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Before setting up a robot, confirm that you have permission to automate access to the specific Flipkart pages and collect the data for your intended use. Flipkart’s published Stories Terms of Use, last updated November 20, 2025, prohibit using a page-scrape, robot, spider, or other automatic means to access, acquire, copy, or monitor covered site content through means not purposely made available. Its seller-platform terms also contain an automated-access prohibition. Browse AI’s setup guides explain how to capture a repeating list; they do not grant permission to scrape Flipkart. If you have applicable authorization or an approved data route, use the workflow below to configure and validate a listing capture.
What to check before you build a Browse AI robot
Flipkart’s published restrictions make permission a prerequisite, not a setting to work around. Browse AI cautions that website terms and applicable law govern extracted data and recommends checking terms and robots.txt and using reasonable rate limits. Neither a robot’s technical capabilities nor a page’s accessibility establishes that a particular extraction is allowed.
The published terms establish their stated restrictions; they do not establish whether you have separate written authorization, whether an approved data interface covers your use, or how the terms apply to a particular situation. Confirm the route that applies to your purpose before creating or running an automated capture. This guide describes Browse AI controls for an authorized page, not permission to scrape Flipkart.
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Use Table Studio when the data is already visible
Browse AI distinguishes Table Studio for data already visible on a page from Robot Studio when the workflow requires actions such as clicking, typing, or logging in. For a straightforward repeating listing, choose a structured list-capture workflow if the page and your authorization support it.
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Use Robot Studio when interaction is needed
If an authorized page requires interaction before the list appears, open Robot Studio and let the page load. Browse AI documents recording an interaction sequence when an initial click reveals the list or its controls. Add that complexity only if the permitted target page actually requires it.
How to capture an authorized product listing
- Open the authorized listing page. In Browse AI, create a robot for structured extraction. Choose the training mode based on whether the required information is already visible or requires interaction.
- Select the repeated cards or rows. In Robot Studio, choose Capture Text → From a list, then select the repeating product cards or rows that represent the dataset. Browse AI describes “From a list” as intended for repeating information such as product listings and search results.
- Review and label the fields. Inspect the proposed structure and give columns names that suit your analysis. Browse AI’s documented examples include product name, price, image URL, star rating, short description, and product URL. Select only fields you are authorized to collect.
- Match pagination to the page behavior.
- Choose Click next for a next button, arrow, or page number.
- Choose Click load more for a “Load more” or “Show more” control.
- Choose Scroll down when more items appear as the user scrolls.
- Choose No more items when the items you need are already visible and there is no further list to traverse.
- Set a bounded capture size and save the list. Choose how many items to capture, save the list, and finish the robot.
- Run it and inspect the output. Check whether the expected item count, fields, and page transitions appear. This is a validation step, not a claim that the workflow has been tested on Flipkart.
How do I paginate a product list in Browse AI?
Choose the pagination option that matches the control the authorized page actually presents: Click next for discrete pages, Click load more for a button that appends items, Scroll down for items revealed on scroll, or No more items when no additional items are required. If a click is needed just to reveal the list or its pagination controls, record that interaction in Robot Studio first, then configure list pagination.
Can Browse AI capture prices and product URLs from a listing page?
Browse AI’s list-capture examples include product names, prices, image URLs, ratings, short descriptions, and product URLs. Whether any particular field is visible on a specific listing page, captured correctly, or authorized for your use depends on that page and your permission. Inspect the resulting columns rather than assuming every card exposes the same fields.
Listing cards and product detail pages are different captures
A listing robot is for repeated cards or rows. If the fields you need appear only on individual product pages, Browse AI documents a two-robot deep-scraping pattern: Robot A captures listing data and product URLs; Robot B visits each detail URL to collect additional fields; a workflow connects the stages. Documented examples of detail-page data include specifications, reviews, stock levels, and shipping options. These examples do not guarantee that Flipkart exposes those fields or that you are authorized to collect them.
Validate output and troubleshoot the workflow
- Unexpected or missing columns: Review the selected list pattern and proposed fields in the capture setup. Confirm that the values you want are actually present in the selected cards and that the fields are labeled as intended.
- Only the first page appears: Check whether the target uses page numbers, a load-more button, or scroll-triggered items, then select the matching pagination behavior. If controls appear only after an interaction, record that interaction before setting pagination.
- Too few or too many rows: Recheck the selected repeated cards or rows and the bounded item count. Inspect the run’s output instead of assuming the configured count reflects what the page returned.
- Detail-page fields are absent: A listing capture does not automatically collect fields that exist only on product pages. For an authorized use, consider the documented two-robot workflow linking captured product URLs to a separate detail-page robot.
- Access or terms are unclear: Do not treat a successful run, a page being publicly visible, or a robots.txt entry as authorization. Verify the applicable permission or approved route before running automated extraction.
Or skip the browser setup
ScreenshotNeo is a website screenshot API, not a structured product-list scraper: it returns a page image or PDF rather than a table of product fields. It can be useful when your authorized need is a visual record of a page, not extracted prices or URLs. One GET request takes a screenshot:
curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://www.flipkart.com/ -o shot.webpSee the ScreenshotNeo API documentation for request options. ScreenshotNeo accepts cookie/consent banners and removes more than 60 known consent platforms, newsletter popups, and chat widgets before capture; each step can be turned off. Bot checks/CAPTCHAs, blank pages, timeouts, failed loads, and cache hits are not billed, and response headers identify the page verdict and billing status. Its MCP server provides take_screenshot, get_page_info, and capture_pdf tools for AI agents. The free plan includes 1,000 shots per month with no card; paid plans start at $5 for 3,000 shots. A screenshot does not authorize access to Flipkart or replace permission to collect its content. Sign up for free ScreenshotNeo shots.
Sources and scope
Browse AI Help Center documentation includes a September 1, 2026 guide stating: “’From a list’ is best for repeating information like product listings or search results.” Its documentation describes the capture modes, fields, pagination choices, and linked-robot deep-scraping workflow discussed above. Flipkart’s Stories Terms of Use were last updated November 20, 2025; its seller-platform terms also address automated access. Terms and interface behavior may change, so confirm the applicable current terms and approved route for your use before acting.
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