SlideShare a Scribd company 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.

Technology
1 of 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]

Recommended

How to build a successful Data Lake
How to build a successful Data LakeHow to build a successful Data Lake
How to build a successful Data LakeDataWorks Summit/Hadoop Summit
 
Secure Coding 101 - OWASP University of Ottawa Workshop
Secure Coding 101 - OWASP University of Ottawa WorkshopSecure Coding 101 - OWASP University of Ottawa Workshop
Secure Coding 101 - OWASP University of Ottawa WorkshopPaul Ionescu
 
Getting started with Splunk
Getting started with SplunkGetting started with Splunk
Getting started with SplunkSplunk
 
CNIT 152: 4 Starting the Investigation & 5 Leads
CNIT 152: 4 Starting the Investigation & 5 LeadsCNIT 152: 4 Starting the Investigation & 5 Leads
CNIT 152: 4 Starting the Investigation & 5 LeadsSam Bowne
 
Incident response methodology
Incident response methodologyIncident response methodology
Incident response methodologyPiyush Jain
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Best practises for log management
Best practises for log managementBest practises for log management
Best practises for log managementBrian Honan
 
Log Data Mining
Log Data MiningLog Data Mining
Log Data MiningAnton Chuvakin
 

Recommended

How to build a successful Data Lake
How to build a successful Data LakeHow to build a successful Data Lake
How to build a successful Data LakeDataWorks Summit/Hadoop Summit
 
Secure Coding 101 - OWASP University of Ottawa Workshop
Secure Coding 101 - OWASP University of Ottawa WorkshopSecure Coding 101 - OWASP University of Ottawa Workshop
Secure Coding 101 - OWASP University of Ottawa WorkshopPaul Ionescu
 
Getting started with Splunk
Getting started with SplunkGetting started with Splunk
Getting started with SplunkSplunk
 
CNIT 152: 4 Starting the Investigation & 5 Leads
CNIT 152: 4 Starting the Investigation & 5 LeadsCNIT 152: 4 Starting the Investigation & 5 Leads
CNIT 152: 4 Starting the Investigation & 5 LeadsSam Bowne
 
Incident response methodology
Incident response methodologyIncident response methodology
Incident response methodologyPiyush Jain
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Best practises for log management
Best practises for log managementBest practises for log management
Best practises for log managementBrian Honan
 
Log Data Mining
Log Data MiningLog Data Mining
Log Data MiningAnton Chuvakin
 
Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityData Science Thailand
 
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01Michael Gough
 
MindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat SheetMindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat SheetJuan F. Padilla
 
Splunk for IT Operations
Splunk for IT OperationsSplunk for IT Operations
Splunk for IT OperationsSplunk
 
Getting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigationsGetting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigationsOlakanmi Oluwole
 
The Elastic Stack as a SIEM
The Elastic Stack as a SIEMThe Elastic Stack as a SIEM
The Elastic Stack as a SIEMJohn Hubbard
 
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
 
Malware Static Analysis
Malware Static AnalysisMalware Static Analysis
Malware Static AnalysisHossein Yavari
 
Threat Hunting
Threat HuntingThreat Hunting
Threat HuntingSplunk
 
Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)Kangaroot
 
CNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic DuplicationCNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic DuplicationSam Bowne
 
Best Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale PlatformsBest Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale PlatformsDatabricks
 
Implementing a Data Lake
Implementing a Data LakeImplementing a Data Lake
Implementing a Data LakeAmazon Web Services
 
Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?Splunk
 
Secure Code Review 101
Secure Code Review 101Secure Code Review 101
Secure Code Review 101Narudom Roongsiriwong, CISSP
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Threat Hunting with Splunk
Threat Hunting with SplunkThreat Hunting with Splunk
Threat Hunting with SplunkSplunk
 
Process Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to ActionsProcess Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to ActionsMarlon Dumas
 
Cloud Forensics
Cloud ForensicsCloud Forensics
Cloud Forensicssdavis532
 
Security Code Review 101
Security Code Review 101Security Code Review 101
Security Code Review 101Paul Ionescu
 
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
 
Baselining Logs
Baselining LogsBaselining Logs
Baselining LogsAnton Chuvakin
 

More Related Content

What's hot

Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityData Science Thailand
 
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01Michael Gough
 
MindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat SheetMindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat SheetJuan F. Padilla
 
Splunk for IT Operations
Splunk for IT OperationsSplunk for IT Operations
Splunk for IT OperationsSplunk
 
Getting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigationsGetting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigationsOlakanmi Oluwole
 
The Elastic Stack as a SIEM
The Elastic Stack as a SIEMThe Elastic Stack as a SIEM
The Elastic Stack as a SIEMJohn Hubbard
 
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
 
Malware Static Analysis
Malware Static AnalysisMalware Static Analysis
Malware Static AnalysisHossein Yavari
 
Threat Hunting
Threat HuntingThreat Hunting
Threat HuntingSplunk
 
Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)Kangaroot
 
CNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic DuplicationCNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic DuplicationSam Bowne
 
Best Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale PlatformsBest Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale PlatformsDatabricks
 
Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?Splunk
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onSplunk
 
Threat Hunting with Splunk
Threat Hunting with SplunkThreat Hunting with Splunk
Threat Hunting with SplunkSplunk
 
Process Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to ActionsProcess Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to ActionsMarlon Dumas
 
Cloud Forensics
Cloud ForensicsCloud Forensics
Cloud Forensicssdavis532
 
Security Code Review 101
Security Code Review 101Security Code Review 101
Security Code Review 101Paul Ionescu
 

What's hot (20)

Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance Security
 
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
MW_Arch Fastest_way_to_hunt_on_Windows_v1.01
 
MindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat SheetMindMap - Forensics Windows Registry Cheat Sheet
MindMap - Forensics Windows Registry Cheat Sheet
 
Splunk for IT Operations
Splunk for IT OperationsSplunk for IT Operations
Splunk for IT Operations
 
Getting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigationsGetting started with using the Dark Web for OSINT investigations
Getting started with using the Dark Web for OSINT investigations
 
The Elastic Stack as a SIEM
The Elastic Stack as a SIEMThe Elastic Stack as a SIEM
The Elastic Stack as a SIEM
 
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
 
Malware Static Analysis
Malware Static AnalysisMalware Static Analysis
Malware Static Analysis
 
Threat Hunting
Threat HuntingThreat Hunting
Threat Hunting
 
Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)Elastic SIEM (Endpoint Security)
Elastic SIEM (Endpoint Security)
 
CNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic DuplicationCNIT 121: 8 Forensic Duplication
CNIT 121: 8 Forensic Duplication
 
Best Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale PlatformsBest Practices for Enabling Speculative Execution on Large Scale Platforms
Best Practices for Enabling Speculative Execution on Large Scale Platforms
 
Implementing a Data Lake
Implementing a Data LakeImplementing a Data Lake
Implementing a Data Lake
 
Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?Phishing Attacks - Are You Ready to Respond?
Phishing Attacks - Are You Ready to Respond?
 
Secure Code Review 101
Secure Code Review 101Secure Code Review 101
Secure Code Review 101
 
Threat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-onThreat Hunting with Splunk Hands-on
Threat Hunting with Splunk Hands-on
 
Threat Hunting with Splunk
Threat Hunting with SplunkThreat Hunting with Splunk
Threat Hunting with Splunk
 
Process Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to ActionsProcess Mining 2.0: From Insights to Actions
Process Mining 2.0: From Insights to Actions
 
Cloud Forensics
Cloud ForensicsCloud Forensics
Cloud Forensics
 
Security Code Review 101
Security Code Review 101Security Code Review 101
Security Code Review 101
 

Similar to 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 2008guestc0c304
 
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
 
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
 
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
 

Similar to 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?
 
Baselining Logs
Baselining LogsBaselining Logs
Baselining Logs
 
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'
 
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
 

More from 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
 

More from 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:
 

Recently uploaded

"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April Automation LPDGAPIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 

Recently uploaded (20)

"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April Automation LPDGAPIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 

Log Mining: Beyond Log Analysis