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API SECURITY & AI
Deb Roy
Senior Manager
Accenture
Why API security Important? 01
Foundational API security is not
sufficient 02
How to augment API security with
the power of AI? 03
Agenda
3
CYBER THREATS
ARE EVOLVING
QUICKLY AND THERE
ARE NO SIGNS
OF SLOWING DOWN
Threats are more sophisticated and effective
Sophistication
of
attack
Session
hijacking
Password
cracking
1990s 2000s 2010s Today
Packet
sniffing
Virus Worms
Trojans Spyware
Backdoors
Bots
Zero day
Malware
Ransomware
Cryptojacking
Heartbleed
Social
Media-based
Smart device
attacks
Cyber
terrorism
Targeted
attacks
Cyberwarfare
Deepfake
Threat class timeline
With sophisticated exploits and AI tools
powering cyberattacks,
countermeasures require security
strategy to redefine and adapt to the
latest dynamics.
ARE YOUR APIS SECURE?
https://techcrunch.com/2019/06/16/million
s-venmo-transactions-scraped/
https://krebsonsecurity.com/2021/04/experian-api-exposed-credit-scores-of-most-americans/
https://techcrunch.com/2021/05/05/
peloton-bug-account-data-leak/
https://www.securitymagazine.com/articles/94962-
facebook-breach-exposes-533-million-users
Monolithic Business
System
DB
Monolith Business
System
Intelligent Connected
Business System
Monolithic System
Distributed
Systems
SOA
Architecture
Cloud
&
API
Cloud
&
Microservices
Extracted UI from
monolith
DB
SOA Architecture
User
Interface
SOA
INCREASING API ATTACK SURFACE
HOW TRADITIONAL DATA DRIVEN
DECISIONS CAN BE WRONG
SURVIVORSHIP BIAS
YOU ARE MISSING SOMETHING
“Gentlemen , you need to put more Armor-plate where the holes aren’t because that’s where the holes were on
the airplanes that didn’t returned.”
Abraham Wald
Mathematician who
contributed to decision
theory
Patrick Blackett
British experimental
physicist
API SECURITY IS THE NEW APPLICATION
SECURITY
System API APPLICATION
4
Process API
2 3
On-Prem
System
Public Cloud
System
Private Cloud
Business Transaction
Monitor
1
Experience API
9
Copyright © 2018 Accenture. All rights reserved.
Why API Security Important?
INTERNET OF THINGS
The growth of IoT devices
increases the number of
entry points into the
network for potential
hackers
OPEN APIS
Hackers target
applications that
organizations have
intentionally opened to the
outside world
CLOUD
Security concerns
associated with cloud
computing adoption and
storage
ARTIFICIAL
INTELLIGENCE
The improved automation
capabilities as a result of
AI has led to the
emergence of intelligence
techniques that can be
deployed to create
malicious agents.
API usage to different channels has provided increased access to data and information
Copyright © 2021 Accenture. All rights reserved. 10
HOW CAN WE APPLY AI IN API SECURITY?
API
3. Logic Abuse Detection
Intelligent Data Access pattern
2. Anomaly Detection
Behavioral and usage Pattern
1. Access Control
Intelligent access violation detection
4. API Monitoring
End to end Correlated monitoring
5. API Deep Visibility
Context driven visibility
6. API Protection BOT
Intelligent BOT protecting Digital assets
7. API Remediation
Real time remediation of APIs
PATENTED APIQ PLATFORM - OVERVIEW
11
Automated API assessment check
ensures security, quality & uniformity
Early detection of possible
security issues in API
API Dashboard for API Product
managers/Owners provides key insights
from technical API configuration
API Policy word cloud provides
highly technical information from the
system in a easy to understand
manner
Ensures overall good API design
API
DATA INGESTION &
PRE-PROCESSING
STORAGE & PROCESSING
API Analyzer
API
GOVERNENCE
API
OPERATION
API
STRATEGY
API
LEADERSHIP
API Corpus
Accenture APIQ Platform for API Assessment
API Configurations
Data
Retrieval
API
Hierarchy
Tree
Machine
Learning
Insights & Actions
AI Powered assessment
1
4
5
6
API Policy
Corpus
API Auto
Healing Corpus
7
User Interface
(APIQ Insights)
API BOT
API Definitions
(Swagger,YAML)
API Policy
Classifier
API Policy
Analyzer
API Risk Profiler
API
SECURITY
API Runtime API Industry Dataset
API
Corpus
Builder
API Auto Healing
2
3
3
API RISK TO Action
Mapper
API Risk Insights
8
APIQ – API ASSESMENT
13
Security Assessment using Multi level
approach
Sub classification methodology to
reduce bias in the assessment
Categorize APIs into 5 bucket based on
possible security risks Severe, High,
Elevated, Guarded & Low
APIQ – API SECURITY ASSESMENT
14
APIQ – API SYSTEM ANALYZER
15
THANK YOU
FOR MORE INFORMATION
Deb Roy
Senior Manager
Accenture
d.roy@accenture.com

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apidays LIVE New York 2021 - API Security & AI by Deb Roy, Accenture

  • 1. API SECURITY & AI Deb Roy Senior Manager Accenture
  • 2. Why API security Important? 01 Foundational API security is not sufficient 02 How to augment API security with the power of AI? 03 Agenda
  • 3. 3 CYBER THREATS ARE EVOLVING QUICKLY AND THERE ARE NO SIGNS OF SLOWING DOWN
  • 4. Threats are more sophisticated and effective Sophistication of attack Session hijacking Password cracking 1990s 2000s 2010s Today Packet sniffing Virus Worms Trojans Spyware Backdoors Bots Zero day Malware Ransomware Cryptojacking Heartbleed Social Media-based Smart device attacks Cyber terrorism Targeted attacks Cyberwarfare Deepfake Threat class timeline With sophisticated exploits and AI tools powering cyberattacks, countermeasures require security strategy to redefine and adapt to the latest dynamics.
  • 5. ARE YOUR APIS SECURE? https://techcrunch.com/2019/06/16/million s-venmo-transactions-scraped/ https://krebsonsecurity.com/2021/04/experian-api-exposed-credit-scores-of-most-americans/ https://techcrunch.com/2021/05/05/ peloton-bug-account-data-leak/ https://www.securitymagazine.com/articles/94962- facebook-breach-exposes-533-million-users
  • 6. Monolithic Business System DB Monolith Business System Intelligent Connected Business System Monolithic System Distributed Systems SOA Architecture Cloud & API Cloud & Microservices Extracted UI from monolith DB SOA Architecture User Interface SOA INCREASING API ATTACK SURFACE
  • 7. HOW TRADITIONAL DATA DRIVEN DECISIONS CAN BE WRONG SURVIVORSHIP BIAS YOU ARE MISSING SOMETHING “Gentlemen , you need to put more Armor-plate where the holes aren’t because that’s where the holes were on the airplanes that didn’t returned.” Abraham Wald Mathematician who contributed to decision theory Patrick Blackett British experimental physicist
  • 8. API SECURITY IS THE NEW APPLICATION SECURITY System API APPLICATION 4 Process API 2 3 On-Prem System Public Cloud System Private Cloud Business Transaction Monitor 1 Experience API
  • 9. 9 Copyright © 2018 Accenture. All rights reserved. Why API Security Important? INTERNET OF THINGS The growth of IoT devices increases the number of entry points into the network for potential hackers OPEN APIS Hackers target applications that organizations have intentionally opened to the outside world CLOUD Security concerns associated with cloud computing adoption and storage ARTIFICIAL INTELLIGENCE The improved automation capabilities as a result of AI has led to the emergence of intelligence techniques that can be deployed to create malicious agents. API usage to different channels has provided increased access to data and information
  • 10. Copyright © 2021 Accenture. All rights reserved. 10 HOW CAN WE APPLY AI IN API SECURITY? API 3. Logic Abuse Detection Intelligent Data Access pattern 2. Anomaly Detection Behavioral and usage Pattern 1. Access Control Intelligent access violation detection 4. API Monitoring End to end Correlated monitoring 5. API Deep Visibility Context driven visibility 6. API Protection BOT Intelligent BOT protecting Digital assets 7. API Remediation Real time remediation of APIs
  • 11. PATENTED APIQ PLATFORM - OVERVIEW 11 Automated API assessment check ensures security, quality & uniformity Early detection of possible security issues in API API Dashboard for API Product managers/Owners provides key insights from technical API configuration API Policy word cloud provides highly technical information from the system in a easy to understand manner Ensures overall good API design
  • 12. API DATA INGESTION & PRE-PROCESSING STORAGE & PROCESSING API Analyzer API GOVERNENCE API OPERATION API STRATEGY API LEADERSHIP API Corpus Accenture APIQ Platform for API Assessment API Configurations Data Retrieval API Hierarchy Tree Machine Learning Insights & Actions AI Powered assessment 1 4 5 6 API Policy Corpus API Auto Healing Corpus 7 User Interface (APIQ Insights) API BOT API Definitions (Swagger,YAML) API Policy Classifier API Policy Analyzer API Risk Profiler API SECURITY API Runtime API Industry Dataset API Corpus Builder API Auto Healing 2 3 3 API RISK TO Action Mapper API Risk Insights 8
  • 13. APIQ – API ASSESMENT 13 Security Assessment using Multi level approach Sub classification methodology to reduce bias in the assessment Categorize APIs into 5 bucket based on possible security risks Severe, High, Elevated, Guarded & Low
  • 14. APIQ – API SECURITY ASSESMENT 14
  • 15. APIQ – API SYSTEM ANALYZER 15
  • 16. THANK YOU FOR MORE INFORMATION Deb Roy Senior Manager Accenture d.roy@accenture.com

Editor's Notes

  1. Facebook 530 ml profiles leak Office 365 outlook Chess.com
  2. During World War II, Abraham Wald took survivorship bias into his calculations when considering how to minimize bomber losses to enemy fire. They examined the damage done to aircraft that had returned from missions and recommended adding armor to the areas that showed the least damage, based on his reasoning. This contradicted the US military's conclusions that the most-hit areas of the plane needed additional armor. “Gentlemen , you need to put more Armor-plate where the holes aren’t because that’s where the holes were on the airplanes that didn’t returned.”