SlideShare une entreprise Scribd logo

Log Mining: Beyond Log Analysis

•
•
Anton Chuvakin
Anton Chuvakin

The presentation will describe methods for discovering interesting and actionable patterns in log files for security management without specifically knowing what you are looking for. This approach is different from "classic" log analysis and it allows gaining an insight into insider attacks and other advanced intrusions, which are extremely hard to discover with other methods. Specifically, I will demonstrate how data mining can be used as a source of ideas for designing future log analysis techniques, that will help uncover the coming threats. The important part of the presentation will be the demonstration how the above methods worked in a real-life environment.

Technologie
1  sur  41
Security Log Mining Beyond Log Analysis Anton Chuvakin, Ph.D., GCIA, GCIH, GCFA Security Log Mining Last presented on March 9, 2007 IT Underground Prague, Czech Republic
Goals ,[object Object],[object Object],[object Object]
Outline: Log Mining (LM) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Definitions ,[object Object],[object Object],[object Object]
Log Analysis: What ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Analysis: Why ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Analysis: Why NOT or Log Analysis Challenges ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Analysis Basics: How ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Analysis Basics: When ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
KDD and DM ,[object Object],[object Object],[object Object],[object Object]
Brief on Some DM Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
KDL and LM ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Preliminary Requirements ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Data from DM Perspective ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Log Data from DM Perspective ,[object Object],[object Object],[object Object],[object Object]
Example: Jumbled Mess of SAP Application Logs ,[object Object],[object Object],[object Object],[object Object],[object Object]
What Do We “Mine” for? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Simple Example ,[object Object],[object Object],[object Object],[object Object]
Deeper into interesting - I ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example 1: Can You Guess What Happened?! Destination Port 1D Baseline
Example 2: Can You Guess What Happened?!
Example 3: Can You Guess What Happened?!
Deeper into interesting - II ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example 4: Can You Guess What Happened?!
Example 5: Can You Guess What Happened?!
Deeper into interesting - III ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example 6: Can You Guess What Happened?!
More Examples ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Simple Example Revisited
Example 7: Can You Guess What Happened?!
Example 8: Fun Port Metrics
Example 9: Can You Guess What Happened?!
Real-life Usage ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How YOU can do it - I? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How YOU can do it - II? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How YOU can do it - III? ,[object Object],[object Object],[object Object],[object Object]
How YOU can do it - IV? ,[object Object],[object Object],[object Object],[object Object]
Conclusion ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Take These Home with You!! ,[object Object],[object Object],[object Object]
[object Object]
Feedback? Q&A? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Recommandé

Log Data Mining
Log Data MiningLog Data Mining
Log Data MiningAnton Chuvakin
 
The Hunter Games: How to Find the Adversary with Event Query Language
The Hunter Games: How to Find the Adversary with Event Query LanguageThe Hunter Games: How to Find the Adversary with Event Query Language
The Hunter Games: How to Find the Adversary with Event Query LanguageRoss Wolf
 
Cloud Privacy & Security compliance
Cloud Privacy & Security complianceCloud Privacy & Security compliance
Cloud Privacy & Security complianceBryan Starbuck
 
OReilly-Web-Application-Security-NGINX.pdf
OReilly-Web-Application-Security-NGINX.pdfOReilly-Web-Application-Security-NGINX.pdf
OReilly-Web-Application-Security-NGINX.pdfRazaMehmood7
 
Threat Hunting with Splunk
Threat Hunting with SplunkThreat Hunting with Splunk
Threat Hunting with SplunkSplunk
 
Threat hunting in cyber world
Threat hunting in cyber worldThreat hunting in cyber world
Threat hunting in cyber worldAkash Sarode
 
VAPT PRESENTATION full.pptx
VAPT PRESENTATION full.pptxVAPT PRESENTATION full.pptx
VAPT PRESENTATION full.pptxDARSHANBHAVSAR14
 
VAPT - Vulnerability Assessment & Penetration Testing
VAPT - Vulnerability Assessment & Penetration Testing VAPT - Vulnerability Assessment & Penetration Testing
VAPT - Vulnerability Assessment & Penetration Testing Netpluz Asia Pte Ltd
 

Recommandé

Log Data Mining
Log Data MiningLog Data Mining
Log Data MiningAnton Chuvakin
 
The Hunter Games: How to Find the Adversary with Event Query Language
The Hunter Games: How to Find the Adversary with Event Query LanguageThe Hunter Games: How to Find the Adversary with Event Query Language
The Hunter Games: How to Find the Adversary with Event Query LanguageRoss Wolf
 
Cloud Privacy & Security compliance
Cloud Privacy & Security complianceCloud Privacy & Security compliance
Cloud Privacy & Security complianceBryan Starbuck
 
OReilly-Web-Application-Security-NGINX.pdf
OReilly-Web-Application-Security-NGINX.pdfOReilly-Web-Application-Security-NGINX.pdf
OReilly-Web-Application-Security-NGINX.pdfRazaMehmood7
 
Threat Hunting with Splunk
Threat Hunting with SplunkThreat Hunting with Splunk
Threat Hunting with SplunkSplunk
 
Threat hunting in cyber world
Threat hunting in cyber worldThreat hunting in cyber world
Threat hunting in cyber worldAkash Sarode
 
VAPT PRESENTATION full.pptx
VAPT PRESENTATION full.pptxVAPT PRESENTATION full.pptx
VAPT PRESENTATION full.pptxDARSHANBHAVSAR14
 
VAPT - Vulnerability Assessment & Penetration Testing
VAPT - Vulnerability Assessment & Penetration Testing VAPT - Vulnerability Assessment & Penetration Testing
VAPT - Vulnerability Assessment & Penetration Testing Netpluz Asia Pte Ltd
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Multifactor Authentication
Multifactor AuthenticationMultifactor Authentication
Multifactor AuthenticationRonnie Isherwood
 
Threat Intelligence
Threat IntelligenceThreat Intelligence
Threat IntelligenceDeepak Kumar (D3)
 
Windows Threat Hunting
Windows Threat HuntingWindows Threat Hunting
Windows Threat HuntingGIBIN JOHN
 
Baselining Logs
Baselining LogsBaselining Logs
Baselining LogsAnton Chuvakin
 
Threat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement MatriceThreat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement MatriceVishal Kumar
 
Threat hunting - Every day is hunting season
Threat hunting - Every day is hunting seasonThreat hunting - Every day is hunting season
Threat hunting - Every day is hunting seasonBen Boyd
 
Blockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBlockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBruno Gonçalves
 
Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)Ben Rothke
 
Web Application Penetration Testing
Web Application Penetration Testing Web Application Penetration Testing
Web Application Penetration Testing Priyanka Aash
 
What is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda SecurityWhat is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda SecurityPanda Security
 
Sql Injection 0wning Enterprise
Sql Injection 0wning EnterpriseSql Injection 0wning Enterprise
Sql Injection 0wning Enterprisen|u - The Open Security Community
 
WTF is Penetration Testing v.2
WTF is Penetration Testing v.2WTF is Penetration Testing v.2
WTF is Penetration Testing v.2Scott Sutherland
 
Understanding the Event Log
Understanding the Event LogUnderstanding the Event Log
Understanding the Event Logchuckbt
 
What is Penetration Testing?
What is Penetration Testing?What is Penetration Testing?
What is Penetration Testing?btpsec
 
Hunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows EnvironmentHunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows EnvironmentTeymur Kheirkhabarov
 
Cyber Threat hunting workshop
Cyber Threat hunting workshopCyber Threat hunting workshop
Cyber Threat hunting workshopArpan Raval
 
Information Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric VanderburgInformation Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric VanderburgEric Vanderburg
 
BSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - GerritzBSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - GerritzChristopher Gerritz
 
Sqlmap
SqlmapSqlmap
SqlmapInstitute of Information Security (IIS)
 
Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?Anton Chuvakin
 
What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)Brian Brazil
 

Contenu connexe

Tendances

Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Multifactor Authentication
Multifactor AuthenticationMultifactor Authentication
Multifactor AuthenticationRonnie Isherwood
 
Windows Threat Hunting
Windows Threat HuntingWindows Threat Hunting
Windows Threat HuntingGIBIN JOHN
 
Threat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement MatriceThreat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement MatriceVishal Kumar
 
Threat hunting - Every day is hunting season
Threat hunting - Every day is hunting seasonThreat hunting - Every day is hunting season
Threat hunting - Every day is hunting seasonBen Boyd
 
Blockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBlockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBruno Gonçalves
 
Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)Ben Rothke
 
Web Application Penetration Testing
Web Application Penetration Testing Web Application Penetration Testing
Web Application Penetration Testing Priyanka Aash
 
What is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda SecurityWhat is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda SecurityPanda Security
 
WTF is Penetration Testing v.2
WTF is Penetration Testing v.2WTF is Penetration Testing v.2
WTF is Penetration Testing v.2Scott Sutherland
 
Understanding the Event Log
Understanding the Event LogUnderstanding the Event Log
Understanding the Event Logchuckbt
 
What is Penetration Testing?
What is Penetration Testing?What is Penetration Testing?
What is Penetration Testing?btpsec
 
Hunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows EnvironmentHunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows EnvironmentTeymur Kheirkhabarov
 
Cyber Threat hunting workshop
Cyber Threat hunting workshopCyber Threat hunting workshop
Cyber Threat hunting workshopArpan Raval
 
Information Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric VanderburgInformation Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric VanderburgEric Vanderburg
 
BSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - GerritzBSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - GerritzChristopher Gerritz
 

Tendances (20)

Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-on
 
Multifactor Authentication
Multifactor AuthenticationMultifactor Authentication
Multifactor Authentication
 
Threat Intelligence
Threat IntelligenceThreat Intelligence
Threat Intelligence
 
Windows Threat Hunting
Windows Threat HuntingWindows Threat Hunting
Windows Threat Hunting
 
Baselining Logs
Baselining LogsBaselining Logs
Baselining Logs
 
Threat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement MatriceThreat Hunting Procedures and Measurement Matrice
Threat Hunting Procedures and Measurement Matrice
 
Threat hunting - Every day is hunting season
Threat hunting - Every day is hunting seasonThreat hunting - Every day is hunting season
Threat hunting - Every day is hunting season
 
Blockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBlockchain Technologies for Data Science
Blockchain Technologies for Data Science
 
Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)Rothke secure360 building a security operations center (soc)
Rothke secure360 building a security operations center (soc)
 
Web Application Penetration Testing
Web Application Penetration Testing Web Application Penetration Testing
Web Application Penetration Testing
 
What is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda SecurityWhat is Threat Hunting? - Panda Security
What is Threat Hunting? - Panda Security
 
Sql Injection 0wning Enterprise
Sql Injection 0wning EnterpriseSql Injection 0wning Enterprise
Sql Injection 0wning Enterprise
 
WTF is Penetration Testing v.2
WTF is Penetration Testing v.2WTF is Penetration Testing v.2
WTF is Penetration Testing v.2
 
Understanding the Event Log
Understanding the Event LogUnderstanding the Event Log
Understanding the Event Log
 
What is Penetration Testing?
What is Penetration Testing?What is Penetration Testing?
What is Penetration Testing?
 
Hunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows EnvironmentHunting for Credentials Dumping in Windows Environment
Hunting for Credentials Dumping in Windows Environment
 
Cyber Threat hunting workshop
Cyber Threat hunting workshopCyber Threat hunting workshop
Cyber Threat hunting workshop
 
Information Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric VanderburgInformation Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
Information Security Lesson 2 - Attackers and Attacks - Eric Vanderburg
 
BSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - GerritzBSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
BSidesLV 2016 - Powershell - Hunting on the Endpoint - Gerritz
 
Sqlmap
SqlmapSqlmap
Sqlmap
 

Similaire à Log Mining: Beyond Log Analysis

Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?Anton Chuvakin
 
What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)Brian Brazil
 
Six Mistakes of Log Management 2008
Six Mistakes of Log Management 2008Six Mistakes of Log Management 2008
Six Mistakes of Log Management 2008Anton Chuvakin
 
Logs for Information Assurance and Forensics @ USMA
Logs for Information Assurance and Forensics @ USMALogs for Information Assurance and Forensics @ USMA
Logs for Information Assurance and Forensics @ USMAAnton Chuvakin
 
Log Standards & Future Trends by Dr. Anton Chuvakin
Log Standards & Future Trends by Dr. Anton ChuvakinLog Standards & Future Trends by Dr. Anton Chuvakin
Log Standards & Future Trends by Dr. Anton ChuvakinAnton Chuvakin
 
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008Anton Chuvakin
 
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008guestc0c304
 
Evolution of Monitoring and Prometheus (Dublin 2018)
Evolution of Monitoring and Prometheus (Dublin 2018)Evolution of Monitoring and Prometheus (Dublin 2018)
Evolution of Monitoring and Prometheus (Dublin 2018)Brian Brazil
 
Log Management For e-Discovery, Database Monitoring and Other Unusual Uses
Log Management For e-Discovery, Database Monitoring and Other Unusual UsesLog Management For e-Discovery, Database Monitoring and Other Unusual Uses
Log Management For e-Discovery, Database Monitoring and Other Unusual UsesAnton Chuvakin
 
Application Logging Good Bad Ugly ... Beautiful?
Application Logging Good Bad Ugly ... Beautiful?Application Logging Good Bad Ugly ... Beautiful?
Application Logging Good Bad Ugly ... Beautiful?Anton Chuvakin
 
Anton's Log Management 'Worst Practices'
Anton's Log Management 'Worst Practices'Anton's Log Management 'Worst Practices'
Anton's Log Management 'Worst Practices'Anton Chuvakin
 
NIST 800-92 Log Management Guide in the Real World
NIST 800-92 Log Management Guide in the Real WorldNIST 800-92 Log Management Guide in the Real World
NIST 800-92 Log Management Guide in the Real WorldAnton Chuvakin
 
Big Data made easy in the era of the Cloud - Demi Ben-Ari
Big Data made easy in the era of the Cloud - Demi Ben-AriBig Data made easy in the era of the Cloud - Demi Ben-Ari
Big Data made easy in the era of the Cloud - Demi Ben-AriDemi Ben-Ari
 
AI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are DangerousAI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are DangerousRaffael Marty
 
Implementing and Running SIEM: Approaches and Lessons
Implementing and Running SIEM: Approaches and LessonsImplementing and Running SIEM: Approaches and Lessons
Implementing and Running SIEM: Approaches and LessonsAnton Chuvakin
 
IT Operation Analytic for security- MiSSconf(sp1)
IT Operation Analytic for security- MiSSconf(sp1)IT Operation Analytic for security- MiSSconf(sp1)
IT Operation Analytic for security- MiSSconf(sp1)stelligence
 
Audit logs for Security and Compliance
Audit logs for Security and ComplianceAudit logs for Security and Compliance
Audit logs for Security and ComplianceAnton Chuvakin
 
Chaos Engineering Without Observability ... Is Just Chaos
Chaos Engineering Without Observability ... Is Just ChaosChaos Engineering Without Observability ... Is Just Chaos
Chaos Engineering Without Observability ... Is Just ChaosCharity Majors
 
Enterprise Logging and Log Management: Hot Topics by Dr. Anton Chuvakin
Enterprise Logging and Log Management: Hot Topics by Dr. Anton ChuvakinEnterprise Logging and Log Management: Hot Topics by Dr. Anton Chuvakin
Enterprise Logging and Log Management: Hot Topics by Dr. Anton ChuvakinAnton Chuvakin
 
Data Science in the Real World: Making a Difference
Data Science in the Real World: Making a Difference Data Science in the Real World: Making a Difference
Data Science in the Real World: Making a Difference Srinath Perera
 

Similaire à Log Mining: Beyond Log Analysis (20)

Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?Making Logs Sexy Again: Can We Finally Lose The Regexes?
Making Logs Sexy Again: Can We Finally Lose The Regexes?
 
What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)What does "monitoring" mean? (FOSDEM 2017)
What does "monitoring" mean? (FOSDEM 2017)
 
Six Mistakes of Log Management 2008
Six Mistakes of Log Management 2008Six Mistakes of Log Management 2008
Six Mistakes of Log Management 2008
 
Logs for Information Assurance and Forensics @ USMA
Logs for Information Assurance and Forensics @ USMALogs for Information Assurance and Forensics @ USMA
Logs for Information Assurance and Forensics @ USMA
 
Log Standards & Future Trends by Dr. Anton Chuvakin
Log Standards & Future Trends by Dr. Anton ChuvakinLog Standards & Future Trends by Dr. Anton Chuvakin
Log Standards & Future Trends by Dr. Anton Chuvakin
 
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
 
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
Logs for Incident Response and Forensics: Key Issues for GOVCERT.NL 2008
 
Evolution of Monitoring and Prometheus (Dublin 2018)
Evolution of Monitoring and Prometheus (Dublin 2018)Evolution of Monitoring and Prometheus (Dublin 2018)
Evolution of Monitoring and Prometheus (Dublin 2018)
 
Log Management For e-Discovery, Database Monitoring and Other Unusual Uses
Log Management For e-Discovery, Database Monitoring and Other Unusual UsesLog Management For e-Discovery, Database Monitoring and Other Unusual Uses
Log Management For e-Discovery, Database Monitoring and Other Unusual Uses
 
Application Logging Good Bad Ugly ... Beautiful?
Application Logging Good Bad Ugly ... Beautiful?Application Logging Good Bad Ugly ... Beautiful?
Application Logging Good Bad Ugly ... Beautiful?
 
Anton's Log Management 'Worst Practices'
Anton's Log Management 'Worst Practices'Anton's Log Management 'Worst Practices'
Anton's Log Management 'Worst Practices'
 
NIST 800-92 Log Management Guide in the Real World
NIST 800-92 Log Management Guide in the Real WorldNIST 800-92 Log Management Guide in the Real World
NIST 800-92 Log Management Guide in the Real World
 
Big Data made easy in the era of the Cloud - Demi Ben-Ari
Big Data made easy in the era of the Cloud - Demi Ben-AriBig Data made easy in the era of the Cloud - Demi Ben-Ari
Big Data made easy in the era of the Cloud - Demi Ben-Ari
 
AI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are DangerousAI & ML in Cyber Security - Why Algorithms Are Dangerous
AI & ML in Cyber Security - Why Algorithms Are Dangerous
 
Implementing and Running SIEM: Approaches and Lessons
Implementing and Running SIEM: Approaches and LessonsImplementing and Running SIEM: Approaches and Lessons
Implementing and Running SIEM: Approaches and Lessons
 
IT Operation Analytic for security- MiSSconf(sp1)
IT Operation Analytic for security- MiSSconf(sp1)IT Operation Analytic for security- MiSSconf(sp1)
IT Operation Analytic for security- MiSSconf(sp1)
 
Audit logs for Security and Compliance
Audit logs for Security and ComplianceAudit logs for Security and Compliance
Audit logs for Security and Compliance
 
Chaos Engineering Without Observability ... Is Just Chaos
Chaos Engineering Without Observability ... Is Just ChaosChaos Engineering Without Observability ... Is Just Chaos
Chaos Engineering Without Observability ... Is Just Chaos
 
Enterprise Logging and Log Management: Hot Topics by Dr. Anton Chuvakin
Enterprise Logging and Log Management: Hot Topics by Dr. Anton ChuvakinEnterprise Logging and Log Management: Hot Topics by Dr. Anton Chuvakin
Enterprise Logging and Log Management: Hot Topics by Dr. Anton Chuvakin
 
Data Science in the Real World: Making a Difference
Data Science in the Real World: Making a Difference Data Science in the Real World: Making a Difference
Data Science in the Real World: Making a Difference
 

Plus de Anton Chuvakin

Future of SOC: More Security, Less Operations
Future of SOC: More Security, Less OperationsFuture of SOC: More Security, Less Operations
Future of SOC: More Security, Less OperationsAnton Chuvakin
 
SOC Meets Cloud: What Breaks, What Changes, What to Do?
SOC Meets Cloud: What Breaks, What Changes, What to Do?SOC Meets Cloud: What Breaks, What Changes, What to Do?
SOC Meets Cloud: What Breaks, What Changes, What to Do?Anton Chuvakin
 
Meet the Ghost of SecOps Future by Anton Chuvakin
Meet the Ghost of SecOps Future by Anton ChuvakinMeet the Ghost of SecOps Future by Anton Chuvakin
Meet the Ghost of SecOps Future by Anton ChuvakinAnton Chuvakin
 
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...Anton Chuvakin
 
SOC Lessons from DevOps and SRE by Anton Chuvakin
SOC Lessons from DevOps and SRE by Anton ChuvakinSOC Lessons from DevOps and SRE by Anton Chuvakin
SOC Lessons from DevOps and SRE by Anton ChuvakinAnton Chuvakin
 
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 Booth
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 BoothHey SOC, Look LEFT! by Anton Chuvakin RSA 2023 Booth
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 BoothAnton Chuvakin
 
20 Years of SIEM - SANS Webinar 2022
20 Years of SIEM - SANS Webinar 202220 Years of SIEM - SANS Webinar 2022
20 Years of SIEM - SANS Webinar 2022Anton Chuvakin
 
10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin
10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin
10X SOC - SANS Blue Summit Keynote 2021 - Anton ChuvakinAnton Chuvakin
 
SOCstock 2020 Groovy SOC Tunes aka Modern SOC Trends
SOCstock 2020 Groovy SOC Tunes aka Modern SOC TrendsSOCstock 2020 Groovy SOC Tunes aka Modern SOC Trends
SOCstock 2020 Groovy SOC Tunes aka Modern SOC TrendsAnton Chuvakin
 
SOCstock 2021 The Cloud-native SOC
SOCstock 2021 The Cloud-native SOC SOCstock 2021 The Cloud-native SOC
SOCstock 2021 The Cloud-native SOC Anton Chuvakin
 
Modern SOC Trends 2020
Modern SOC Trends 2020Modern SOC Trends 2020
Modern SOC Trends 2020Anton Chuvakin
 
Anton's 2020 SIEM Best and Worst Practices - in Brief
Anton's 2020 SIEM Best and Worst Practices - in BriefAnton's 2020 SIEM Best and Worst Practices - in Brief
Anton's 2020 SIEM Best and Worst Practices - in BriefAnton Chuvakin
 
Five SIEM Futures (2012)
Five SIEM Futures (2012)Five SIEM Futures (2012)
Five SIEM Futures (2012)Anton Chuvakin
 
RSA 2016 Security Analytics Presentation
RSA 2016 Security Analytics PresentationRSA 2016 Security Analytics Presentation
RSA 2016 Security Analytics PresentationAnton Chuvakin
 
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinFive Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinAnton Chuvakin
 
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinFive Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinAnton Chuvakin
 
Practical Strategies to Compliance and Security with SIEM by Dr. Anton Chuvakin
Practical Strategies to Compliance and Security with SIEM by Dr. Anton ChuvakinPractical Strategies to Compliance and Security with SIEM by Dr. Anton Chuvakin
Practical Strategies to Compliance and Security with SIEM by Dr. Anton ChuvakinAnton Chuvakin
 

Plus de Anton Chuvakin (20)

Future of SOC: More Security, Less Operations
Future of SOC: More Security, Less OperationsFuture of SOC: More Security, Less Operations
Future of SOC: More Security, Less Operations
 
SOC Meets Cloud: What Breaks, What Changes, What to Do?
SOC Meets Cloud: What Breaks, What Changes, What to Do?SOC Meets Cloud: What Breaks, What Changes, What to Do?
SOC Meets Cloud: What Breaks, What Changes, What to Do?
 
Meet the Ghost of SecOps Future by Anton Chuvakin
Meet the Ghost of SecOps Future by Anton ChuvakinMeet the Ghost of SecOps Future by Anton Chuvakin
Meet the Ghost of SecOps Future by Anton Chuvakin
 
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...
SANS Webinar: The Future of Log Centralization for SIEMs and DFIR – Is the En...
 
SOC Lessons from DevOps and SRE by Anton Chuvakin
SOC Lessons from DevOps and SRE by Anton ChuvakinSOC Lessons from DevOps and SRE by Anton Chuvakin
SOC Lessons from DevOps and SRE by Anton Chuvakin
 
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 Booth
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 BoothHey SOC, Look LEFT! by Anton Chuvakin RSA 2023 Booth
Hey SOC, Look LEFT! by Anton Chuvakin RSA 2023 Booth
 
20 Years of SIEM - SANS Webinar 2022
20 Years of SIEM - SANS Webinar 202220 Years of SIEM - SANS Webinar 2022
20 Years of SIEM - SANS Webinar 2022
 
10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin
10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin
10X SOC - SANS Blue Summit Keynote 2021 - Anton Chuvakin
 
SOCstock 2020 Groovy SOC Tunes aka Modern SOC Trends
SOCstock 2020 Groovy SOC Tunes aka Modern SOC TrendsSOCstock 2020 Groovy SOC Tunes aka Modern SOC Trends
SOCstock 2020 Groovy SOC Tunes aka Modern SOC Trends
 
SOCstock 2021 The Cloud-native SOC
SOCstock 2021 The Cloud-native SOC SOCstock 2021 The Cloud-native SOC
SOCstock 2021 The Cloud-native SOC
 
Modern SOC Trends 2020
Modern SOC Trends 2020Modern SOC Trends 2020
Modern SOC Trends 2020
 
Anton's 2020 SIEM Best and Worst Practices - in Brief
Anton's 2020 SIEM Best and Worst Practices - in BriefAnton's 2020 SIEM Best and Worst Practices - in Brief
Anton's 2020 SIEM Best and Worst Practices - in Brief
 
Generic siem how_2017
Generic siem how_2017Generic siem how_2017
Generic siem how_2017
 
Tips on SIEM Ops 2015
Tips on SIEM Ops 2015Tips on SIEM Ops 2015
Tips on SIEM Ops 2015
 
Five SIEM Futures (2012)
Five SIEM Futures (2012)Five SIEM Futures (2012)
Five SIEM Futures (2012)
 
RSA 2016 Security Analytics Presentation
RSA 2016 Security Analytics PresentationRSA 2016 Security Analytics Presentation
RSA 2016 Security Analytics Presentation
 
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinFive Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
 
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton ChuvakinFive Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
Five Best and Five Worst Practices for SIEM by Dr. Anton Chuvakin
 
Practical Strategies to Compliance and Security with SIEM by Dr. Anton Chuvakin
Practical Strategies to Compliance and Security with SIEM by Dr. Anton ChuvakinPractical Strategies to Compliance and Security with SIEM by Dr. Anton Chuvakin
Practical Strategies to Compliance and Security with SIEM by Dr. Anton Chuvakin
 
SIEM Primer:
SIEM Primer:SIEM Primer:
SIEM Primer:
 

Dernier

"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...apidays
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024The Digital Insurer
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMECloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 

Dernier (20)

"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
 
FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024FWD Group - Insurer Innovation Award 2024
FWD Group - Insurer Innovation Award 2024
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMECloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 

Log Mining: Beyond Log Analysis