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Last updated on 2024年5月31日

Which security analytics platforms provide the most accurate user behavior analytics?

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Understanding the importance of security analytics platforms in the realm of Business Intelligence (BI) is crucial. These platforms are designed to detect and counteract cybersecurity threats by analyzing user behavior and identifying anomalies that may indicate a security breach. Accurate user behavior analytics (UBA) are vital for maintaining the integrity of an organization's data and protecting against insider threats as well as external attackers. By leveraging machine learning and advanced algorithms, the best security analytics platforms can sift through vast amounts of data to pinpoint potential risks before they escalate into serious incidents. As cyber threats evolve, so does the sophistication of UBA tools, making it essential to stay informed about the most reliable solutions in the market.

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1 UBA Explained

User Behavior Analytics (UBA) is a cybersecurity process that uses machine learning to understand how users typically interact with systems and data. By establishing a baseline of normal activities, UBA tools can detect deviations that might indicate a security threat. This could include unusual access patterns or file movements. UBA is especially useful for spotting insider threats, where legitimate credentials are being used inappropriately. The most accurate UBA platforms are those that continuously learn and adapt to new user behaviors, ensuring that they remain effective as patterns evolve.

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Luiz Cruz

Analista de Dados Pleno | Data Specialyst | Business Intelligence Analyst | Power BI | Big Query | Looker Studio | SQL | Power Query | Google Analytics | Web Analytics | Lean Seis Sigma Yellow Belt
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Análise do comportamento do usuário (UBA) é uma ferramenta de seguran?a cibernética. Essas ferramentas observam o comportamento normal e detectam desvios, como acesso incomum a dados ou movimenta??o de arquivos, que podem sinalizar amea?as. Isso é especialmente valioso para detectar riscos internos, onde credenciais válidas s?o usadas de maneira imprópria. As plataformas UBA mais eficazes s?o as que se adaptam continuamente aos novos comportamentos dos usuários, mantendo-se atualizadas conforme os padr?es mudam. Exemplos incluem Splunk UBA e Exabeam, que s?o conhecidas por sua capacidade de adapta??o contínua e precis?o na detec??o.

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2 Key Features

When evaluating security analytics platforms for their UBA capabilities, certain key features stand out. These include real-time monitoring, comprehensive data integration, advanced analytics, and automated response systems. Real-time monitoring allows for the immediate detection of anomalies, while comprehensive data integration ensures that behaviors are assessed in the context of all available information. Advanced analytics are necessary for parsing through complex datasets, and automated response systems enable quick action to potential threats.

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Luiz Cruz

Analista de Dados Pleno | Data Specialyst | Business Intelligence Analyst | Power BI | Big Query | Looker Studio | SQL | Power Query | Google Analytics | Web Analytics | Lean Seis Sigma Yellow Belt
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Ao escolher plataformas de análise de seguran?a, priorize aquelas que oferecem monitoramento em tempo real, integra??o abrangente de dados, análises avan?adas e sistemas de resposta automatizados. O monitoramento em tempo real é vital para detectar anomalias instantaneamente, enquanto a integra??o de dados garante uma vis?o completa do comportamento do usuário. Análises avan?adas ajudam a interpretar dados complexos, e a resposta automatizada permite a??es rápidas contra amea?as. Por exemplo, uma plataforma que integra dados de várias fontes, como redes sociais e sistemas internos, proporciona um contexto mais rico e preciso. Essas características, combinadas, tornam a análise do comportamento do usuário mais eficaz e confiável.

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3 Data Sources

The accuracy of user behavior analytics is heavily dependent on the quality and diversity of data sources. Security analytics platforms must be able to integrate data from various points such as logs, network traffic, and user activity records. The more extensive the data collection, the more precise the behavioral analysis will be. Platforms that can correlate information from multiple sources provide a more complete picture of user behavior, enhancing the detection of subtle anomalies that could indicate a threat.

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Luiz Cruz

Analista de Dados Pleno | Data Specialyst | Business Intelligence Analyst | Power BI | Big Query | Looker Studio | SQL | Power Query | Google Analytics | Web Analytics | Lean Seis Sigma Yellow Belt
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Para determinar quais plataformas de análise de seguran?a fornecem a análise de comportamento do usuário mais precisa,considere a qualidade e diversidade das fontes de dados utilizadas. Integra??o de logs, tráfego de rede e registros de atividade do usuário é imprescindível. Quanto mais variadas e completas forem as fontes, mais apurada será a análise comportamental. Plataformas que correlacionam informa??es de múltiplas fontes oferecem uma vis?o abrangente, facilitando a detec??o de anomalias sutis. Por exemplo, uma plataforma que analisa tanto o login quanto o comportamento de navega??o pode identificar padr?es an?malos que sugerem uma possível amea?a, garantindo uma seguran?a mais robusta e eficaz.

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4 Machine Learning

Machine learning is at the heart of modern UBA platforms. These systems use algorithms to process and learn from data, identifying patterns that may suggest malicious activity. The most accurate platforms employ sophisticated machine learning models that can evolve with changing behaviors, reducing false positives and improving threat detection over time. The ability to adapt to new and emerging threats without manual intervention is a hallmark of a robust UBA platform.

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5 Integration Capability

Integration capability is another critical aspect of security analytics platforms. The ability to seamlessly integrate with existing security infrastructure, such as Identity and Access Management (IAM) systems, enhances the overall security posture. Accurate UBA platforms should not operate in isolation but rather work in concert with other security measures to provide a layered defense against threats. Integration also simplifies the management of security alerts, making it easier to respond to incidents efficiently.

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Luiz Cruz

Analista de Dados Pleno | Data Specialyst | Business Intelligence Analyst | Power BI | Big Query | Looker Studio | SQL | Power Query | Google Analytics | Web Analytics | Lean Seis Sigma Yellow Belt
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Escolher uma plataforma implica considerar a análise de comportamento do usuário (UBA) e a capacidade de integra??o. A integra??o fluida com sistemas de Gerenciamento de Identidade e Acesso (IAM) aprimora a seguran?a geral. Plataformas UBA precisas devem trabalhar em harmonia com outras ferramentas de seguran?a, criando uma defesa em camadas contra amea?as. Por exemplo, uma plataforma que se integra bem permite um gerenciamento de alertas mais simplificado e uma resposta a incidentes mais ágil. Imagine receber alertas centralizados de diferentes sistemas, possibilitando uma análise rápida e a??o eficiente. Isso n?o só melhora a seguran?a, mas também torna o processo mais gerenciável.

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6 Future Proofing

Finally, the longevity of a security analytics platform hinges on its ability to adapt to future threats. Platforms that offer regular updates, scalable architecture, and flexible policy configurations are more likely to provide accurate UBA in the long term. A future-proof platform will not only handle current security challenges but also evolve with the threat landscape, ensuring that your organization remains protected against tomorrow's cyber risks.

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7 Here’s what else to consider

This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?

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Ken Buckler, CASP

Author, Research Director, Cyber Security Leader
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Privacy is an important consideration for any UBA implementation. While it's important to gain visibility for security purposes, employees should not feel like they're being spied on by their managers. Doing so will result in higher employee turnover.

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Which security analytics platforms provide the most accurate user behavior analytics?

1

2

3

4

5

6

7

1 UBA Explained

2 Key Features

3 Data Sources

4 Machine Learning

5 Integration Capability

6 Future Proofing

7 Here’s what else to consider

Business Intelligence

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Which security analytics platforms provide the most accurate user behavior analytics?

1

2

3

4

5

6

7

1 UBA Explained

2 Key Features

3 Data Sources

4 Machine Learning

5 Integration Capability

6 Future Proofing

7 Here’s what else to consider

Business Intelligence

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