Can a website detect when you are using Selenium with chromedriver?
Replacing cdc_
string
You can use vim
or perl
to replace the cdc_
string in chromedriver
. See answer by @Erti-Chris Eelmaa to learn more about that string and how it's a detection point.
Using vim
or perl
prevents you from having to recompile source code or use a hex-editor.
Make sure to make a copy of the original chromedriver
before attempting to edit it.
Our goal is to alter the cdc_
string, which looks something like $cdc_lasutopfhvcZLmcfl
.
The methods below were tested on chromedriver version 2.41.578706
.
Using Vim
vim /path/to/chromedriver
After running the line above, you'll probably see a bunch of gibberish. Do the following:
- Replace all instances of
cdc_
withdog_
by typing:%s/cdc_/dog_/g
.dog_
is just an example. You can choose anything as long as it has the same amount of characters as the search string (e.g.,cdc_
), otherwise thechromedriver
will fail.
- To save the changes and quit, type
:wq!
and pressreturn
.- If you need to quit without saving changes, type
:q!
and pressreturn
.
- If you need to quit without saving changes, type
Using Perl
The line below replaces all cdc_
occurrences with dog_
. Credit to Vic Seedoubleyew:
perl -pi -e 's/cdc_/dog_/g' /path/to/chromedriver
Make sure that the replacement string (e.g., dog_
) has the same number of characters as the search string (e.g., cdc_
), otherwise the chromedriver
will fail.
Wrapping Up
To verify that all occurrences of cdc_
were replaced:
grep "cdc_" /path/to/chromedriver
If no output was returned, the replacement was successful.
Go to the altered chromedriver
and double click on it. A terminal window should open up. If you don't see killed
in the output, you've successfully altered the driver.
Make sure that the name of the altered chromedriver
binary is chromedriver
, and that the original binary is either moved from its original location or renamed.
My Experience With This Method
I was previously being detected on a website while trying to log in, but after replacing cdc_
with an equal sized string, I was able to log in. Like others have said though, if you've already been detected, you might get blocked for a plethora of other reasons even after using this method. So you may have to try accessing the site that was detecting you using a VPN, different network, etc.
Webpage Is Detecting Selenium Webdriver with Chromedriver as a bot
You have mentioned about pandas.get_html
only in your question and options.add_argument('headless')
only in your code so not sure if you are implementing them. However taking out minimum code from your code attempt as follows:
Code Block:
from selenium import webdriver
options = webdriver.ChromeOptions()
options.add_argument("start-maximized")
options.add_argument("disable-infobars")
options.add_argument("--disable-extensions")
driver = webdriver.Chrome(chrome_options=options, executable_path=r'C:\Utility\BrowserDrivers\chromedriver.exe')
driver.get('https://www.controller.com/')
print(driver.title)
I have faced the same issue.
- Browser Snashot:
When I inspected the HTML DOM it was observed that the website refers the distil_referrer on window.onbeforeunload
as follows:
<script type="text/javascript" id="">
window.onbeforeunload=function(a){"undefined"!==typeof sessionStorage&&sessionStorage.removeItem("distil_referrer")};
</script>
Snapshot:
This is a clear indication that the website is protected by Bot Management service provider Distil Networks and the navigation by ChromeDriver gets detected and subsequently blocked.
Distil
As per the article There Really Is Something About Distil.it...:
Distil protects sites against automatic content scraping bots by observing site behavior and identifying patterns peculiar to scrapers. When Distil identifies a malicious bot on one site, it creates a blacklisted behavioral profile that is deployed to all its customers. Something like a bot firewall, Distil detects patterns and reacts.
Further,
"One pattern with Selenium was automating the theft of Web content"
, Distil CEO Rami Essaid said in an interview last week."Even though they can create new bots, we figured out a way to identify Selenium the a tool they're using, so we're blocking Selenium no matter how many times they iterate on that bot. We're doing that now with Python and a lot of different technologies. Once we see a pattern emerge from one type of bot, then we work to reverse engineer the technology they use and identify it as malicious".
Reference
You can find a couple of detailed discussion in:
- Distil detects WebDriver driven Chrome Browsing Context
- Selenium webdriver: Modifying navigator.webdriver flag to prevent selenium detection
- Akamai Bot Manager detects WebDriver driven Chrome Browsing Context
Can Selenium automation be tracked?
Selenium driven ChromeDriver / GeckoDriver initiated google-chrome / firefox Browsing Context can be easily detected deploying either of the following Bot Management services:
- Imperva Advanced Bot Protection formerly known as Distil.
- Akamai Bot Manager
- DataDome
- Cloudflare
You can find a relevant detailed discussion in Can a website detect when you are using Selenium with chromedriver?
Can a website detect when you are using selenium with geckodriver?
Yes you can detect geckodriver controlled selenium with a simple check in JavaScript
var runningSelenium = !("showModalDialog" in window);
Is there a version of Selenium WebDriver that is not detectable?
The fact that selenium driven WebDriver gets detected doesn't depends on any specific Selenium, Chrome or ChromeDriver version. The Websites themselves can detect the network traffic and can identify the Browser Client i.e. Web Browser as WebDriver controled.
However some generic approaches to avoid getting detected while web-scraping are as follows:
- The first and foremost attribute a website can determine your script/program is through your monitor size. So it is recommended not to use the conventional Viewport.
- If you need to send multiple requests to a website, you need to keep on changing the user-agent on each request. You can find a detailed discussion in Way to change Google Chrome user agent in Selenium?
- To simulate human like behavior you may require to slow down the script execution even beyond WebDriverWait and expected_conditions inducing
time.sleep(secs)
. Here you can find a detailed discussion on How to sleep webdriver in python for milliseconds
@Antoine Vastel in his blog site Detecting Chrome Headless mentioned several approaches, which distinguish the Chrome browser from a headless Chrome browser.
User agent: The user agent attribute is commonly used to detect the OS as well as the browser of the user. With Chrome version 59 it has the following value:
Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) HeadlessChrome/59.0.3071.115 Safari/537.36
A check for the presence of Chrome headless can be done through:
if (/HeadlessChrome/.test(window.navigator.userAgent)) {
console.log("Chrome headless detected");
}
Plugins:
navigator.plugins
returns an array of plugins present in the browser. Typically, on Chrome we find default plugins, such asChrome PDF viewer
orGoogle Native Client
. On the opposite, in headless mode, the array returned contains no plugin.A check for the presence of Plugins can be done through:
if(navigator.plugins.length == 0) {
console.log("It may be Chrome headless");
}
Languages: In Chrome two Javascript attributes enable to obtain languages used by the
user: navigator.language
andnavigator.languages
. The first one is the language of the browser UI, while the second one is an array of string representing the user’s preferred languages. However, in headless mode,navigator.languages
returns an empty string.A check for the presence of Languages can be done through:
if(navigator.languages == "") {
console.log("Chrome headless detected");
}
WebGL: WebGL is an API to perform 3D rendering in an HTML canvas. With this API, it is possible to query for the vendor of the graphic driver as well as the renderer of the graphic driver. With a vanilla Chrome and Linux, we can obtain the following values for renderer and vendor:
Google SwiftShader
andGoogle Inc.
. In headless mode, we can obtainMesa OffScreen
, which is the technology used for rendering without using any sort of window system andBrian Paul
, which is the program that started the open source Mesa graphics library.A check for the presence of WebGL can be done through:
var canvas = document.createElement('canvas');
var gl = canvas.getContext('webgl');
var debugInfo = gl.getExtension('WEBGL_debug_renderer_info');
var vendor = gl.getParameter(debugInfo.UNMASKED_VENDOR_WEBGL);
var renderer = gl.getParameter(debugInfo.UNMASKED_RENDERER_WEBGL);
if(vendor == "Brian Paul" && renderer == "Mesa OffScreen") {
console.log("Chrome headless detected");
}Not all Chrome headless will have the same values for vendor and renderer. Others keep values that could also be found on non headless version. However,
Mesa Offscreen
andBrian Paul
indicates the presence of the headless version.
Browser features: Modernizr library enables to test if a wide range of HTML and CSS features are present in a browser. The only difference we found between Chrome and headless Chrome was that the latter did not have the hairline feature, which detects support for
hidpi/retina hairlines
.A check for the presence of hairline feature can be done through:
if(!Modernizr["hairline"]) {
console.log("It may be Chrome headless");
}
Missing image: The last on our list also seems to be the most robust, comes from the dimension of the image used by Chrome in case an image cannot be loaded. In case of a vanilla Chrome, the image has a width and height that depends on the zoom of the browser, but are different from zero. In a headless Chrome, the image has a width and an height equal to zero.
A check for the presence of Missing image can be done through:
var body = document.getElementsByTagName("body")[0];
var image = document.createElement("img");
image.src = "http://iloveponeydotcom32188.jg";
image.setAttribute("id", "fakeimage");
body.appendChild(image);
image.onerror = function(){
if(image.width == 0 && image.height == 0) {
console.log("Chrome headless detected");
}
}
References
You can find a couple of similar discussions in:
- How to bypass Google captcha with Selenium and python?
- How to make Selenium script undetectable using GeckoDriver and Firefox through Python?
tl; dr
- Selenium webdriver: Modifying navigator.webdriver flag to prevent selenium detection
- How does recaptcha 3 know I'm using selenium/chromedriver?
- Selenium and non-headless browser keeps asking for Captcha
how to avoid bot detection on websites using selenium python
There is something called "Undetected ChromeDriver" you can check out!
Optimized Selenium Chromedriver patch which does not trigger anti-bot services like Distill Network / Imperva / DataDome / Botprotect.io Automatically downloads the driver binary and patches it.
here is the link
Here is another useful website you can check out, this website shows if a site will detect you using selenium or not or anything like that:
LINK
Also for future reference on Stack Overflow you should steer away from opinion-based questions. Read this to learn more about asking a good question.
Related Topics
JavaScript Function Scoping and Hoisting
How to Replace Plain Urls With Links
Listening For Variable Changes in JavaScript
Get JavaScript Object from Array of Objects by Value of Property
JavaScript For Detecting Browser Language Preference
How to Get the Browser Viewport Dimensions
How to Find Out the Caller Function in JavaScript
Filter Array of Objects Based on Another Array in JavaScript
Validate Decimal Numbers in JavaScript - Isnumeric()
Convert Date to Another Timezone in JavaScript
Jquery: Return Data After Ajax Call Success
How to Use Formdata For Ajax File Upload