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# CNAME Cloaking: Disguising Third Parties Through the DNS

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  By:
  
  * [Rebekah Houser](https://unit42.paloaltonetworks.com/author/rebekah-houser/)
  * [Daiping Liu](https://unit42.paloaltonetworks.com/author/daiping-liu/)

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  Published:October 24, 2022

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  * [DNS](https://unit42.paloaltonetworks.com/category/dns/)
  * [Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/)

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  * [Privacy](https://unit42.paloaltonetworks.com/tag/privacy/)

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## **Executive Summary**

When you visit a website, do you ever feel like you're being watched? Who is observing your movements through that website - or across the internet in general? Is it possible to limit or at least understand that information flow?

With advertising at the heart of much of the internet, user data is an invaluable resource to those companies that profit from monitoring people's online activities. In many cases, the information they collect provides helpful (if not truly necessary) support for a good user experience. In other cases, tracking practices infringe on people's privacy, and they have raised valid concerns.

In response to these concerns, many groups have developed tools or adapted applications to protect user privacy. One step taken by major browsers is to block third-party cookies. This action has led analytics, advertising and marketing organizations to develop new strategies for collecting user information. One of these is CNAME cloaking.

CNAME cloaking leverages the Domain Name System (DNS) to hide when a browser is sending information to a domain controlled by a third party (such as an advertiser) rather than staying on the domain controlled by a website owner. CNAME cloaking undermines mechanisms that some people depend on to guard their privacy, and could lead to or be used with other practices that decrease people's privacy.

Palo Alto Networks has developed a system to detect domains used in CNAME cloaking. The insights generated by this detector are available to [Palo Alto Networks Next-Generation Firewall](https://www.paloaltonetworks.com/network-security/next-generation-firewall) customers with [cloud-delivered security services](https://www.paloaltonetworks.com/network-security/security-subscriptions), including [DNS Security](https://www.paloaltonetworks.com/products/threat-detection-and-prevention/dns-security) and [Advanced URL Filtering](https://docs.paloaltonetworks.com/pan-os/10-1/pan-os-new-features/url-filtering-features/advanced-url-filtering.html).

|------------------------|-----------------------------------------------------|
| Related Unit 42 Topics | [DNS](https://unit42.paloaltonetworks.com/tag/dns/) |

## **How Tracking Leads to Cookies**

Much of the content and many services available on the web are funded by revenue from advertising. Advertising has historically relied on tracking. This relationship stems from advertisers' desire to maximize the efficiency of their marketing efforts.

One way advertisers try to maximize efficiency is to show people only advertisements for products or services they are likely to purchase. How do advertisers know which advertisements are actually relevant? While there is no cookie-cutter approach, tracking is currently a popular option.

In the context of the internet, tracking involves monitoring people's activities within a website or across multiple websites. Tracking can serve many useful purposes.

For example, a website owner can use tracking data to personalize a customer's experience, maintain their cart, or measure the effectiveness of an advertising campaign. Customers can benefit from these enhancements, and (where tracking is kept to a reasonable scope) issues regarding privacy can be limited. However, in practical application, the scope in which information is shared is often larger than a specific website or company.

Both website owners and advertisers use the services of companies specializing in analytics and marketing, which can include passing along user data. This data sometimes includes personal information. Even if it does not, the ability for various parties to collect information about users without their knowledge and consent -- potentially across multiple sites and devices -- has [caused people much concern](https://www.pewresearch.org/internet/2019/11/15/americans-and-privacy-concerned-confused-and-feeling-lack-of-control-over-their-personal-information/).

In response to these concerns, developers of major browsers began introducing features to protect people against certain types of tracking. One of the major changes developers made was to change how browser cookies are handled, by [blocking third-party cookies](https://blog.mozilla.org/en/products/firefox/todays-firefox-blocks-third-party-tracking-cookies-and-cryptomining-by-default/) or [placing limitations](https://blog.chromium.org/2020/01/building-more-private-web-path-towards.html) on how they are accessed.

## How Does Cookie Blocking Work?

A cookie is essentially a token that a website gives a user, which their browser is expected to send in communications with that website.

The cookie provides convenient support for tracking, in that it ties the request to the user, and it also tells the website owner what the user is doing.

A first-party cookie is generated by the owner of the domain hosting the website a person is browsing. Third-party cookies belong to a domain a user is not currently visiting, and they are usually used for advertising.

To give an example: suppose a user, Alice, browses www\[.\]example\[.\]com. Bob owns the domain example\[.\]com and has configured his servers to send users cookies when they visit the website hosted at that domain. When Alice browses to other pages in example\[.\]com (e.g. chocolate\_chip.example\[.\]com or www\[.\]example\[.\]com/gingersnap), the messages that she sends will include that cookie. Figure 1 illustrates these interactions.

![The user pictured browses to www\[.\]example\[.\]com. An HTTP Get request is sent to the site's webservers, and the owner has configured them to send users cookies in response. In this example, the cookie "my\_cookies" is set to the value "peanut\_butter." When the user in this example browses to other pages on this domain, the messages that she sends will include the cookie "peanut\_butter," allowing her movements on the site to be tracked.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-28.png) Figure 1. The cookie my\_cookie is set via the headers in the response from www\[.\]example\[.\]com. Depending on the cookie's attributes and Alice's browser configuration, Alice's requests to example\[.\]com will only include the cookie if Alice is already browsing example\[.\]com. For example, Alice's browser will include the cookie in a request for example\[.\]com/oatmeal.png if Alice is browsing www\[.\]example\[.\]com, but not if she is visiting www\[.\]example\[.\]net. This limitation helps to protect Alice's privacy by preventing Bob from seeing what other sites Alice visits.

As another step to help protect Alice's privacy, her browser can block cookies set by any domain other than example\[.\]net while Alice is browsing example\[.\]net. To illustrate this, suppose an advertisement from ads\[.\]example\[.\]com appears on www\[.\]example\[.\]net. The owner of ads\[.\]example\[.\]com sends Alice's browser a cookie when serving the advertisement, and this would be a third-party cookie (as shown in Figure 2). If Alice's browser is set to block third party cookies, the cookie will not be returned to example\[.\]com in future requests.
![The user pictured browses to www\[.\]example\[.\]com. An HTTP Get request is sent to the site's webservers, and the owner has configured them to send users cookies in response. In this example, the cookie "my\_cookies" is set to the value "peanut\_butter." When the user in this example browses to other pages on this domain, the messages that she sends will include the cookie "peanut\_butter," allowing her movements on the site to be tracked.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-29.png) Figure 2. The cookie from example\[.\]com is a third-party cookie, and it is blocked.

## **What Is CNAME Cloaking?**

The prospect of the elimination of third-party cookies has caused some concern among advertisers and companies providing web-traffic analytics. These organizations often have their content embedded in other websites, and they rely on cookies being sent from those websites to collect information about their audience so they can tailor their campaigns accordingly.

With the elimination of third-party cookies, these entities will have less information with which to target their ads or perform their analysis. To address this limitation, some have turned to a practice known as canonical name (aka CNAME) cloaking.

A CNAME record is a type of DNS resource record (RR) that maps an alternate domain name to its true name. CNAME records are also useful for directing users to a single domain from multiple domain names.

If a DNS resolver sends a request for the IP address of a domain and receives a CNAME record, the resolver will then typically query for the IP address of the CNAME. Once the resolver has the IP address, it will return that IP address to the client that initiated the query.

When browsers initiate DNS queries for the domain names of websites, they often do not have visibility into these queries, and thus will not know that a domain has a CNAME record. The browser only sees the original name; the IP address to which that name ultimately resolves.

Figure 3 shows the basic outline of how CNAME cloaking works. A website owner, Bob, embeds content provided by a third party into the website at www\[.\]example\[.\]com. That content is served from ad\[.\]example\[.\]com, which is a subdomain of the domain used to host the website.

Bob also creates a CNAME record for ad\[.\]example\[.\]com that points to a subdomain belonging to the tracker x\[.\]example\[.\]net. When Alice browses to www\[.\]example\[.\]com and her browser sends a request to ad\[.\]example\[.\]com, that request appears to be going to the same domain used to host the website.

Alice's browser will treat cookies sent in the response from ad\[.\]example\[.\]com as first-party cookies. This is how CNAME cloaking allows third parties to receive and set cookies, circumventing protections the browser might have against such activity.

CNAME cloaking does not support the same level of tracking as would be available if third-party cookies were allowed. The practice is nevertheless concerning because it hides information about where people's data is sent, and it might create other [problems](https://arxiv.org/abs/2102.09301) such as leaking information to the third party or creating new vulnerabilities.
![The user pictured browses to www\[.\]example\[.\]com. An ad embedded on the site is located at x\[.\]example\[.\]net, but because the website owner created a CNAME record that resolves to the IP address 1.2.3\[.\]4, this tracking activity is disguised.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-30.png) Figure 3. CNAME cloaking allows tracking activity to be disguised.

### Defenses

CNAME cloaking is not a new strategy, and a few defenses have already been deployed in this area. Some of these defenses come in the form of browser extensions that rely on blocklists. However, blocklists do not provide a scalable approach to CNAME cloaking detection, as the number of first-party subdomains that can be used to point to third parties is almost limitless.

[UBlock Origin](https://ublockorigin.com/) is one extension that takes a different approach to detecting CNAME cloaking based on DNS lookups. However, this defense [only works in Firefox](https://github.com/uBlockOrigin/uBlock-issues/issues/780#issuecomment-552465524) due to restrictions on access to DNS APIs.

[Privacy Badger](https://privacybadger.org/) also takes a slightly different approach and looks for tracking behavior. Unfortunately, this browser plugin only works to block third parties, and because CNAME cloaking disguises third parties this plugin does not protect against this technique.

In contrast to browser-based defenses, a DNS-based approach allows communication to be blocked based on the domain name of the tracker, rather than that of the subdomain used for tracking. A few other groups, such as [AdGuard](https://adguard.com/en/blog/cname-tracking.html) and [NextDNS](https://medium.com/nextdns/nextdns-added-cname-uncloaking-support-becomes-the-first-cross-platform-solution-to-the-problem-e3f437f84342) have used this strategy for ad blocking.

This DNS-based approach is more scalable than most browser-based approaches, and it is the one Palo Alto Networks has taken. Using the insights provided by our passive DNS data, we can see the subdomains resolving to domains belonging to known trackers. This information forms the basis of our CNAME cloaking detector. These results provide people with insights into which advertising or marketing organizations are accessing their data via CNAME cloaking. Customers can also block the cloaked fully qualified domain names (FQDNs).

## **CNAME Cloaking Detections in Action**

After running for a month, our CNAME cloaking detector identified almost 43,000 cloaked subdomains in over 38,000 root domains. The cloaked subdomains have CNAME records pointing to domains belonging to 32 organizations, which are largely focused on analysis for advertising or marketing purposes (see Figure 4). The lists created by [Adguard](https://filters.adtidy.org/extension/chromium/filters/3.txt) and [EasyPrivacy](https://easylist.to/easylist/easyprivacy.txt) each cover less than 10% of the subdomains we detect.

Of the domains using CNAME cloaking, 98% have a cloaked subdomain pointing to only one third-party domain. Several hundred subdomains rely on two third-party domains, and a handful rely on three or four domains.

Similarly, over 92% of domains using CNAME cloaking have only a single cloaked FQDN, but several thousand have two or more, and a few have over ten. We have even observed some cases where entities will create a [wildcard record](https://unit42.paloaltonetworks.com/wildcard-dns-abuse/) pointing to the third-party domain.

![This chart shows newly detected first party domains using a tracker CNAME. The X-axis has a date range from June 22, 2022 to July 5, 2022. The Y-axis is delineated in increments of 50, between zero and 200. The key identifies nine specific marketing and analytics companies, and one category marked "other".](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-31.png) Figure 4. Newly detected first-party domains per day, by tracker.

As noted above, CNAME cloaking is not an indication of inherently malicious activity. However, it does cause several problems: it undermines practices designed to protect people's privacy, it decreases visibility into where their data goes, and it can create additional vulnerabilities. Examining a sample of slightly over 4,000 of the cloaked FQDNs identified by our detector provides insights into how cloaking is used.

### Cloaking for Third-Party Cookies

As expected, many domains use CNAME cloaking to support sending cookies that were generated in the first-party context to a third-party service.

For example, 85% of the websites using CNAME cloaking with Adobe Experience Cloud sent requests to the cloaked FQDN that contained an AMCV cookie. As Adobe's [documentation](https://experienceleague.adobe.com/docs/id-service/using/intro/cookies.html?lang=en#section-c55af54828dc4cce89f6118655d694c8) explains, an AMCV cookie allows a website owner to track users across the website or across multiple domains belonging to that owner.

Slightly over a third of the websites using Adobe sent a [s\_ecid](https://experienceleague.adobe.com/docs/core-services/interface/administration/ec-cookies/cookies-mc.html?lang=en) cookie, which supports "persistent ID tracking in the 1st-party state," and it is "used as a reference ID if the AMCV cookie has expired." This cookie is only usable for domains leveraging CNAME cloaking.

Other Adobe Experience Cloud cookies sent by many of the domains using the service include the [AMCVS](https://experienceleague.adobe.com/docs/id-service/using/intro/cookies.html?lang=en#section-c55af54828dc4cce89f6118655d694c8) cookie (a session cookie used to determine if the session has been initialized), the [s\_cc](https://experienceleague.adobe.com/docs/core-services/interface/administration/ec-cookies/cookies-analytics.html?lang=en#section-03aa90aa7e36427b8cb12dc4a0f0291e) cookie (used to determine if cookies are enabled), and the [s\_ppv](https://experienceleague.adobe.com/docs/analytics/implementation/vars/plugins/getpercentpageviewed.html?lang=en) cookie (used to measure scroll activity).

Requests to cloaked domains with CNAMEs pointing to Mapp's wt-eu02\[.\]net include a [variety of cookies](https://documentation.mapp.com/1.0/en/which-cookies-are-set-by-mapp-intelligence-7211196.html) supporting several functions such as; load balancing, determining whether a visitor is a newcomer or returning guest on a website, and tracking. In our sample, 76% of sites relying on Mapp used at least one of these cookies.

About 14% of domains using Salesforce sent [visitor\_id and visitor\_id\<accountid\>-hash](https://help.salesforce.com/s/articleView?id=sf.pardot_basics_cookies.htm&type=5) cookies to their cloaked subdomains.

## **Evading Defenses With Cookie Syncing**

The Salesforce cookies provide an interesting example of one way trackers are handling protections introduced by browsers. Salesforce has developed an [approach](https://www.linkedin.com/pulse/pardot-cookie-how-impacted-intelligent-tracking-arthur-imirzian) to deal specifically with Safari's limitations on third-party cookies with Intelligent Tracking Prevention (ITP) 1.2.

Following this approach, Salesforce customers embed code in their websites to retrieve a script from pi.pardot\[.\]com that sets the visit\_id and visit\_id\<acountid\>hash cookies, and then it retrieves a script from the customer's cloaked domain (as shown in Figure 5).

![Script retrieved from pi.pardot\[.\]com.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-32.png) Figure 5. Script retrieved from pi.pardot\[.\]com. The script retrieved does nothing (as shown in Figure 6), but the HTTP response headers set the same two cookies (shown in Figure 7).

![The script retrieved from the cloaked domain does nothing.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-33.png) Figure 6. Script retrieved from cloaked domain. ![The HTTP response headers set the visit\_id and visit\_id<acountid>hash cookies.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-34.png) Figure 7. Headers in response return a script from a cloaked domain.

This process results in identical cookies but with different domains (shown in Figure 8), which is an example of cookie syncing.
![The visit\_id and visit\_id<acountid>hash cookies for the tracker and cloaked domains are the same.](https://unit42.paloaltonetworks.com/wp-content/uploads/2022/10/word-image-35.png) Figure 8. The same cookie is set on the tracker domain and the cloaked domain.

### Cookie Leaks

One consequence of using CNAME cloaking is that other first party cookies might automatically be sent to the cloaked FQDN. Unexpectedly, the most common cookies seen in requests to cloaked domains were not those set by the tracker involved in the cloaking, but those associated with [Google Analytics](https://developers.google.com/analytics/devguides/collection/gtagjs/cookie-usage) (see Table 1).

|----------------------|-----------------------------------------------|--------------------------------------|
| **Cookie**           | **Websites sending cookie to cloaked domain** | **Tracker domains receiving cookie** |
| \_ga                  | 322                                           | 18                                   |
| \_gid                 | 299                                           | 17                                   |
| \_gcl\_au              | 191                                           | 14                                   |
| GoogleAnalytics\_gat  | 149                                           | 10                                   |
| GoogleAnalytcs\_ga    | 95                                            | 15                                   |
| Adobe\_AMCV           | 92                                            | 2                                    |
| Adobe\_AMCVS          | 91                                            | 2                                    |
| s\_cc                 | 85                                            | 3                                    |
| GoogleAnalytics\_gtm  | 80                                            | 9                                    |
| Act-On Beacon Cookie | 75                                            | 2                                    |

*Table 1. These cookies are those seen most commonly in requests. Rows in blue indicate Google Analytics Cookies.*

Other cookies commonly seen in the requests sent to cloaked FQDNs include those belonging to [Hotjar](https://help.hotjar.com/hc/en-us/articles/6952777582999), [Microsoft](https://help.ads.microsoft.com/#apex/ads/en/53056/2/#exp7018) and [Dynatrace](https://www.dynatrace.com/support/help/how-to-use-dynatrace/data-privacy-and-security/data-privacy/cookies). None of these services are on our list of parties supporting CNAME cloaking.

## Conclusion

Many websites use CNAME cloaking to circumvent browser restrictions on third-party cookies. It is useful for those who want to leverage the services of third-party analytics, advertising or marketing organizations efficiently.

While cookies and the services provided by organizations that deal in tracked information can serve constructive purposes, CNAME cloaking raises serious security and privacy concerns. First and foremost, the practice decreases visibility into who is receiving users' data, and it limits people's ability to control what's done with their information. Secondly, CNAME cloaking can lead to extra user information being sent to third parties due to cookie leaks. Finally, the use of CNAME cloaking could indicate a willingness to undermine other privacy protections, as we also see it in conjunction with other questionable practices such as cookie syncing.

Palo Alto Networks detects domains using CNAME cloaking and assigns them to the adtracking category through our [cloud-delivered security services for Next-Generation Firewalls](https://www.paloaltonetworks.com/network-security/security-subscriptions). These subscriptions include [DNS Security](https://www.paloaltonetworks.com/products/threat-detection-and-prevention/dns-security) and [Advanced URL Filtering](https://docs.paloaltonetworks.com/pan-os/10-1/pan-os-new-features/url-filtering-features/advanced-url-filtering.html). Through this detector, we provide our customers visibility into and control over where their data is sent.

## Additional Resources

* [CNAME Cloaking-Based Tracking on the Web: Characterization, Detection and Protection](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9403411),
* [The CNAME of the Game: Large-scale Analysis of DNS-based Tracking Evasion](https://arxiv.org/pdf/2102.09301.pdf)
* [Towards Understanding First-Party Cookie Tracking in the Field](https://arxiv.org/abs/2202.01498)

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### Tags

* [CNAME Cloaking](https://unit42.paloaltonetworks.com/tag/cname-cloaking/ "CNAME Cloaking")
* [Privacy](https://unit42.paloaltonetworks.com/tag/privacy/ "privacy")  
  [Threat Research Center](https://unit42.paloaltonetworks.com "Threat Research") [Next: Trends in Web Threats: Old Web Skimmer Still Active Today](https://unit42.paloaltonetworks.com/web-threat-trends-web-skimmer/ "Trends in Web Threats: Old Web Skimmer Still Active Today")

### Table of Contents

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* [Threat Brief: Twelve Tips for the Holidays](https://unit42.paloaltonetworks.com/threat-brief-twelve-tips-holidays/ "article - table of contents")

## Related DNS Resources

![Pictorial representation of Azure OpenAI DNS resolution issue. Futuristic cityscape illustration with luminous structures and floating cloud elements, showcasing advanced technology and a dynamic, digitally enhanced environment.](https://unit42.paloaltonetworks.com/wp-content/uploads/2025/06/02_DNS_Overview_1920x900-786x368.jpg)  
[![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) January 20, 2026 [#### DNS OverDoS: Are Private Endpoints Too Private?](https://unit42.paloaltonetworks.com/dos-attacks-and-azure-private-endpoint/)

* [Microsoft Azure](https://unit42.paloaltonetworks.com/tag/microsoft-azure/ "Microsoft Azure")

* [Networking](https://unit42.paloaltonetworks.com/tag/networking/ "networking")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/dos-attacks-and-azure-private-endpoint/ "DNS OverDoS: Are Private Endpoints Too Private?")  
  ![Pictorial representation of Azure OpenAI DNS resolution issue. Futuristic cityscape illustration with luminous structures and floating cloud elements, showcasing advanced technology and a dynamic, digitally enhanced environment.](https://unit42.paloaltonetworks.com/wp-content/uploads/2025/06/02_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) June 3, 2025 [#### Lost in Resolution: Azure OpenAI's DNS Resolution Issue](https://unit42.paloaltonetworks.com/azure-openai-dns-resolution/)

* [Endpoint](https://unit42.paloaltonetworks.com/tag/endpoint/ "endpoint")

* [Microsoft Azure](https://unit42.paloaltonetworks.com/tag/microsoft-azure/ "Microsoft Azure")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/azure-openai-dns-resolution/ "Lost in Resolution: Azure OpenAI's DNS Resolution Issue")  
  ![Pictorial representation of domain registrations with typos. Illustration of a futuristic city with transparent, holographic buildings and glowing blue and orange lights.](https://unit42.paloaltonetworks.com/wp-content/uploads/2025/03/07_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) March 6, 2025 [#### The Next Level: Typo DGAs Used in Malicious Redirection Chains](https://unit42.paloaltonetworks.com/typo-domain-generation-algorithms/)

* [Domain Generation Algorithms](https://unit42.paloaltonetworks.com/tag/domain-generation-algorithms/ "Domain Generation Algorithms")

* [Malicious Domains](https://unit42.paloaltonetworks.com/tag/malicious-domains/ "Malicious Domains")

* [Newly Registered Domain](https://unit42.paloaltonetworks.com/tag/newly-registered-domain/ "Newly Registered Domain")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/typo-domain-generation-algorithms/ "The Next Level: Typo DGAs Used in Malicious Redirection Chains")  
  ![Pictorial representation of detecting and blocking malicious traffic distribution systems. A digital illustration of a glowing globe centered on North America, surrounded by multiple smaller globes, all connected with lines on a dark blue high-tech background, representing global connectivity and network technology.](https://unit42.paloaltonetworks.com/wp-content/uploads/2025/03/03_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) March 5, 2025 [#### Beneath the Surface: Detecting and Blocking Hidden Malicious Traffic Distribution Systems](https://unit42.paloaltonetworks.com/detect-block-malicious-traffic-distribution-systems/)

* [Phishing](https://unit42.paloaltonetworks.com/tag/phishing/ "phishing")

* [Redirection](https://unit42.paloaltonetworks.com/tag/redirection/ "Redirection")

* [Web attacks](https://unit42.paloaltonetworks.com/tag/web-attacks/ "web attacks")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/detect-block-malicious-traffic-distribution-systems/ "Beneath the Surface: Detecting and Blocking Hidden Malicious Traffic Distribution Systems")  
  ![Pictorial representation of detecting DNS hijacking. Digital illustration of a futuristic data center with glowing blue server racks connected by light beams, surrounded by cloud computing icons, set against a dark background.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/11/02_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) November 4, 2024 [#### Automatically Detecting DNS Hijacking in Passive DNS](https://unit42.paloaltonetworks.com/detect-dns-hijacking-passive-dns/)

* [Domain hijacking](https://unit42.paloaltonetworks.com/tag/domain-hijacking/ "domain hijacking")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/detect-dns-hijacking-passive-dns/ "Automatically Detecting DNS Hijacking in Passive DNS")  
  ![Pictorial representation of DNS tunneling detection. Digital illustration of a padlock icon symbolizing cybersecurity, superimposed on a grid comprised of interconnected glowing lines and dots, depicting a global network.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/10/08_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) October 4, 2024 [#### No Way to Hide: Uncovering New Campaigns from Daily Tunneling Detection](https://unit42.paloaltonetworks.com/detecting-dns-tunneling-campaigns/)

* [C2](https://unit42.paloaltonetworks.com/tag/c2/ "C2")

* [DNS tunneling](https://unit42.paloaltonetworks.com/tag/dns-tunneling/ "DNS tunneling")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/detecting-dns-tunneling-campaigns/ "No Way to Hide: Uncovering New Campaigns from Daily Tunneling Detection")  
  ![A visual representation of top level domain tracking. Close-up view of a modern data center with rows of illuminated server racks.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/08/10_DNS_Category_1505x922-718x440.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) August 30, 2024 [#### TLD Tracker: Exploring Newly Released Top-Level Domains](https://unit42.paloaltonetworks.com/tracking-newly-released-top-level-domains/)

* [Malicious Domains](https://unit42.paloaltonetworks.com/tag/malicious-domains/ "Malicious Domains")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/tracking-newly-released-top-level-domains/ "TLD Tracker: Exploring Newly Released Top-Level Domains")  
  ![A pictorial representation of deepfake scams. A digital fingerprint integrated into a blue circuit board with glowing lights, illustrating concepts of cybersecurity and technology.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/08/11_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) August 29, 2024 [#### The Emerging Dynamics of Deepfake Scam Campaigns on the Web](https://unit42.paloaltonetworks.com/dynamics-of-deepfake-scams/)

* [GenAI](https://unit42.paloaltonetworks.com/tag/genai/ "GenAI")

* [Scams](https://unit42.paloaltonetworks.com/tag/scams/ "Scams")

* [Phishing](https://unit42.paloaltonetworks.com/tag/phishing/ "phishing")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/dynamics-of-deepfake-scams/ "The Emerging Dynamics of Deepfake Scam Campaigns on the Web")  
  ![A pictorial representation of using autoencoders to detect malicious DNS traffic. Three transparent blocks with glowing letters "D," "N," and "S" on a circuit board background with blue and purple lighting.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/08/01_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) August 21, 2024 [#### Autoencoder Is All You Need: Profiling and Detecting Malicious DNS Traffic](https://unit42.paloaltonetworks.com/profiling-detecting-malicious-dns-traffic/)

* [Malicious Domains](https://unit42.paloaltonetworks.com/tag/malicious-domains/ "Malicious Domains")

* [C2](https://unit42.paloaltonetworks.com/tag/c2/ "C2")

* [Machine Learning](https://unit42.paloaltonetworks.com/tag/machine-learning/ "Machine Learning")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/profiling-detecting-malicious-dns-traffic/ "Autoencoder Is All You Need: Profiling and Detecting Malicious DNS Traffic")  
  ![Conceptual illustration of a digital data center with glowing blue networks and holographic clouds above server racks, representing cloud computing infrastructure and data storage.](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/02_DNS_Overview_1920x900-786x368.jpg)  
  [![category icon](https://unit42.paloaltonetworks.com/wp-content/uploads/2024/06/icon-threat-research.svg)Threat Research](https://unit42.paloaltonetworks.com/category/threat-research/) May 13, 2024 [#### Leveraging DNS Tunneling for Tracking and Scanning](https://unit42.paloaltonetworks.com/three-dns-tunneling-campaigns/)

* [DNS tunneling](https://unit42.paloaltonetworks.com/tag/dns-tunneling/ "DNS tunneling")

* [Scanning](https://unit42.paloaltonetworks.com/tag/scanning/ "scanning")

* [Tracking](https://unit42.paloaltonetworks.com/tag/tracking/ "tracking")  
  [Read now ![Right arrow](https://unit42.paloaltonetworks.com/wp-content/themes/unit42-v6/dist/images/icons/icon-right-arrow-withtail.svg)](https://unit42.paloaltonetworks.com/three-dns-tunneling-campaigns/ "Leveraging DNS Tunneling for Tracking and Scanning")

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