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Google Trends Scraper for CSV Exports

This Google Trends scraper turns Google Trends Explore pages into a structured CSV for keyword research, demand monitoring, and market intelligence. Add the topics you want to track, run the workflow in the UScraper local desktop app, and export interest over time, regional interest, related queries, and rising topics without writing a Trends API script.

Output

CSV

Columns

14

Batching

Multi-URL

Waits

Built in

Template

Free

At a glance

The template starts with a full-size browser window, opens each Google Trends Explore URL, waits for the page to settle, and runs a compact JavaScript extraction step that reads Trends widget data for the current keyword. A visible output table is injected into the page, then UScraper's Structured Export block writes each row to CSV with headers and append mode enabled.

Use it when you want to compare search demand for product launches, seasonal campaigns, editorial calendars, or competitor names. Instead of manually clicking around Trends, downloading separate views, and reconciling them later, you keep every keyword in one repeatable workflow. The shipped bundle includes sample Explore URLs; replace them with your own terms, geography, and date range before running.

Four Trends views in one run

Capture interest over time, subregion interest, related queries, and related topics from the same keyword URL.

Keyword loops without copy-paste

The Navigate block accepts multiple Google Trends URLs and the Loop Continue block advances through them one by one.

Spreadsheet-first output

Export Google Trends data to CSV for Excel, Sheets, BI tools, or downstream reporting.

Local desktop workflow

The workflow runs in your browser session and writes the file to your configured folder.

Who this is for

SEO and content teams

Planning

Favorable to scraping

Compare Google search trends for article topics, brand terms, and seasonal queries before committing an editorial calendar.

Growth marketers

Launch tracking

Favorable to scraping

Watch rising queries and regional demand after a campaign, product announcement, or competitor event.

Researchers and analysts

Market signals

Favorable to scraping

Download Google Trends results into a repeatable CSV so charts and memos cite structured source rows.


How to use

1

Download and import

Download the hosted JSON template, import it into UScraper, and review the save location in the Structured Export block.

2

Replace the Explore URLs

Edit navigate.urls with Google Trends Explore URLs for your keywords, geography, and date range. For example, use date=now%207-d and geo=US for a seven-day US snapshot.

3

Run the browser flow

UScraper opens each URL, waits for page load, adds a short sleep, and runs the extraction script. If Google shows a verification page, handle it manually before continuing.

4

Export structured rows

The injected table creates one row set per keyword. Structured Export selects #uscraper-google-trends-output tbody tr.data-row and appends rows to google-trends-scraper.csv.

5

Open and analyze

Open the CSV in Excel, Google Sheets, or your BI tool. Sort by keyword, region rank, related query rank, or rising topic value.

Output preview

CSV columns produced by the template

The export intentionally keeps all Trends views in one wide table. Some cells are blank because interest timeline points, subregions, related queries, and topics do not always have the same row count.

input_keywordinterest_over_time_time_intervalinterest_valuetotal_subregionindex_subregionsubregionsubregion_valuetotal_queriesindex_related_queriesqueriesqueries_risingindex_related_topicstopicsrising_topic
Web scrapingJun 2, 2026 at 4:00 PM67Showing 1-5 of 51 subregions1California100Showing 1-5 of 25 queries1web scraping python+180%1Data extractionBreakout
Web scrapingJun 2, 2026 at 5:00 PM72Showing 1-5 of 51 subregions2New York84Showing 1-5 of 25 queries2website scraper+90%2Web crawler+70%
AI automationJun 2, 2026 at 6:00 PM55Showing 1-5 of 51 subregions3Texas78Showing 1-5 of 25 queries3ai workflow automationBreakout3Marketing automation+60%
google-trends-scraper.csv
CSV - UTF-8 - Append

Column

input_keyword

Keyword or comma-separated comparison query from the current Explore URL.

Column

interest_over_time_time_interval

Time bucket from the Trends timeline widget.

Column

interest_value

Normalized Trends score for the first keyword in the URL.

Column

subregion

Region or subregion name from the geo widget.

Column

queries

Related query text returned by Google Trends.

Column

topics

Related topic title returned by Google Trends.

Headers included - additional Explore URLs append underneath

Comparison

OptionGood fitTrade-off
UScraper Google Trends templateAnalysts who want no-code Google Trends to CSV from a desktop appBest-effort browser automation; may need manual CAPTCHA handling
Official Google Trends APITeams with approved API access and engineering timeRequires developer integration and may not match every ad hoc Explore workflow
Cloud scraper APIsHigh-volume server-side pipelinesSends queries through a vendor and usually bills by request or result

Pair this page with the Google SERP Scraper when you need organic result snapshots, the Google News Keyword Scraper for news coverage, and the Bing Search Results Scraper for cross-engine demand checks. Browse the full UScraper template library when your Trends CSV points to sites, products, or search results that need deeper extraction.


Frequently asked questions

Google Trends data can look public, but automated collection may still be limited by Google terms, technical safeguards, copyright, privacy rules, or local law. Use moderate volume, do not bypass verification challenges, avoid redistributing data in ways your policy does not allow, and get legal review before commercial reuse.

Before you run

Practical limits to plan around

Guardrails for reliable Trends exports

Rate limits

Google may slow, block, or challenge frequent requests

Keep batches modest, avoid parallel runs, and treat CAPTCHA or verification screens as a stop sign for unattended automation.

Layout drift

Trends widgets and response shapes can change

Empty rows usually mean Google changed the page, widget names, or response format. Re-test with one keyword before trusting a scheduled batch.

Compliance

CSV output still needs responsible use

Review Google Trends help, your internal acceptable-use policy, and any client data handling rules before using exports in commercial products or datasets.

Download the template from the button on this page or install UScraper from uscraper.io/download, then use this workflow whenever you need to export Google Trends data without rebuilding a spreadsheet by hand.

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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