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QUALYS SECURITY CONFERENCE 2020 Security Data Lake and Analytics Cloud Platform Dilip Bachwani Senior Vice President, Engineering and Cloud Operations, Qualys, Inc.

Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

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Page 1: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

QUALYS SECURITY CONFERENCE 2020

Security Data Lake and Security Data Lake and Analytics Cloud Platform

Dilip BachwaniSenior Vice President, Engineering and Cloud Operations, Qualys, Inc.

Page 2: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Cloud Platform Evolution

Growing portfolio with 19+ apps

Cloud Agent driving product adoption

Organically built multi-petabyte data lake

Better cross-product and third-party data correlation…

2 February 25, 2020Qualys Security Conference San Francisco

Page 3: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Data Lake and Security Analytics Goals

Provide a coherent and actionable view of your security posture by breaking down security data silos

Coalesce all data into a centralized highly scalable security data lake

Combine and enrich Qualys generated findings with third party signals

Leverage the strength of Qualys Cloud Platform, Cloud Agent and Apps to build a comprehensive security analytics platform

3 February 25, 2020Qualys Security Conference San Francisco

Page 4: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Security Analytics Use Cases

Real-time streaming correlation and analytics with out-of-box rules

Out-of-band batch analytics over historical data

Ad-hoc querying and threat hunting on enriched and security aware data sets

Advanced analytics use cases using machine learning

Orchestration with playbooks

Response and endpoint protection

4 February 25, 2020Qualys Security Conference San Francisco

Page 5: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Advanced Correlation and Analytics

!"#$%&'()*+,-

Network Firewall End Point Apps Cloud Users IoTServer Qualys Apps

Qualys Security Data Lake PlatformData Ingestion | Normalization | Enrichment | Governance

Threat HuntingSearch | Exploration | Behavior Graph

ML/AI ServicePatterns | Outlier | Predictive SoC

Security AnalyticsAnomaly | Visualization | Dashboard

UEBAUser & Entity Behavior Analytics

Advanced CorrelationActionable Insights | Out-of-box Rules

Orchestration & AutomationIntegration | Playbooks | Response

Qualys Quick Connectors

IOCCA VM WAS WAFAI PC

February 25, 2020

Page 6: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Correlation and Data Platform Architecture

6 February 25, 2020Qualys Security Conference San Francisco

Third Party Sources

Qualys Apps

Firewall

Apps

IoT

IOC

CA VM WAS

WAF

AI

PC FIM

Users

Cloud IPS

Security Data Lake

Visualization

Threat Hunting

OrchestrationAutomation

APIs

Qua

lys

Stre

amin

g D

ata

Bac

kbo

ne

No

rmal

izat

ion

and

Enr

ichm

ent

Rea

l-ti

me

Stre

am P

roce

ssin

g

Batch Processing

Machine Learning

Page 7: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

MITRE ATT&CK Stages

Initial Access ExecutionPrivilege

EscalationDefenseEvasion

CredentialAccess

DiscoveryLateral

MovementCollection Exfiltration C2

SOC Analyst

Next-Gen Analytics, Data Lake and Orchestration

Behavioral Analytics across MITRE ATT&CK stagesBehavioral Analytics across MITRE ATT&CK stages

Correlation Engine

Behavioral Analytics across MITRE ATT&CK stagesBehavioral Analytics across MITRE ATT&CK stages

Threat Storyline

Behavioral Analytics across MITRE ATT&CK stagesBehavioral Analytics across MITRE ATT&CK stages

SOAR

Continuous Logging from Qualys Apps and 3rd PartyContinuous Logging from Qualys Apps and 3

IT InfraEvents

Continuous Logging from Qualys Apps and 3Continuous Logging from Qualys Apps and 3Continuous Logging from Qualys Apps and 3rd PartyContinuous Logging from Qualys Apps and 3

SecurityInfra Events

Threat Actortargets webserver with known vulnCVE-2018-7600

(Drupalgeddon2)

Threat ActorSteals credential by

using Mimikatz and logs into domain controller

CVE Exploited

Emergency Patch applied

IDS LogsAttempted

Exploit

Initial Access

IOC detectspost exploit tool,

correlate to Mimikatz

CredentialAccess

Cloud Agent Detects & Log Login activity

LateralMovement

Passive Sensor Logs outbound

C&C traffic

C2

!

SOC AnalystCan stop attacks

before data exfiltration

Threat ActorCould NOT exfiltrate

the sensitive info

C&C

Page 8: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

February 25, 2020Qualys Security Conference San Francisco8

Page 9: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

February 25, 2020Qualys Security Conference San Francisco9

Page 10: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

February 25, 2020Qualys Security Conference San Francisco10

Page 11: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

February 25, 2020Qualys Security Conference San Francisco11 February 25, 2020Qualys Security Conference San Francisco

Page 12: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

Security Analytics – Milestone Timelines

12

2020 2021April 2020 – Milestone 2 (Alpha)

Adv Correlation EngineMITRE ATT&CK Analytics

Connector Library

February 25, 2020Qualys Security Conference San Francisco

Nov 2019 – Milestone 1Demo at QSC

Adv Correlation Engine

Aug 2020 – Milestone 3 (Beta) SIEM Connectors

Incident ResponseReal-Time Context Enrichment

Alert Triage, Investigation & Prioritization

Nov 2020 – Milestone 4 (GA)UEBA, Threat Hunting

Data Analytics50+ Connector Library

Page 13: Security Data Lake and Analytics Cloud Platform · Security Analytics Use Cases Real-time streaming correlation and analytics with out-of-box rules Out-of-band batch analytics over

QUALYS SECURITY CONFERENCE 2020

Thank YouDilip Bachwani

[email protected]