Discover a More Secure and Effective Alternative to Canary Tokens

Security is a major concern in today’s digital age, especially when it comes to protecting sensitive data from cyber attacks. As organizations continue to face threats from hackers and malicious actors, it is crucial to have effective countermeasures in place to identify and respond to potential breaches.

One popular method for detecting data breaches is through the use of honeytokens, also known as traps, lures, or decoy tokens. These are essentially pieces of information that are designed to attract attackers and alert security teams when they are accessed or tampered with.

While Canary Tokens have been widely used as a solution for data breach detection, there are several alternatives that offer similar functionality and can be just as effective. These alternatives provide organizations with additional options for protecting their valuable data.

One such alternative is the use of honeytokens that mimic specific files or credentials. These tokens can be strategically placed throughout an organization’s network, making them appear like legitimate targets to attackers. When accessed, they trigger an alert, allowing security teams to quickly respond and investigate the potential breach.

Why Use Alternative Solutions to Canary Tokens

While canary tokens have long been used as a popular form of deception-based security, there are several reasons why organizations may want to consider alternative solutions.

Firstly, relying solely on canary tokens as a detection technique may not always be sufficient. Attackers are becoming increasingly sophisticated and may be able to identify and bypass these lures and traps. This means that relying solely on canary tokens may leave organizations vulnerable to data breaches and other security threats.

By exploring alternative countermeasures, organizations can strengthen their overall security posture. One such alternative is the use of decoy honeytokens. These decoys are designed to mimic sensitive data and are strategically placed throughout an organization’s network. They act as a diversionary tactic, distracting attackers and making it harder for them to find valuable data.

In addition, alternative solutions to canary tokens often offer more advanced functionalities. For example, some solutions can automatically trigger alerts and notifications when a decoy honeytoken is accessed or tampered with. This proactive approach allows organizations to respond quickly to potential threats and prevent them from escalating into full-scale data breaches.

Furthermore, alternative solutions provide organizations with a wider range of options. Canary tokens are typically limited to email-based attacks, while other solutions may offer protection against a broader range of attack vectors, such as network-based attacks or insider threats.

Overall, while canary tokens have their merits, exploring alternative solutions to enhance security is a wise choice for organizations. By utilizing decoy honeytokens and other countermeasures, organizations can better protect their sensitive data and stay one step ahead of potential attackers.

The Importance of Data Breach Detection

Data breaches have become a major concern for organizations of all sizes. With the increasing complexity and sophistication of cyber attacks, it has become essential for businesses to implement effective data breach detection measures. This is where tokens, such as canary tokens, play a crucial role.

Tokens and Canary Traps

Tokens, like canary tokens, are decoy files or pieces of information strategically placed within an organization’s network or systems. These tokens are designed to act as early warning signs, alerting security teams when an unauthorized access or breach occurs. Canary traps, a form of honeytokens, create a bait for attackers, helping to detect and track their activities.

Alternative Countermeasures

While canary tokens have proven to be effective in detecting data breaches, organizations also have other countermeasures at their disposal. These include intrusion detection systems, network monitoring tools, and security information and event management (SIEM) systems. Implementing a combination of these countermeasures can enhance an organization’s ability to detect breaches.

The Benefits of Data Breach Detection

Effective data breach detection brings several benefits to organizations:

  1. Early detection: Data breach detection allows organizations to identify and respond to breaches in their early stages. This can prevent data loss, mitigate potential damages, and reduce the overall impact on the organization.
  2. Improved incident response: Detecting breaches in real-time enables organizations to initiate an immediate and targeted incident response. This helps contain the breach, identify the vulnerabilities exploited, and take appropriate measures to prevent future attacks.
  3. Compliance requirements: Many industries have specific regulations and compliance requirements related to data protection and breach detection. Implementing effective breach detection measures ensures compliance with these regulations, avoiding potential fines and legal consequences.
  4. Enhanced customer trust: Data breaches can severely damage an organization’s reputation and erode customer trust. Implementing robust breach detection measures demonstrates a commitment to data security, helping to maintain customer trust and loyalty.

Overall, the importance of data breach detection cannot be overstated. By leveraging tokens, like canary tokens, and implementing alternative countermeasures, organizations can enhance their ability to detect breaches, protect sensitive data, and minimize the potential impact of cyber attacks.

Key Features to Look for in Alternative Solutions

When considering alternative solutions to Canary Tokens for data breach detection, it is important to look for key features that can provide effective security measures. Here are some important features to consider:


One key feature to look for in alternative solutions is the ability to use honeytokens. Honeytokens are decoy accounts or files that are designed to lure attackers. By including honeytokens in your security strategy, you can create traps for potential attackers and gain valuable insights into their tactics.


Another important feature is the availability of countermeasures. Alternative solutions should include mechanisms to detect and respond to attacks. These countermeasures can include things like alert notifications, automated incident response, and real-time monitoring. The ability to quickly respond to a breach can significantly reduce the impact and damage caused by an attack.


Effective alternative solutions should offer a variety of traps to capture and identify threats. These traps can include things like fake login pages, fake documents, or even entire fake environments. By deploying these traps strategically, organizations can gather valuable intelligence about potential attackers and their techniques.


Of course, any alternative solution should prioritize security. Look for solutions that offer robust security features, such as encryption, access controls, and secure communication channels. This will ensure that the alternative solution itself does not become a weak point in your overall security posture.

Canary lures:

One of the main reasons organizations use Canary Tokens is because they act as lures for attackers. Look for alternative solutions that provide similar capabilities. These lures can take the form of sensitive files, fake customer information, or other enticing targets that are designed to attract attackers.


Similar to Canary Tokens, alternative solutions should offer the ability to generate unique tokens. These tokens can be placed in different locations within your organization’s infrastructure to act as indicators of compromise. When an attacker accesses or interacts with one of these tokens, it triggers an alert, allowing you to respond quickly and effectively.

By considering these key features in alternative solutions, you can find an effective and comprehensive data breach detection solution that meets the specific needs of your organization.

Benefits of Using Alternative Data Breach Detection Tools

When it comes to data breach detection, using alternative tools to tokens like honeytokens, traps, and decoys can offer several benefits. These alternative security measures provide additional layers of protection and increase the chances of detecting and mitigating potential breaches.

  • Enhanced Security: Alternative tools go beyond canary tokens by offering a wider range of security countermeasures. They can simulate real data and network activity, making it more difficult for attackers to differentiate between real and decoy information.
  • Customizability: Alternative data breach detection tools often provide more flexibility in terms of customization. Organizations can tailor these tools to match their unique security requirements, making them more effective in addressing specific vulnerabilities.
  • Increased Visibility: By using a variety of alternative tools, organizations can gain better visibility into potential breaches. These tools can generate alerts and logs, allowing security teams to promptly detect and respond to any suspicious activity.
  • Early Warning System: Alternative tools act as an early warning system by luring attackers into interacting with decoy systems. This can provide valuable insights into attack techniques and help organizations proactively strengthen their security posture.
  • Reduced False Positives: Traditional breach detection methods like canary tokens may generate false positives, resulting in unnecessary alerts and wasted resources. Alternative tools often have advanced algorithms and techniques to minimize false positives and provide more accurate threat detection.
  • Cost-Effectiveness: In comparison to canary tokens, alternative tools can offer better cost-effectiveness. Organizations can choose from a variety of options that suit their budget and security needs, reducing the overall expenditure for robust breach detection.

By leveraging alternative data breach detection tools, organizations can significantly enhance their security posture and improve their ability to detect and respond to potential breaches. These tools provide additional layers of protection and help organizations stay one step ahead of attackers in an ever-evolving threat landscape.

How Alternative Solutions Compare to Canary Tokens

When it comes to data breach detection, countermeasures such as honeytokens have gained popularity as an alternative to Canary Tokens. Both solutions aim to deceive attackers by providing them with fake data, luring them into traps and alerting security teams of potential breaches. However, there are some key differences between these alternative solutions and Canary Tokens.

Canary Tokens

Canary Tokens are a type of decoy tokens that act as a bait to lure attackers. These tokens are designed to mimic real data or assets, such as files, emails, or credentials, with unique fingerprints. Once an attacker accesses or interacts with a Canary Token, an alert is triggered, providing early warning of a potential breach. Canary Tokens are easy to deploy, cost-effective, and offer a simple but effective solution for detecting unauthorized access.

Alternative Solutions

While Canary Tokens are effective at detecting unauthorized access, alternative solutions such as honeytokens offer additional functionalities. Honeytokens are also decoy tokens, but instead of mimicking real assets, they are designed to look like enticing targets for attackers, such as high-value documents, privileged accounts, or network resources. Honeytokens can be deployed throughout the infrastructure to detect and track attackers at different stages of their intrusion attempts. Additionally, honeytokens can be used proactively, allowing security teams to actively hunt for attackers by seeding attractive lures strategically.

Another alternative solution is the use of traps, which are similar to honeytokens but focus on capturing the actions and movements of attackers. Traps can be set up to detect and monitor specific activities, such as attempts to escalate privileges, execute malicious code, or exfiltrate data. Traps provide more detailed insights into attackers’ methodologies and can help security teams better understand their motives and techniques.

While both Canary Tokens and alternative solutions serve the purpose of detecting and alerting potential breaches, the choice between them depends on the specific security needs and objectives of an organization. Canary Tokens offer a simple and cost-effective solution for early breach detection, while alternative solutions such as honeytokens and traps provide more advanced functionality and insights for proactive threat hunting and deeper investigations.

Features Canary Tokens Alternative Solutions
Cost Cost-effective Varies depending on implementation
Deployment Easy and quick Requires strategic planning and implementation
Functionality Basic breach detection Advanced threat hunting and investigation
Insights Limited Detailed understanding of attacker techniques

Top Alternative Solutions for Data Breach Detection

When it comes to security, it’s important to have measures in place to detect and prevent data breaches. While Canary Tokens are a popular choice, there are several alternative solutions available that can provide similar functionality. These alternatives, also known as decoys, lures, traps, or honeytokens, can be used to detect and alert you to any unauthorized access or attempts to access your sensitive data.

One alternative solution is the use of honeytokens. Honeytokens are like Canary Tokens in that they are deceptive pieces of data that appear to be real, but are actually traps. They can be placed within your systems or data to act as bait for attackers. When an attacker interacts with a honeytoken, it triggers an alert, letting you know that a breach or attempt has occurred.

Another alternative solution is the use of security tokens. Security tokens are physical or virtual devices that generate one-time passwords or other unique identifiers. These tokens can be used to add an extra layer of security to your systems and data. By requiring users to provide a valid token along with their credentials, you can ensure that only authorized individuals are able to access your sensitive information.

Alternatively, you can utilize decoy files or folders as an alternative solution. These decoys are designed to look like real files or folders, but they are actually empty or contain dummy data. By monitoring these decoys, you can detect any unauthorized attempts to access or modify your sensitive data.

Ultimately, whether you choose to use Canary Tokens, honeytokens, security tokens, or decoys, it’s important to have some form of breach detection in place. With the ever-increasing threat of data breaches, being proactive and implementing these alternative solutions can help to safeguard your systems and data.

Solution A: Real-Time Monitoring and Alerting

Honeytokens, also known as lures or canary tokens, are decoy security measures that organizations can utilize as an alternative to Canary Tokens for data breach detection. These tokens are strategically placed within a network or system environment to detect unauthorized access or activities.

Unlike Canary Tokens, which are passive and rely on being triggered, honeytokens take a more proactive approach. They actively monitor and alert security teams in real-time when unauthorized access or suspicious activities occur. This allows for swift response and mitigation of potential threats before they can cause significant damage.

Honeytokens can take various forms, including email addresses, files, or even credentials. These tokens are intentionally designed to appear as enticing targets for attackers, increasing the likelihood of their use or compromise. Once the honeytokens are accessed or utilized, alerts are immediately triggered, notifying the security team of the breach or attempted breach.

To strengthen the effectiveness of honeytokens, organizations can implement additional security countermeasures, such as monitoring network traffic, analyzing log data, and utilizing behavioral analytics. These measures work together to provide comprehensive threat detection and response capabilities.

In conclusion, real-time monitoring and alerting through the use of honeytokens present a viable alternative to Canary Tokens for data breach detection. By actively monitoring and alerting security teams in real-time, organizations can detect and respond to potential threats before they escalate, enhancing overall security posture and mitigating potential damage.

Solution B: Behavioral Analysis and Anomaly Detection

An alternative to using decoy canary tokens or traps for data breach detection is to employ behavioral analysis and anomaly detection techniques. Instead of relying on the deployment of fake security honeytokens or lures, this solution focuses on monitoring and analyzing the behavior of users, systems, and networks to identify potential threats.

Behavioral analysis involves collecting and analyzing data on normal user activities, system behaviors, network traffic patterns, and other relevant parameters. This data is used to establish baseline profiles of normal behavior, enabling the detection of deviations that may indicate a security breach or insider threat.

Anomaly detection algorithms are employed to identify unusual or suspicious behavior that does not conform to the established norms. These algorithms can detect anomalies such as unauthorized access attempts, unusual transfer of sensitive data, or abnormal patterns of network communication.

By continuously monitoring and analyzing behavioral patterns, organizations can proactively detect and respond to security incidents before they result in a data breach. This approach is particularly effective in detecting insider threats, which often involve abnormal behaviors that can be identified through behavioral analysis.

Pros Cons
– Does not rely on the deployment and maintenance of decoy canary tokens or traps – Requires sophisticated analysis tools and algorithms
– Can detect both known and unknown threats – May generate false positives or false negatives
– Effective in identifying insider threats – Requires continuous monitoring and analysis

Solution C: Advanced Threat Intelligence Integration

In addition to using canary tokens as a form of decoy or trap, another alternative for data breach detection is the integration of advanced threat intelligence. This involves leveraging security tools and technologies that are designed to detect and mitigate advanced threats.

What is Advanced Threat Intelligence?

Advanced threat intelligence refers to the collection, analysis, and interpretation of information about ongoing or potential threats to an organization’s network. This information is then used to enhance the security posture and implement effective countermeasures.

By integrating advanced threat intelligence into an organization’s existing security infrastructure, it becomes possible to detect and respond to potential security incidents in a proactive and efficient manner.

How Does Advanced Threat Intelligence Work?

Advanced threat intelligence works by gathering and analyzing data from various sources, such as internal logs, external threat feeds, and threat intelligence platforms. This data is then correlated and analyzed to identify patterns, indicators of compromise (IOCs), and other signatures of advanced threats.

Using this information, security teams can deploy specific countermeasures to prevent or mitigate potential attacks. These countermeasures may include updating firewall rules, applying patches, blocking malicious IP addresses, or implementing additional security controls.

Integration with Canary Tokens

Integrating advanced threat intelligence with canary tokens can provide an additional layer of security and enhance the effectiveness of data breach detection. By combining the use of canary tokens as decoys or lures with advanced threat intelligence, organizations can gain better visibility into potential attacks and respond more effectively.

For example, if a canary token is triggered, the security team can use advanced threat intelligence tools to investigate the source of the attack, identify any malicious activities, and take appropriate actions to mitigate the threat.

Benefits of Advanced Threat Intelligence Integration

Integrating advanced threat intelligence with canary tokens offers several benefits:

  • Enhanced detection capabilities: Advanced threat intelligence provides additional insight into potential threats, allowing organizations to better detect and respond to security incidents.
  • Improved incident response: By leveraging advanced threat intelligence, security teams can quickly identify and respond to potential attacks, minimizing the impact of a data breach.
  • Better visibility: Integrating advanced threat intelligence with canary tokens provides a comprehensive view of the organization’s security posture and potential vulnerabilities.
  • Proactive threat mitigation: Advanced threat intelligence allows organizations to implement proactive countermeasures, preventing potential attacks before they can cause significant damage.

In conclusion, integrating advanced threat intelligence with canary tokens offers a powerful alternative for data breach detection. By leveraging both decoy traps and advanced threat intelligence, organizations can strengthen their security defenses and reduce the risk of data breaches.

Solution D: User Behavior Analytics

User Behavior Analytics (UBA) is an alternative approach to detecting data breaches and identifying potential security threats within an organization. Unlike canary tokens or honeytokens, UBA focuses on analyzing the behavior patterns of users to identify anomalies and potential breaches.

UBA works by tracking and analyzing various user activities, such as login attempts, file access, and application usage. By establishing a baseline of normal user behavior, UBA can then detect any deviations from this baseline and flag them as potentially suspicious.

One of the main advantages of UBA is that it does not rely on traps or countermeasures like canary tokens or honeytokens. Instead, it leverages advanced machine learning algorithms to detect anomalies in user behavior, making it a more proactive and dynamic solution for data breach detection.

With UBA, organizations can gain real-time insights into user behavior and identify potential insider threats or external attacks. It can help detect compromised user accounts, unauthorized access, and abnormal data movements. By promptly identifying these issues, organizations can take immediate actions to mitigate the impact of a data breach.

In addition to detecting data breaches, UBA can also provide valuable insights for improving overall security posture. By analyzing user behavior, organizations can identify vulnerabilities in their security policies and procedures and implement appropriate countermeasures.

Key Benefits of User Behavior Analytics:

  • Proactive Detection: UBA can detect data breaches and security incidents in real-time, allowing organizations to respond quickly and minimize potential damage.
  • Insider Threat Identification: UBA can identify compromised user accounts and insider threats, enabling organizations to take necessary actions to prevent potential data breaches.
  • Improved Security Posture: UBA provides valuable insights into security vulnerabilities, allowing organizations to enhance their security policies and procedures.
  • Reduced False Positives: UBA’s advanced machine learning algorithms significantly reduce the number of false positives compared to traditional security monitoring solutions.

In conclusion, User Behavior Analytics is a powerful alternative to canary tokens or honeytokens for data breach detection and security. By analyzing user behavior patterns, organizations can proactively identify potential threats and take appropriate actions to safeguard their data.

Solution E: Machine Learning and Artificial Intelligence

Machine Learning and Artificial Intelligence (AI) can provide a powerful alternative to Canary Tokens for data breach detection. By leveraging these technologies, organizations can create sophisticated lures and countermeasures that are designed to deceive attackers and identify potential security threats.

One approach is to use machine learning algorithms to analyze large volumes of data and identify patterns that are indicative of malicious activity. By feeding the algorithms with a variety of data sources, such as network traffic logs, user behavior data, and system logs, organizations can train the algorithms to recognize normal patterns of activity and detect any anomalies that may suggest a data breach.

Another approach is to use AI-powered decoy systems or traps, which are designed to mimic real data and lure potential attackers. These traps can be strategically placed throughout an organization’s network infrastructure and configured to trigger alerts when unauthorized access is attempted. By enticing attackers to interact with these honeytokens, organizations can gain valuable insights into their tactics and techniques, allowing them to better defend against future attacks.

Machine Learning and AI can also be used to continuously monitor and analyze security logs in real-time, identifying suspicious activities and generating alerts. By incorporating these technologies into existing security systems, organizations can enhance their ability to detect and respond to data breaches in a timely manner.

In conclusion, Machine Learning and Artificial Intelligence provide a sophisticated alternative to Canary Tokens for data breach detection. By leveraging these technologies, organizations can create and deploy robust security measures that go beyond simple lures and provide advanced detection and response capabilities.

Solution F: Endpoint Security and Data Loss Prevention

Another alternative to Canary Tokens for data breach detection is the implementation of endpoint security and data loss prevention measures. These countermeasures focus on protecting individual endpoints, such as desktops and laptops, from security threats and ensuring that sensitive data does not leave the network without authorization.

Endpoint Security

  • Ensure that all endpoints have up-to-date antivirus and antimalware software installed.
  • Use advanced threat detection tools that can identify and block malicious activities on endpoints.
  • Implement user awareness training to educate employees about security best practices and how to avoid falling victim to phishing attacks or other social engineering techniques.
  • Utilize network segmentation to isolate endpoints and limit the potential impact of a data breach.

Data Loss Prevention

  • Implement data classification and labeling to identify and properly handle sensitive information.
  • Encrypt sensitive data to protect it from unauthorized access in case of a breach.
  • Monitor data flows and network traffic to detect any unusual or unauthorized data transfers.
  • Deploy data loss prevention software that can detect and prevent the unauthorized transmission of sensitive information.

By implementing these endpoint security and data loss prevention measures, organizations can strengthen their defenses against data breaches and ensure the protection of critical information. While these solutions might require more upfront investment and ongoing maintenance compared to Canary Tokens or honeytokens, they provide more comprehensive security by actively preventing data breaches rather than just detecting them.

Solution G: Network Traffic Analysis

Network traffic analysis is another alternative to canary tokens for data breach detection. This approach involves monitoring and analyzing the network traffic within an organization’s infrastructure in order to identify and detect any suspicious or malicious activity.

Unlike canary tokens, which rely on lures or decoy files to attract attackers, network traffic analysis focuses on the actual data that is being transmitted across the network. By analyzing the patterns, protocols, and behaviors of network traffic, security professionals can identify any anomalies or signs of unauthorized access or data exfiltration.

One of the key advantages of network traffic analysis as a countermeasure to data breaches is its ability to provide real-time insights into potential threats. By continuously monitoring network traffic, organizations can detect and respond to breaches in a timely manner, minimizing the potential damage caused by an attack.

Network traffic analysis also allows organizations to identify and understand the various attack vectors and techniques used by attackers. This knowledge can then be used to develop more effective security strategies and measures.

Furthermore, network traffic analysis can complement other security measures and solutions, such as honeytokens or traps. By combining these different approaches, organizations can create a multi-layered defense system that is more resilient to attacks.

Key Benefits of Network Traffic Analysis:

  • Real-time threat detection: By monitoring network traffic, organizations can quickly identify and respond to potential breaches.
  • Enhanced understanding of attack techniques: Network traffic analysis allows organizations to better understand the methods used by attackers, enabling more effective countermeasures.
  • Complementary to other security solutions: Network traffic analysis can be combined with other security measures, such as honeytokens, to create a more robust defense system.

In conclusion, network traffic analysis offers an alternative to canary tokens for data breach detection. By analyzing network traffic patterns and behaviors, organizations can detect and respond to potential threats in real time, enhance their understanding of attack techniques, and create a multi-layered defense system.

Solution H: Cloud-based Data Breach Detection

Cloud-based data breach detection is an effective solution for organizations looking to enhance their security measures and detect potential data breaches. This solution involves the use of lures or tokens, also known as honeytokens or canaries, to act as decoys and trap potential attackers.

How it Works

In cloud-based data breach detection, organizations strategically place these tokens within their systems and networks. These tokens appear as valuable or sensitive data, enticing potential attackers to interact with them. When an attacker accesses or tries to access these lures, an alarm is triggered, alerting the organization about the breach attempt.

Cloud-based data breach detection combines these honeytokens with advanced security technologies and countermeasures to provide a comprehensive defense system. It leverages the scalability and flexibility of cloud computing to deploy these tokens across various parts of the organization’s infrastructure.

Benefits of Cloud-based Data Breach Detection

Benefits Explanation
Early detection The presence of honeytokens allows organizations to detect breaches at an early stage, minimizing potential damage.
Reduced false positives The cloud-based approach enables more accurate detection, reducing false positive alerts and minimizing unnecessary investigations.
Scalability Cloud-based data breach detection can be easily scaled to accommodate the changing needs of an organization.
Cost-effective This solution eliminates the need for investing in hardware or infrastructure dedicated to data breach detection, reducing costs.
Continuous monitoring Cloud-based solutions offer continuous monitoring, ensuring real-time detection and response to breaches.

Overall, cloud-based data breach detection offers a robust and efficient method for organizations to proactively detect and respond to potential data breaches. By strategically deploying honeytokens, organizations can stay one step ahead of attackers and protect their sensitive data.


What are Canary Tokens?

Canary Tokens are a type of digital trap that organizations can use to detect data breaches. They can be deployed in various forms, such as fake documents or network shares, and are designed to trigger an alert if they are accessed or opened by an unauthorized user.

Why would an organization need an alternative to Canary Tokens?

An organization might need an alternative to Canary Tokens if they want a different approach to detecting data breaches or if they find Canary Tokens too complicated to set up and manage. Additionally, Canary Tokens may not be suitable for all types of systems or environments.

What are some alternatives to Canary Tokens for data breach detection?

Some alternatives to Canary Tokens for data breach detection include honeypots, network monitoring tools, intrusion detection systems, and user behavior analytics. These tools can help organizations detect and respond to data breaches in different ways.

How do honeypots work as an alternative to Canary Tokens?

Honeypots work by creating decoy systems or networks that are designed to attract attackers. When an attacker interacts with the honeypot, it triggers an alert, indicating a potential data breach. Honeypots can provide valuable insights into attacker tactics and techniques.

What are some advantages of using user behavior analytics as an alternative to Canary Tokens?

User behavior analytics (UBA) can analyze patterns of user behavior to identify anomalies and detect potential data breaches. This approach can be more proactive and contextual compared to relying solely on triggering alerts from Canary Tokens. UBA can help organizations detect insider threats or compromise of user accounts.