First, check permission: Flipkart’s published terms restrict automated scraping. Do not create or run a Browse AI robot on Flipkart unless you have authorization or an approved data route that covers your specific use. If you are authorized to automate access to the page, Browse AI’s documented Capture Text → From a list workflow can structure repeated product cards or rows into fields such as names, prices, ratings, and product URLs.
Can you scrape Flipkart product listings with Browse AI?
Browse AI documents a way to capture repeated information from a page. That describes what the tool can do; it does not establish permission to use it on Flipkart. Flipkart’s 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. The seller-platform terms also contain an automated-access prohibition.
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Browse AI likewise cautions that website terms and applicable law govern the use of extracted data, and advises checking terms and robots.txt and using reasonable rate limits. A technical workflow is not permission. Before setting up or running a robot, verify that you have authorization or an approved data route applicable to your purpose, the relevant pages, and the data you intend to collect. The published terms alone do not establish whether a particular reader has separate written authorization or whether an approved route covers their use.
How do I set up Browse AI for an authorized listing page?
Use this workflow only on a page you are authorized to automate. Browse AI describes two starting points: Table Studio when the needed data is already visible, and Robot Studio when the page requires actions such as clicking, typing, or logging in. The list-capture steps below use Robot Studio.
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- Open Robot Studio and load the authorized page. Start from its origin URL. If reaching the listing requires an interaction, let the page load and record only the necessary interaction.
- Choose the repeated items. Select Capture Text → From a list, then select the repeated cards or rows that form the listing. Browse AI describes “From a list” as suited to repeating information such as product listings or search results.
- Review and label the fields. Inspect the proposed table and give its columns useful names. Browse AI’s examples include product name, price, image URL, star rating, short description, and product URL. Capture only fields you are authorized to collect.
- Match pagination to the page. Choose the control that corresponds to what a user sees: a next button, arrow, or page number; a “Load more” or “Show more” button; scrolling that reveals more items; or no further items when the needed records are already visible.
- Set a bounded item count and save. Choose how many items to capture, save the list, and finish the robot.
- Run it and inspect the result. Check that the expected number of records and fields appear and that each page transition behaves as intended. This is a validation step, not a guarantee that the workflow will work on Flipkart or that a run is authorized.
How do I choose the right pagination setting?
| What the authorized page does | Browse AI pagination choice | What to verify in the run |
|---|---|---|
| Displays a next button, arrow, or numbered page link | Click next | Confirm the robot advances to the next results page and captures new records. |
| Reveals more records through a “Load more” or “Show more” control | Click load more | Confirm the control is activated and additional cards appear before capture continues. |
| Loads additional records as the page is scrolled | Scroll down | Confirm scrolling reveals new items and that the capture does not stop before the intended limit. |
| The needed records are already visible, with no more items to retrieve | No more items | Confirm that the visible list is the complete authorized scope for this run. |
If a click is needed to reveal the list or its pagination controls, Browse AI documents recording that interaction before configuring list pagination. Add such a step only when the authorized page actually requires it.
Can Browse AI capture product prices and URLs from a listing page?
Browse AI’s list-capture examples include prices and product URLs, as well as names, image URLs, ratings, and short descriptions. Whether a particular page exposes a field in a form the robot can capture is a page-specific matter; inspect the proposed fields and the run output rather than assuming every listing contains every value. Permission to collect and use each field must also apply to your intended use.
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When do you need a second robot for product details?
A listing robot is for repeated cards or rows. If the fields you need appear only after opening individual product pages, Browse AI documents a two-robot deep-scraping pattern:
- Robot A captures authorized listing data and product URLs.
- Robot B visits each detail URL and captures additional fields.
- A workflow connects the listing output to the detail-page captures.
Browse AI gives specifications, reviews, stock levels, and shipping options as examples of detail-page data. Those examples do not guarantee that any such field is exposed on Flipkart or that collecting it is authorized.
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Or skip the browser setup
For a screenshot rather than a structured product table, ScreenshotNeo offers a one-request website screenshot API. It does not replace Browse AI list extraction: a screenshot is an image or PDF, not rows of product names and prices. Where a visual record is what you need, use the API call below. See the ScreenshotNeo documentation for the API.
curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://stripe.com -o shot.webpReplace the example target URL with the page you are authorized to capture. ScreenshotNeo can accept cookie or consent banners like a visitor and remove 60+ known consent platforms, newsletter popups, and chat widgets before capture; each cleanup step can be turned off. Bot checks, blank pages, timeouts, failed loads, and cache hits cost nothing, and each response identifies the page verdict and billing status in headers. Its MCP server gives AI agents tools to take screenshots, get page information, and capture PDFs. The free plan includes 1,000 shots per month with no card; paid plans start at $5 for 3,000 shots.
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Troubleshooting an authorized capture
- The robot captures one card instead of the whole list: Revisit the list selection and select the repeated card or row pattern, not just a single item. Inspect the resulting proposed table before finishing.
- Later pages are missing: Check whether the page uses a next control, load-more button, or scroll-to-load behavior, then choose the matching pagination option. If an interaction reveals the list or its controls, record that step before setting pagination.
- Some columns are empty or inconsistent: Review the selected fields and the page’s visible content. Do not assume a field is present on every card; inspect a run and adjust the field selection to the data actually exposed.
- Detail-page fields do not appear in the listing output: Those fields may require opening product pages. Use a separate detail-page robot connected to the listing URLs only if your authorization covers that access and collection.
- The robot cannot reach or use the target page: Do not attempt to evade access controls or expand the collection scope. Check the authorized access route and its conditions with the site or data provider before proceeding.
Frequently Asked Questions
Does a successful Browse AI run mean Flipkart allows the scraping?
No. A successful capture demonstrates only that the tool returned data; it does not establish permission under Flipkart’s terms or applicable law.
Can a screenshot API produce a structured product table?
No. ScreenshotNeo returns a screenshot or PDF, not extracted rows and columns.
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