This tutorial shows how to scrape Bing Maps store listings into CSV with the Bing Maps Store Scraper template for UScraper. You will import the workflow, replace the sample Bing Maps search URL, set the export path, validate the first rows, and troubleshoot common blank-field issues before running a larger keyword or location batch.
Before you start
Prerequisites, scope, and policy checks
You need UScraper installed as a local desktop app, the Bing Maps Store Scraper template, one or more Bing Maps search URLs you are allowed to process, and a folder where CSV exports can be written. The bundled workflow starts with https://www.bing.com/maps?q=cafes%20London; replace that with your own approved keyword and location combinations.
This guide covers visible Bing Maps result listings. It does not cover account dashboards, private data, login-only pages, CAPTCHA bypassing, or attempts to defeat access controls. Review the current Bing Maps terms before automation. If you need a supported contract path, compare this browser workflow against Microsoft's Bing Maps REST Services and Local Search API, which documents business search responses centered around a location or geographic region.
Technical access is not the same as permission. Start small, keep a record of why the data is being collected, and use official or licensed routes when you need redistribution rights.
Workflow anatomy
What the Bing Maps store scraper template does
The JSON export is the authoritative workflow definition. In plain English, the flow is:
Set Window Size -> Navigate -> Wait for Page Load -> accept common consent prompt
-> Sleep -> scroll loaded result panels -> Wait for materialized rows
-> Structured Export -> Loop Continue
The important design choice is the hidden row layer. After Bing Maps loads, the workflow runs JavaScript that scrolls result containers, finds likely business cards, deduplicates obvious repeats, parses visible text, and writes one hidden .uscraper-business-row element per listing. Structured Export then reads stable data-* attributes from those generated rows instead of trying to export directly from changing Bing Maps card markup.
| Export field group | Example columns | Validation check |
|---|---|---|
| Search context | keyword | Confirms which Bing Maps query created the row. |
| Business identity | category, title, address, phone_number | Compare against the visible listing card and detail panel. |
| Reputation signals | rating, review_number, price_range | Expect blanks when Bing Maps does not show those fields. |
| Operations | status, opening_hours, delivery | Treat opening text as time-sensitive and recheck before outreach. |
| Links | website, bing_maps_url, social columns | Open a sample of links before importing into a CRM. |
| QA context | details, short_description, raw_text | Helps debug parser changes when a row looks incomplete. |
Runbook
How to scrape Bing Maps store listings to CSV
Import the template
Open Bing Maps Store Scraper, download the workflow JSON, and import it into UScraper.
Replace the sample search
In Navigate, replace the default cafes London URL with your approved Bing Maps query. Use one URL first, then add more keyword and location URLs after validation.
Keep the load and scroll waits
Leave the page-load wait, consent click, sleep, and materialized-row wait in place. They give the Bing Maps result panel time to render and scroll.
Set the CSV destination
In Structured Export, confirm bing-maps-store-scraper.csv, headers, append mode, and a project-specific save folder.
Run, inspect, then widen
Run one query, compare the CSV against the browser, then add more Navigate URLs only after titles, addresses, ratings, and links match your sample.
Append mode is useful for batches because each query can add rows to the same file. For test runs, use a dated filename or clear the old CSV first so a failed sample does not mix with a clean collection.
Validation
Validate the Bing Maps CSV export
Open the CSV beside the browser after the first run. Check the first few rows and at least one row near the end of the loaded result set. Sort by title, address, and phone_number to find duplicates before importing the file into a CRM, enrichment tool, or outreach sheet.
| Symptom | Likely cause | Fix |
|---|---|---|
| Zero rows exported | The result panel did not render, consent blocked the page, or no .uscraper-business-row elements were created | Handle prompts, rerun one URL, and increase the wait after page load. |
| Missing addresses | The listing card did not expose address text or the parser matched another line first | Open the Bing Maps detail panel and update the address parsing rule if needed. |
| Blank ratings or reviews | Bing Maps did not show rating text for that business or market | Keep the row; do not make rating a required field for dedupe. |
| Duplicate businesses | The same listing appeared in multiple keyword searches or the CSV was appended twice | Deduplicate by title plus address or title plus phone number. |
| Wrong website link | Bing Maps exposed tracking, social, or related links before the business site | Check sample links and adjust the website filter for your market. |
Alternatives
UScraper vs Bing Maps API, hosted scrapers, and extensions
When people search for a Bing Maps business scraper or best Bing Maps scraper, they usually face four options. UScraper fits the analyst-supervised CSV workflow: you can see the rendered page, adjust the workflow without code, and keep exports in a local project folder. Hosted actors and scraping APIs are better when you need cloud scheduling, programmatic requests, or managed infrastructure. Browser extensions can be quick for one-off extracts, but they often have limited workflow control. Microsoft's API route is the cleaner path when you need documented terms, stable schemas, and contractual usage.
| Approach | Best fit | Trade-off |
|---|---|---|
| UScraper template | No-code Bing Maps to CSV exports with visible browser QA | You maintain waits and parsing rules when Bing Maps changes. |
| Official API route | Contractual API use and documented request/response behavior | Requires API setup and may not match every field visible on the map page. |
| Hosted scraper or actor | Cloud runs, scheduling, and larger operational pipelines | Pricing, custody, and scraping logic depend on the vendor. |
| Browser extension | Quick manual extracts from a visible session | Less control over validation, looping, and repeatable export shape. |
For nearby workflows, browse the UScraper template library or the UScraper blog for more CSV export tutorials.
FAQ
Bing Maps store scraper FAQ
Bing Maps listings may be visible in a browser, but automated collection can still be limited by Microsoft terms, robots directives, copyright, database rights, privacy law, and local regulations. Review the current terms, avoid bypassing access controls, keep runs modest, and get legal review before commercial use.
Next step
Download the Bing Maps store scraper template
Download the JSON from Bing Maps Store Scraper, import it into UScraper, and keep this guide open for the first validation pass. Once one Bing Maps search produces a clean CSV, add the next keyword or location URL and rerun the workflow with a dated output file.