigmaTablet:"\\b(iDx10|iDx9|iDx8|iDx7|iDxD7|iDxD8|iDsQ8|iDsQ7|iDsQ8|iDsD10|iDnD7|3TS804H|iDsQ11|iDj7|iDs10)\\b",EvolioTablet:"ARIA_Mini_wifi|Aria[ _]Mini|Evolio X10|Evolio X7|Evolio X8|\\bEvotab\\b|\\bNeura\\b",LavaTablet:"QPAD E704|\\bIvoryS\\b|E-TAB IVORY|\\bE-TAB\\b",AocTablet:"MW0811|MW0812|MW0922|MTK8382|MW1031|MW0831|MW0821|MW0931|MW0712",MpmanTablet:"MP11 OCTA|MP10 OCTA|MPQC1114|MPQC1004|MPQC994|MPQC974|MPQC973|MPQC804|MPQC784|MPQC780|\\bMPG7\\b|MPDCG75|MPDCG71|MPDC1006|MP101DC|MPDC9000|MPDC905|MPDC706HD|MPDC706|MPDC705|MPDC110|MPDC100|MPDC99|MPDC97|MPDC88|MPDC8|MPDC77|MP709|MID701|MID711|MID170|MPDC703|MPQC1010",CelkonTablet:"CT695|CT888|CT[\\s]?910|CT7 Tab|CT9 Tab|CT3 Tab|CT2 Tab|CT1 Tab|C820|C720|\\bCT-1\\b",WolderTablet:"miTab \\b(DIAMOND|SPACE|BROOKLYN|NEO|FLY|MANHATTAN|FUNK|EVOLUTION|SKY|GOCAR|IRON|GENIUS|POP|MINT|EPSILON|BROADWAY|JUMP|HOP|LEGEND|NEW AGE|LINE|ADVANCE|FEEL|FOLLOW|LIKE|LINK|LIVE|THINK|FREEDOM|CHICAGO|CLEVELAND|BALTIMORE-GH|IOWA|BOSTON|SEATTLE|PHOENIX|DALLAS|IN 101|MasterChef)\\b",MediacomTablet:"M-MPI10C3G|M-SP10EG|M-SP10EGP|M-SP10HXAH|M-SP7HXAH|M-SP10HXBH|M-SP8HXAH|M-SP8MXA",MiTablet:"\\bMI PAD\\b|\\bHM NOTE 1W\\b",NibiruTablet:"Nibiru M1|Nibiru Jupiter One",NexoTablet:"NEXO NOVA|NEXO 10|NEXO AVIO|NEXO FREE|NEXO GO|NEXO EVO|NEXO 3G|NEXO SMART|NEXO KIDDO|NEXO MOBI",LeaderTablet:"TBLT10Q|TBLT10I|TBL-10WDKB|TBL-10WDKBO2013|TBL-W230V2|TBL-W450|TBL-W500|SV572|TBLT7I|TBA-AC7-8G|TBLT79|TBL-8W16|TBL-10W32|TBL-10WKB|TBL-W100",UbislateTablet:"UbiSlate[\\s]?7C",PocketBookTablet:"Pocketbook",KocasoTablet:"\\b(TB-1207)\\b",HisenseTablet:"\\b(F5281|E2371)\\b",Hudl:"Hudl HT7S3|Hudl 2",TelstraTablet:"T-Hub2",GenericTablet:"Android.*\\b97D\\b|Tablet(?!.*PC)|BNTV250A|MID-WCDMA|LogicPD Zoom2|\\bA7EB\\b|CatNova8|A1_07|CT704|CT1002|\\bM721\\b|rk30sdk|\\bEVOTAB\\b|M758A|ET904|ALUMIUM10|Smartfren Tab|Endeavour 1010|Tablet-PC-4|Tagi Tab|\\bM6pro\\b|CT1020W|arc 10HD|\\bTP750\\b|\\bQTAQZ3\\b|WVT101|TM1088|KT107"},oss:{AndroidOS:"Android",BlackBerryOS:"blackberry|\\bBB10\\b|rim tablet os",PalmOS:"PalmOS|avantgo|blazer|elaine|hiptop|palm|plucker|xiino",SymbianOS:"Symbian|SymbOS|Series60|Series40|SYB-[0-9]+|\\bS60\\b",WindowsMobileOS:"Windows CE.*(PPC|Smartphone|Mobile|[0-9]{3}x[0-9]{3})|Windows Mobile|Windows Phone [0-9.]+|WCE;",WindowsPhoneOS:"Windows Phone 10.0|Windows Phone 8.1|Windows Phone 8.0|Windows Phone OS|XBLWP7|ZuneWP7|Windows NT 6.[23]; ARM;",iOS:"\\biPhone.*Mobile|\\biPod|\\biPad|AppleCoreMedia",iPadOS:"CPU OS 13",SailfishOS:"Sailfish",MeeGoOS:"MeeGo",MaemoOS:"Maemo",JavaOS:"J2ME/|\\bMIDP\\b|\\bCLDC\\b",webOS:"webOS|hpwOS",badaOS:"\\bBada\\b",BREWOS:"BREW"},uas:{Chrome:"\\bCrMo\\b|CriOS|Android.*Chrome/[.0-9]* (Mobile)?",Dolfin:"\\bDolfin\\b",Opera:"Opera.*Mini|Opera.*Mobi|Android.*Opera|Mobile.*OPR/[0-9.]+$|Coast/[0-9.]+",Skyfire:"Skyfire",Edge:"\\bEdgiOS\\b|Mobile Safari/[.0-9]* Edge",IE:"IEMobile|MSIEMobile",Firefox:"fennec|firefox.*maemo|(Mobile|Tablet).*Firefox|Firefox.*Mobile|FxiOS",Bolt:"bolt",TeaShark:"teashark",Blazer:"Blazer",Safari:"Version((?!\\bEdgiOS\\b).)*Mobile.*Safari|Safari.*Mobile|MobileSafari",WeChat:"\\bMicroMessenger\\b",UCBrowser:"UC.*Browser|UCWEB",baiduboxapp:"baiduboxapp",baidubrowser:"baidubrowser",DiigoBrowser:"DiigoBrowser",Mercury:"\\bMercury\\b",ObigoBrowser:"Obigo",NetFront:"NF-Browser",GenericBrowser:"NokiaBrowser|OviBrowser|OneBrowser|TwonkyBeamBrowser|SEMC.*Browser|FlyFlow|Minimo|NetFront|Novarra-Vision|MQQBrowser|MicroMessenger",PaleMoon:"Android.*PaleMoon|Mobile.*PaleMoon"},props:{Mobile:"Mobile/[VER]",Build:"Build/[VER]",Version:"Version/[VER]",VendorID:"VendorID/[VER]",iPad:"iPad.*CPU[a-z ]+[VER]",iPhone:"iPhone.*CPU[a-z ]+[VER]",iPod:"iPod.*CPU[a-z ]+[VER]",Kindle:"Kindle/[VER]",Chrome:["Chrome/[VER]","CriOS/[VER]","CrMo/[VER]"],Coast:["Coast/[VER]"],Dolfin:"Dolfin/[VER]",Firefox:["Firefox/[VER]","FxiOS/[VER]"],Fennec:"Fennec/[VER]",Edge:"Edge/[VER]",IE:["IEMobile/[VER];","IEMobile [VER]","MSIE [VER];","Trident/[0-9.]+;.*rv:[VER]"],NetFront:"NetFront/[VER]",NokiaBrowser:"NokiaBrowser/[VER]",Opera:[" OPR/[VER]","Opera Mini/[VER]","Version/[VER]"],"Opera Mini":"Opera Mini/[VER]","Opera Mobi":"Version/[VER]",UCBrowser:["UCWEB[VER]","UC.*Browser/[VER]"],MQQBrowser:"MQQBrowser/[VER]",MicroMessenger:"MicroMessenger/[VER]",baiduboxapp:"baiduboxapp/[VER]",baidubrowser:"baidubrowser/[VER]",SamsungBrowser:"SamsungBrowser/[VER]",Iron:"Iron/[VER]",Safari:["Version/[VER]","Safari/[VER]"],Skyfire:"Skyfire/[VER]",Tizen:"Tizen/[VER]",Webkit:"webkit[ /][VER]",PaleMoon:"PaleMoon/[VER]",SailfishBrowser:"SailfishBrowser/[VER]",Gecko:"Gecko/[VER]",Trident:"Trident/[VER]",Presto:"Presto/[VER]",Goanna:"Goanna/[VER]",iOS:" \\bi?OS\\b [VER][ ;]{1}",Android:"Android [VER]",Sailfish:"Sailfish [VER]",BlackBerry:["BlackBerry[\\w]+/[VER]","BlackBerry.*Version/[VER]","Version/[VER]"],BREW:"BREW [VER]",Java:"Java/[VER]","Windows Phone OS":["Windows Phone OS [VER]","Windows Phone [VER]"],"Windows Phone":"Windows Phone [VER]","Windows CE":"Windows CE/[VER]","Windows NT":"Windows NT [VER]",Symbian:["SymbianOS/[VER]","Symbian/[VER]"],webOS:["webOS/[VER]","hpwOS/[VER];"]},utils:{Bot:"Googlebot|facebookexternalhit|Google-AMPHTML|s~amp-validator|AdsBot-Google|Google Keyword Suggestion|Facebot|YandexBot|YandexMobileBot|bingbot|ia_archiver|AhrefsBot|Ezooms|GSLFbot|WBSearchBot|Twitterbot|TweetmemeBot|Twikle|PaperLiBot|Wotbox|UnwindFetchor|Exabot|MJ12bot|YandexImages|TurnitinBot|Pingdom|contentkingapp|AspiegelBot",MobileBot:"Googlebot-Mobile|AdsBot-Google-Mobile|YahooSeeker/M1A1-R2D2",DesktopMode:"WPDesktop",TV:"SonyDTV|HbbTV",WebKit:"(webkit)[ /]([\\w.]+)",Console:"\\b(Nintendo|Nintendo WiiU|Nintendo 3DS|Nintendo Switch|PLAYSTATION|Xbox)\\b",Watch:"SM-V700"}},g.detectMobileBrowsers={fullPattern:/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i,
shortPattern:/1207|6310|6590|3gso|4thp|50[1-6]i|770s|802s|a wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i,tabletPattern:/android|ipad|playbook|silk/i};var h,i=Object.prototype.hasOwnProperty;return g.FALLBACK_PHONE="UnknownPhone",g.FALLBACK_TABLET="UnknownTablet",g.FALLBACK_MOBILE="UnknownMobile",h="isArray"in Array?Array.isArray:function(a){return"[object Array]"===Object.prototype.toString.call(a)},function(){var a,b,c,e,f,j,k=g.mobileDetectRules;for(a in k.props)if(i.call(k.props,a)){for(b=k.props[a],h(b)||(b=[b]),f=b.length,e=0;e<f;++e)c=b[e],j=c.indexOf("[VER]"),j>=0&&(c=c.substring(0,j)+"([\\w._\\+]+)"+c.substring(j+5)),b[e]=new RegExp(c,"i");k.props[a]=b}d(k.oss),d(k.phones),d(k.tablets),d(k.uas),d(k.utils),k.oss0={WindowsPhoneOS:k.oss.WindowsPhoneOS,WindowsMobileOS:k.oss.WindowsMobileOS}}(),g.findMatch=function(a,b){for(var c in a)if(i.call(a,c)&&a[c].test(b))return c;return null},g.findMatches=function(a,b){var c=[];for(var d in a)i.call(a,d)&&a[d].test(b)&&c.push(d);return c},g.getVersionStr=function(a,b){var c,d,e,f,h=g.mobileDetectRules.props;if(i.call(h,a))for(c=h[a],e=c.length,d=0;d<e;++d)if(f=c[d].exec(b),null!==f)return f[1];return null},g.getVersion=function(a,b){var c=g.getVersionStr(a,b);return c?g.prepareVersionNo(c):NaN},g.prepareVersionNo=function(a){var b;return b=a.split(/[a-z._ \/\-]/i),1===b.length&&(a=b[0]),b.length>1&&(a=b[0]+".",b.shift(),a+=b.join("")),Number(a)},g.isMobileFallback=function(a){return g.detectMobileBrowsers.fullPattern.test(a)||g.detectMobileBrowsers.shortPattern.test(a.substr(0,4))},g.isTabletFallback=function(a){return g.detectMobileBrowsers.tabletPattern.test(a)},g.prepareDetectionCache=function(a,c,d){if(a.mobile===b){var e,h,i;return(h=g.findMatch(g.mobileDetectRules.tablets,c))?(a.mobile=a.tablet=h,void(a.phone=null)):(e=g.findMatch(g.mobileDetectRules.phones,c))?(a.mobile=a.phone=e,void(a.tablet=null)):void(g.isMobileFallback(c)?(i=f.isPhoneSized(d),i===b?(a.mobile=g.FALLBACK_MOBILE,a.tablet=a.phone=null):i?(a.mobile=a.phone=g.FALLBACK_PHONE,a.tablet=null):(a.mobile=a.tablet=g.FALLBACK_TABLET,a.phone=null)):g.isTabletFallback(c)?(a.mobile=a.tablet=g.FALLBACK_TABLET,a.phone=null):a.mobile=a.tablet=a.phone=null)}},g.mobileGrade=function(a){var b=null!==a.mobile();return a.os("iOS")&&a.version("iPad")>=4.3||a.os("iOS")&&a.version("iPhone")>=3.1||a.os("iOS")&&a.version("iPod")>=3.1||a.version("Android")>2.1&&a.is("Webkit")||a.version("Windows Phone OS")>=7||a.is("BlackBerry")&&a.version("BlackBerry")>=6||a.match("Playbook.*Tablet")||a.version("webOS")>=1.4&&a.match("Palm|Pre|Pixi")||a.match("hp.*TouchPad")||a.is("Firefox")&&a.version("Firefox")>=12||a.is("Chrome")&&a.is("AndroidOS")&&a.version("Android")>=4||a.is("Skyfire")&&a.version("Skyfire")>=4.1&&a.is("AndroidOS")&&a.version("Android")>=2.3||a.is("Opera")&&a.version("Opera Mobi")>11&&a.is("AndroidOS")||a.is("MeeGoOS")||a.is("Tizen")||a.is("Dolfin")&&a.version("Bada")>=2||(a.is("UC Browser")||a.is("Dolfin"))&&a.version("Android")>=2.3||a.match("Kindle 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