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The Daily Insight

How do I scrape Google Trend data?

Author

Sarah Cherry

Updated on February 18, 2026

Export, embed, and cite Trends data
  1. Open Google Trends.
  2. Search for a term.
  3. In the top right of the chart, click Download .
  4. Open the file using a spreadsheet application, like Google Sheets.

Simply so, can you scrape Google data?

It is possible to scrape the normal result pages. Google does not allow it. If you scrape at a rate higher than 8 (updated from 15) keyword requests per hour you risk detection, higher than 10/h (updated from 20) will get you blocked from my experience.

Subsequently, question is, is there an API for Google Trends? There are several different tools to explore Google search data: the public Google Trends website, the Google Trends API and the Google Health API. The Trends API is available for journalists and academic researchers, while the Health API is only available to academic researchers.

Keeping this in view, is it legal to scrape Google search results?

Although Google does not take legal action against scraping, it uses a range of defensive methods that makes scraping their results a challenging task, even when the scraping tool is realistically spoofing a normal web browser: Network and IP limitations are as well part of the scraping defense systems.

How do I scrape Google Trends in Python?

There are many available methods to pull google trend data using python.

Using Python, there are four steps to achieve this:

  1. Step 1: Install pytrends API.
  2. Step 2: Get exact keywords.
  3. Step 3: Pull Google trends data by exact keywords by country.
  4. Step 4: Visualize Google trends.

Related Question Answers

Is Web scraping legal?

So is it legal or illegal? Web scraping and crawling aren't illegal by themselves. After all, you could scrape or crawl your own website, without a hitch. Big companies use web scrapers for their own gain but also don't want others to use bots against them.

How do I scrape Google search results BeautifulSoup?

Approach:
  1. Import the beautifulsoup and request libraries.
  2. Concatenate these two strings to get our search URL.
  3. Fetch the URL data using requests.
  4. Create a string and store the result of our fetched request, using request_result.
  5. Now we use BeautifulSoup to analyze the extracted page.
  6. We can do soup.

Is Google a crawler?

"Crawler" is a generic term for any program (such as a robot or spider) that is used to automatically discover and scan websites by following links from one webpage to another. Google's main crawler is called Googlebot.

AdSense.

User agent token Mediapartners-Google
Full user agent string Mediapartners-Google

How can I extract data from a website for free?

Besides that, the cloud service will allow you to store and retrieve the data at any time.
  1. ParseHub.
  2. Data Scraper (Chrome)
  3. Web scraper.
  4. Scraper (Chrome)
  5. Outwit hub(Firefox)
  6. Dexi.io (formerly known as Cloud scrape)
  7. Webhose.io.

How do you scrape Internet data?

How Do You Scrape Data From A Website?
  1. Find the URL that you want to scrape.
  2. Inspecting the Page.
  3. Find the data you want to extract.
  4. Write the code.
  5. Run the code and extract the data.
  6. Store the data in the required format.

Is SerpApi legal?

SerpApi, LLC assumes scraping and parsing liabilities for both domestic and foreign companies unless your usage is otherwise illegal. Illegal activities include but are not limited to: acts of cyber criminality, terrorism, pedopornography, denial of service attacks, and war crimes.

Is it legal to scrape Wikipedia?

The truth about actual webscraping is that it's a dying art, at least in its legal form. Now, most user agreements will explicitly say that you cannot scrape their site. Often you'll be directed to use their API, only to realize how limited the api is in terms of functionality.

What is scraping a website?

Web scraping is the process of using bots to extract content and data from a website. The scraper can then replicate entire website content elsewhere. Web scraping is used in a variety of digital businesses that rely on data harvesting.

Is scraping eBay legal?

Scraping eBay is legal as long as you are respecting the ToS.

Is Google Trends public data?

A few weeks ago, we launched a new dataset into Google Cloud's public dataset program: Google Trends. Google pays for the storage of these datasets and provides public access to the data, e.g., via the bigquery-public-data project. You only pay for queries against the data.

How do I use Google Trends for SEO?

How to Use Google Trends for SEO
  1. Find Search Volume Trends.
  2. Find Related Keywords.
  3. Find “Breakout†Keywords.
  4. Uncover Related Topics for Blog and Video Content.
  5. Find Keywords for YouTube Videos.
  6. Uncover Local Search Trends.
  7. Discover Completely New Keyword Ideas.
  8. Tap Into LSI Keywords.

How do I get Google to search my data?

As all the landing pages are available and Google provides an API for Analytics, the script will do the following:
  1. Query Google Analytics for the Google landing pages.
  2. Use the landing pages from Google Analytics to get the associated query data.
  3. Download the top queries/top pages reports from Search Console.

Is Google Trends free to use?

Google Trends is a free data exploration tool that lets marketers better understand what audiences are interested in and curious about, in real-time.

How do I use Google API?

Step 1: Get Your Google Search Console API Key
  1. Go to Google's developers console, and sign-in;
  2. Go to “Dashboard†and click “Enable APIs and Services†;
  3. Search for “Google Search Console API†and enable the API;
  4. Go to the “credential†tab, click on “create credential†and select “OAuth Client IDâ€;

What is the use of Google Trends?

Google Trends provides access to a largely unfiltered sample of actual search requests made to Google. It's anonymized (no one is personally identified), categorized (determining the topic for a search query) and aggregated (grouped together).

How do I read Google Trends?

How to interpret what each graph on Google Trends means
  1. "Each data point is divided by the total searches of the geography and time range it represents to compare relative popularity.
  2. "The resulting numbers are then scaled on a range of 0 to 100 based on a topic's proportion to all searches on all topics."

What is API quota?

API quotas usually describe a certain amount of calls for longer intervals. For example, your API quota might be 5.000 calls per month. To enforce an API quota, you need to identify the client or consumer, therefore the term user quota (aka organization quota) is used.

Whats API stand for?

application programming interface

How accurate is Google Trends?

Google trends data is accurate, but you need to understand as it uses data sources from Google. You need to decide whether in your use case that Google's accuracy is enough. For example, if you're conducting keyword research for SEO, it will be more accurate than using it for predicting future fads.

How do I install Pytrends library?

To use the Pytrends API, you will need to do the following:
  1. Make sure you have an internet connection.
  2. Open your command prompt and make sure you can run python and pip from your command prompt.
  3. Run “pip install pytrends†to install the Pytrends library.

How do I use Google Trends?

Below, we'll look at how you can use Google Trends for keyword research:
  1. Understand Keyword Search Volume.
  2. Identify Seasonal Trends.
  3. Avoid Temporarily Popular Keywords.
  4. Find Trending Relevant Topics.
  5. Use Trend Predictions.
  6. Find Related Queries to Beat the Competition.
  7. Optimize Your Local SEO Strategy.