Google Trends API: Get Accurate Search Trend Data with Residential Agents

The Secret Weapon Everyone in Data Uses

Recently, I met a cross-border e-commerce brother, he said that the biggest headache every day is not being able to guess what foreigners are searching for recently. If you use Google Trends to check the data, it always shows some unpleasant results. Later, he found a way--Using Residential Agents with the Google Trends API, can dig into real search trends. It's like putting an HD lens on a telescope to see far and clear.

Why doesn't the regular IP work?

Google Trends returns different results depending on the visitor's network environment. Checking data with the IP of the server room is like looking at a rainbow with sunglasses on, there is always a layer of separation. These three categories in particular are the most damaging:

The right way to open a residential agency

Here's a recommendation to use ipipgo's residential agent service, they have adynamic positioningThe function is especially useful. For example, if you want to check the search habits of Texas users, you don't have to manually switch IP regions, the system will automatically rotate real residential IPs in the region.

import requests

proxies = {
    'http': 'http://user:pass@gateway.ipipgo.com:20000',
    'https': 'http://user:pass@gateway.ipipgo.com:20000'
}

response = requests.get(
    'https://trends.google.com/trends/api/...' ,
    headers={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0.
    headers={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0)...'}
)

Notice in the code that theUser-Agent to be randomly generatedDon't use requests that come with them. ipipgo background can be set to automatically change the IP every 5 minutes, it is recommended to control the request interval in 3-8 seconds, so that it will not be blocked but also to ensure efficiency.

A practical guide to avoiding the pit

Stepped on these mines last week while debugging for a friend:

1. Multiple threads at the same time crashes the IP pool
2. Failure to set the timeout parameter causes the program to die
3. Forgetting to handle Google's CAPTCHA response

Later with ipipgo'sIntelligent RoutingThe function is solved, their family will automatically assign the optimal node. It is recommended to add an exception retry mechanism in the code, hibernate for 1 minute when encountering a 429 error and then retry with a different IP.

Common QA for white people

Q: Will residential agents be slow?
A: It is very important to choose the right service provider, ipipgo's response speed can be controlled within 200ms, the actual test download 10MB packet as long as 3 seconds!

Q: Will data collection be blocked by Google?
A: With the triple axe of residential IP + random intervals + camouflaged browsers, we've been running fine for three months straight!

Q: How do I verify if the agent is in effect?
A: first test with this interface: https://api.ipipgo.com/checkip can see the current use of real IP and geographic location

A must for advanced players

Recently discovered a tawdry operation - using ipipgo'sScenario simulationThe function of the system can be set to "Los Angeles housewife" mode. Can be set to "Los Angeles housewife" mode, the system will automatically match the user profile commonly used device types, Internet hours and other parameters, the data captured is more accurate than ordinary mode 20%.

The last reminder, don't be cheap with free proxies. Before a friend to do SEO account was blocked, and later found that the proxy pool has been marked IP. professional things or to ipipgo this kind of veteran service providers reliable, after all, they have a family of90 million+ real residential IPsResource library, use it to get down to business.