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Search Engine Aggregator Scraper

This search engine scraper collects Google and Bing result rows for configured keywords, normalizes the output, and saves a clean search results to CSV file. It is built for SEO analysts, researchers, and operations teams who need repeatable SERP snapshots without code, API keys, or a cloud scraper in the middle.

Output

CSV

Columns

5

Inputs

Multi-keyword

Engines

Google + Bing

Template

Free import

At a glance

Search engine result aggregation for spreadsheet workflows

Compare engines without rebuilding sheets

Run the same keyword set across normalized Google and Bing rows, then filter by engine, keyword, or domain inside Excel, Sheets, or a BI tool.

Export SERP results in fixed columns

The template avoids screenshot-style evidence and produces rows that can be deduplicated, scored, joined to keyword plans, or archived as CSV.

Keep custody of your query list

The workflow runs in the UScraper desktop app and writes to your local save folder, which helps when query lists or client research should not be routed through a hosted SERP API.

Tune the keywords before every run

Edit the Navigate URL list to replace the sample terms with your own keyword set, then rerun the graph whenever you need a fresh comparison.

Who it helps

Use cases for a local SERP scraper

SEO teams

Weekly monitoring

Favorable to scraping

Track which domains appear for priority terms and compare how Google and Bing frame the same topic before a content sprint.

Market researchers

Landscape scans

Favorable to scraping

Build a defensible list of URLs, titles, and snippets for a category without asking someone to manually copy every result into a workbook.


How to use

From keyword URLs to a structured export

1

Import the template

Download the hosted JSON and import it into UScraper from the template library or your local workspace.

2

Set your keyword URLs

Replace the sample Navigate URLs with your own search terms. The bundled workflow uses URL hints to preserve the intended keyword even when a search engine redirects.

3

Run the browser flow

UScraper navigates to each URL, waits for the page load, pauses briefly, and runs a normalization step that prepares stable result rows for export.

4

Check result rows

An Element Exists guard confirms that normalized .search-result rows are present before the export block writes anything.

5

Export and loop

Structured Export appends rows to search-engine-aggregator.csv, then Loop Continue advances to the next configured URL.

Output preview

What the CSV looks like

enginekeywordtitlelinkdescription
GoogleOctoparseoctoparse (Octoparse)https://github.com/octoparseOctoparse is a web scraping software entry surfaced for the sample keyword.
BingOctoparseWeb Scraping Tool & Free Web Crawlers | Octoparsehttps://www.octoparse.com/Search result snippet describing Octoparse templates, automation, and web scraping features.
GoogleWeb scrapingWeb scraping - Google search resultshttps://www.google.com/search?q=Web%20scrapingRepresentative row used when live markup is blocked or unavailable in the automated browser.
BingData analystData analyst - Bing search resultshttps://www.bing.com/search?q=Data%20analystRepresentative Bing row for the configured keyword.

Field reference

Columns you can rely on downstream

ColumnMeaningTypical use
engineSearch engine source, usually Google or BingCompare coverage by engine
keywordIntended keyword for the current URLGroup rows by campaign or topic
titleResult headline textSERP messaging review
linkDestination URL or search-result URLDeduplication and domain analysis
descriptionSnippet or normalized fallback descriptionBriefing notes and content QA

Frequently asked questions

Search result pages can be public, but automated access may still be limited by search engine terms, robots rules, rate limits, copyright, privacy law, or your own customer contracts. Use low volume, do not bypass verification or access controls, and get legal review before commercial reuse.

Before you scale

Practical limitations and maintenance

Run it like a governed research workflow

Rate limits

Avoid aggressive loops

Search engines can throttle or challenge repeated automated visits. Start with a few keywords, add delay between batches, and avoid parallel runs from the same network.

Selector drift

Expect SERP layout changes

If exports go empty, inspect the live page first. Consent screens, layout experiments, and anti-bot markup can all hide the rows a scraper expects.

Compliance

Review terms before commercial reuse

Treat snippets and URLs as research material, not unrestricted feed data. For sanctioned API access, compare official search APIs alongside this desktop workflow.

Need a narrower workflow? Browse the full UScraper template library, install the app from uscraper.io/download, or extend the exported URLs with Website Contact Details Scraper when SERP links become lead or publisher research.

Get Started

Download and use this template instantly

$50Free

What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

Open-source templates

UScraper templates are open source. Improve this workflow or contribute a new one to help the community grow.

Contribute on GitHub

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Available on Windows 10+ and macOS 12+ · Need help? [email protected]