
- •Acknowledgments
- •About the Authors
- •About the Technical Editors
- •Contents at a Glance
- •Contents
- •Foreword
- •Introduction
- •Overview of the CISSP Exam
- •The Elements of This Study Guide
- •Study Guide Exam Objectives
- •Objective Map
- •Reader Support for This Book
- •Security 101
- •Confidentiality
- •Integrity
- •Availability
- •Protection Mechanisms
- •Security Boundaries
- •Third-Party Governance
- •Documentation Review
- •Manage the Security Function
- •Alignment of Security Function to Business Strategy, Goals, Mission, and Objectives
- •Organizational Processes
- •Organizational Roles and Responsibilities
- •Security Control Frameworks
- •Due Diligence and Due Care
- •Security Policy, Standards, Procedures, and Guidelines
- •Security Policies
- •Security Standards, Baselines, and Guidelines
- •Security Procedures
- •Threat Modeling
- •Identifying Threats
- •Determining and Diagramming Potential Attacks
- •Performing Reduction Analysis
- •Prioritization and Response
- •Supply Chain Risk Management
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Job Descriptions and Responsibilities
- •Candidate Screening and Hiring
- •Onboarding: Employment Agreements and Policies
- •Employee Oversight
- •Compliance Policy Requirements
- •Privacy Policy Requirements
- •Understand and Apply Risk Management Concepts
- •Risk Terminology and Concepts
- •Asset Valuation
- •Identify Threats and Vulnerabilities
- •Risk Assessment/Analysis
- •Risk Responses
- •Cost vs. Benefit of Security Controls
- •Countermeasure Selection and Implementation
- •Applicable Types of Controls
- •Security Control Assessment
- •Monitoring and Measurement
- •Risk Reporting and Documentation
- •Continuous Improvement
- •Risk Frameworks
- •Social Engineering
- •Social Engineering Principles
- •Eliciting Information
- •Prepending
- •Phishing
- •Spear Phishing
- •Whaling
- •Smishing
- •Vishing
- •Spam
- •Shoulder Surfing
- •Invoice Scams
- •Hoax
- •Impersonation and Masquerading
- •Tailgating and Piggybacking
- •Dumpster Diving
- •Identity Fraud
- •Typo Squatting
- •Influence Campaigns
- •Awareness
- •Training
- •Education
- •Improvements
- •Effectiveness Evaluation
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Planning for Business Continuity
- •Project Scope and Planning
- •Organizational Review
- •BCP Team Selection
- •Resource Requirements
- •Legal and Regulatory Requirements
- •Business Impact Analysis
- •Identifying Priorities
- •Risk Identification
- •Likelihood Assessment
- •Impact Analysis
- •Resource Prioritization
- •Continuity Planning
- •Strategy Development
- •Provisions and Processes
- •Plan Approval and Implementation
- •Plan Approval
- •Plan Implementation
- •Training and Education
- •BCP Documentation
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Categories of Laws
- •Criminal Law
- •Civil Law
- •Administrative Law
- •Laws
- •Computer Crime
- •Intellectual Property (IP)
- •Licensing
- •Import/Export
- •Privacy
- •State Privacy Laws
- •Compliance
- •Contracting and Procurement
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Defining Sensitive Data
- •Defining Data Classifications
- •Defining Asset Classifications
- •Understanding Data States
- •Determining Compliance Requirements
- •Determining Data Security Controls
- •Data Maintenance
- •Data Loss Prevention
- •Marking Sensitive Data and Assets
- •Handling Sensitive Information and Assets
- •Data Collection Limitation
- •Data Location
- •Storing Sensitive Data
- •Data Destruction
- •Ensuring Appropriate Data and Asset Retention
- •Data Protection Methods
- •Digital Rights Management
- •Cloud Access Security Broker
- •Pseudonymization
- •Tokenization
- •Anonymization
- •Understanding Data Roles
- •Data Owners
- •Asset Owners
- •Business/Mission Owners
- •Data Processors and Data Controllers
- •Data Custodians
- •Administrators
- •Users and Subjects
- •Using Security Baselines
- •Comparing Tailoring and Scoping
- •Standards Selection
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Cryptographic Foundations
- •Goals of Cryptography
- •Cryptography Concepts
- •Cryptographic Mathematics
- •Ciphers
- •Modern Cryptography
- •Cryptographic Keys
- •Symmetric Key Algorithms
- •Asymmetric Key Algorithms
- •Hashing Algorithms
- •Symmetric Cryptography
- •Cryptographic Modes of Operation
- •Data Encryption Standard
- •Triple DES
- •International Data Encryption Algorithm
- •Blowfish
- •Skipjack
- •Rivest Ciphers
- •Advanced Encryption Standard
- •CAST
- •Comparison of Symmetric Encryption Algorithms
- •Symmetric Key Management
- •Cryptographic Lifecycle
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Asymmetric Cryptography
- •Public and Private Keys
- •ElGamal
- •Elliptic Curve
- •Diffie–Hellman Key Exchange
- •Quantum Cryptography
- •Hash Functions
- •RIPEMD
- •Comparison of Hash Algorithm Value Lengths
- •Digital Signatures
- •HMAC
- •Digital Signature Standard
- •Public Key Infrastructure
- •Certificates
- •Certificate Authorities
- •Certificate Lifecycle
- •Certificate Formats
- •Asymmetric Key Management
- •Hybrid Cryptography
- •Applied Cryptography
- •Portable Devices
- •Web Applications
- •Steganography and Watermarking
- •Networking
- •Emerging Applications
- •Cryptographic Attacks
- •Salting Saves Passwords
- •Ultra vs. Enigma
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Secure Design Principles
- •Objects and Subjects
- •Closed and Open Systems
- •Secure Defaults
- •Fail Securely
- •Keep It Simple
- •Zero Trust
- •Privacy by Design
- •Trust but Verify
- •Techniques for Ensuring CIA
- •Confinement
- •Bounds
- •Isolation
- •Access Controls
- •Trust and Assurance
- •Trusted Computing Base
- •State Machine Model
- •Information Flow Model
- •Noninterference Model
- •Take-Grant Model
- •Access Control Matrix
- •Bell–LaPadula Model
- •Biba Model
- •Clark–Wilson Model
- •Brewer and Nash Model
- •Goguen–Meseguer Model
- •Sutherland Model
- •Graham–Denning Model
- •Harrison–Ruzzo–Ullman Model
- •Select Controls Based on Systems Security Requirements
- •Common Criteria
- •Authorization to Operate
- •Understand Security Capabilities of Information Systems
- •Memory Protection
- •Virtualization
- •Trusted Platform Module
- •Interfaces
- •Fault Tolerance
- •Encryption/Decryption
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Shared Responsibility
- •Hardware
- •Firmware
- •Client-Based Systems
- •Mobile Code
- •Local Caches
- •Server-Based Systems
- •Large-Scale Parallel Data Systems
- •Grid Computing
- •Peer to Peer
- •Industrial Control Systems
- •Distributed Systems
- •Internet of Things
- •Edge and Fog Computing
- •Static Systems
- •Network-Enabled Devices
- •Cyber-Physical Systems
- •Elements Related to Embedded and Static Systems
- •Security Concerns of Embedded and Static Systems
- •Specialized Devices
- •Microservices
- •Infrastructure as Code
- •Virtualized Systems
- •Virtual Software
- •Virtualized Networking
- •Software-Defined Everything
- •Virtualization Security Management
- •Containerization
- •Serverless Architecture
- •Mobile Devices
- •Mobile Device Security Features
- •Mobile Device Deployment Policies
- •Process Isolation
- •Hardware Segmentation
- •System Security Policy
- •Covert Channels
- •Attacks Based on Design or Coding Flaws
- •Rootkits
- •Incremental Attacks
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Apply Security Principles to Site and Facility Design
- •Secure Facility Plan
- •Site Selection
- •Facility Design
- •Equipment Failure
- •Wiring Closets
- •Server Rooms/Data Centers
- •Intrusion Detection Systems
- •Cameras
- •Access Abuses
- •Media Storage Facilities
- •Evidence Storage
- •Restricted and Work Area Security
- •Utility Considerations
- •Fire Prevention, Detection, and Suppression
- •Perimeter Security Controls
- •Internal Security Controls
- •Key Performance Indicators of Physical Security
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •OSI Model
- •History of the OSI Model
- •OSI Functionality
- •Encapsulation/Deencapsulation
- •OSI Layers
- •TCP/IP Model
- •Common Application Layer Protocols
- •SNMPv3
- •Transport Layer Protocols
- •Domain Name System
- •DNS Poisoning
- •Domain Hijacking
- •Internet Protocol (IP) Networking
- •IP Classes
- •ICMP
- •IGMP
- •ARP Concerns
- •Secure Communication Protocols
- •Implications of Multilayer Protocols
- •Converged Protocols
- •Voice over Internet Protocol (VoIP)
- •Software-Defined Networking
- •Microsegmentation
- •Wireless Networks
- •Securing the SSID
- •Wireless Channels
- •Conducting a Site Survey
- •Wireless Security
- •Wi-Fi Protected Setup (WPS)
- •Wireless MAC Filter
- •Wireless Antenna Management
- •Using Captive Portals
- •General Wi-Fi Security Procedure
- •Wireless Communications
- •Wireless Attacks
- •Other Communication Protocols
- •Cellular Networks
- •Content Distribution Networks (CDNs)
- •Secure Network Components
- •Secure Operation of Hardware
- •Common Network Equipment
- •Network Access Control
- •Firewalls
- •Endpoint Security
- •Transmission Media
- •Network Topologies
- •Ethernet
- •Sub-Technologies
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Protocol Security Mechanisms
- •Authentication Protocols
- •Port Security
- •Quality of Service (QoS)
- •Secure Voice Communications
- •Voice over Internet Protocol (VoIP)
- •Vishing and Phreaking
- •PBX Fraud and Abuse
- •Remote Access Security Management
- •Remote Connection Security
- •Plan a Remote Access Security Policy
- •Multimedia Collaboration
- •Remote Meeting
- •Instant Messaging and Chat
- •Load Balancing
- •Virtual IPs and Load Persistence
- •Active-Active vs. Active-Passive
- •Manage Email Security
- •Email Security Goals
- •Understand Email Security Issues
- •Email Security Solutions
- •Virtual Private Network
- •Tunneling
- •How VPNs Work
- •Always-On
- •Common VPN Protocols
- •Switching and Virtual LANs
- •Switch Eavesdropping
- •Private IP Addresses
- •Stateful NAT
- •Automatic Private IP Addressing
- •Third-Party Connectivity
- •Circuit Switching
- •Packet Switching
- •Virtual Circuits
- •Fiber-Optic Links
- •Security Control Characteristics
- •Transparency
- •Transmission Management Mechanisms
- •Prevent or Mitigate Network Attacks
- •Eavesdropping
- •Modification Attacks
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Controlling Access to Assets
- •Controlling Physical and Logical Access
- •The CIA Triad and Access Controls
- •Managing Identification and Authentication
- •Comparing Subjects and Objects
- •Registration, Proofing, and Establishment of Identity
- •Authorization and Accountability
- •Authentication Factors Overview
- •Something You Know
- •Something You Have
- •Something You Are
- •Multifactor Authentication (MFA)
- •Two-Factor Authentication with Authenticator Apps
- •Passwordless Authentication
- •Device Authentication
- •Service Authentication
- •Mutual Authentication
- •Implementing Identity Management
- •Single Sign-On
- •SSO and Federated Identities
- •Credential Management Systems
- •Credential Manager Apps
- •Scripted Access
- •Session Management
- •Provisioning and Onboarding
- •Deprovisioning and Offboarding
- •Defining New Roles
- •Account Maintenance
- •Account Access Review
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Comparing Access Control Models
- •Comparing Permissions, Rights, and Privileges
- •Understanding Authorization Mechanisms
- •Defining Requirements with a Security Policy
- •Introducing Access Control Models
- •Discretionary Access Control
- •Nondiscretionary Access Control
- •Implementing Authentication Systems
- •Implementing SSO on the Internet
- •Implementing SSO on Internal Networks
- •Understanding Access Control Attacks
- •Crackers, Hackers, and Attackers
- •Risk Elements
- •Common Access Control Attacks
- •Core Protection Methods
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Security Testing
- •Security Assessments
- •Security Audits
- •Performing Vulnerability Assessments
- •Describing Vulnerabilities
- •Vulnerability Scans
- •Penetration Testing
- •Compliance Checks
- •Code Review and Testing
- •Interface Testing
- •Misuse Case Testing
- •Test Coverage Analysis
- •Website Monitoring
- •Implementing Security Management Processes
- •Log Reviews
- •Account Management
- •Disaster Recovery and Business Continuity
- •Training and Awareness
- •Key Performance and Risk Indicators
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Need to Know and Least Privilege
- •Separation of Duties (SoD) and Responsibilities
- •Two-Person Control
- •Job Rotation
- •Mandatory Vacations
- •Privileged Account Management
- •Service Level Agreements (SLAs)
- •Addressing Personnel Safety and Security
- •Duress
- •Travel
- •Emergency Management
- •Security Training and Awareness
- •Provision Resources Securely
- •Information and Asset Ownership
- •Asset Management
- •Apply Resource Protection
- •Media Management
- •Media Protection Techniques
- •Managed Services in the Cloud
- •Shared Responsibility with Cloud Service Models
- •Scalability and Elasticity
- •Provisioning
- •Baselining
- •Using Images for Baselining
- •Automation
- •Managing Change
- •Change Management
- •Versioning
- •Configuration Documentation
- •Managing Patches and Reducing Vulnerabilities
- •Systems to Manage
- •Patch Management
- •Vulnerability Management
- •Vulnerability Scans
- •Common Vulnerabilities and Exposures
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Conducting Incident Management
- •Defining an Incident
- •Incident Management Steps
- •Basic Preventive Measures
- •Understanding Attacks
- •Intrusion Detection and Prevention Systems
- •Specific Preventive Measures
- •Logging and Monitoring
- •The Role of Monitoring
- •Log Management
- •Egress Monitoring
- •Automating Incident Response
- •Understanding SOAR
- •Threat Intelligence
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •The Nature of Disaster
- •Natural Disasters
- •Human-Made Disasters
- •Protecting Hard Drives
- •Protecting Servers
- •Protecting Power Sources
- •Trusted Recovery
- •Quality of Service
- •Recovery Strategy
- •Business Unit and Functional Priorities
- •Crisis Management
- •Emergency Communications
- •Workgroup Recovery
- •Alternate Processing Sites
- •Database Recovery
- •Recovery Plan Development
- •Emergency Response
- •Personnel and Communications
- •Assessment
- •Backups and Off-site Storage
- •Software Escrow Arrangements
- •Utilities
- •Logistics and Supplies
- •Recovery vs. Restoration
- •Testing and Maintenance
- •Structured Walk-Through
- •Simulation Test
- •Parallel Test
- •Lessons Learned
- •Maintenance
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Investigations
- •Investigation Types
- •Evidence
- •Investigation Process
- •Major Categories of Computer Crime
- •Military and Intelligence Attacks
- •Business Attacks
- •Financial Attacks
- •Terrorist Attacks
- •Grudge Attacks
- •Thrill Attacks
- •Hacktivists
- •Ethics
- •Organizational Code of Ethics
- •(ISC)2 Code of Ethics
- •Ethics and the Internet
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Software Development
- •Systems Development Lifecycle
- •Lifecycle Models
- •Gantt Charts and PERT
- •Change and Configuration Management
- •The DevOps Approach
- •Application Programming Interfaces
- •Software Testing
- •Code Repositories
- •Service-Level Agreements
- •Third-Party Software Acquisition
- •Establishing Databases and Data Warehousing
- •Database Management System Architecture
- •Database Transactions
- •Security for Multilevel Databases
- •Open Database Connectivity
- •NoSQL
- •Expert Systems
- •Machine Learning
- •Neural Networks
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Malware
- •Sources of Malicious Code
- •Viruses
- •Logic Bombs
- •Trojan Horses
- •Worms
- •Spyware and Adware
- •Ransomware
- •Malicious Scripts
- •Zero-Day Attacks
- •Malware Prevention
- •Platforms Vulnerable to Malware
- •Antimalware Software
- •Integrity Monitoring
- •Advanced Threat Protection
- •Application Attacks
- •Buffer Overflows
- •Time of Check to Time of Use
- •Backdoors
- •Privilege Escalation and Rootkits
- •Injection Vulnerabilities
- •SQL Injection Attacks
- •Code Injection Attacks
- •Command Injection Attacks
- •Exploiting Authorization Vulnerabilities
- •Insecure Direct Object References
- •Directory Traversal
- •File Inclusion
- •Request Forgery
- •Session Hijacking
- •Application Security Controls
- •Input Validation
- •Web Application Firewalls
- •Database Security
- •Code Security
- •Secure Coding Practices
- •Source Code Comments
- •Error Handling
- •Hard-Coded Credentials
- •Memory Management
- •Summary
- •Exam Essentials
- •Written Lab
- •Review Questions
- •Chapter 2: Personnel Security and Risk Management Concepts
- •Chapter 3: Business Continuity Planning
- •Chapter 4: Laws, Regulations, and Compliance
- •Chapter 5: Protecting Security of Assets
- •Chapter 10: Physical Security Requirements
- •Chapter 11: Secure Network Architecture and Components
- •Chapter 12: Secure Communications and Network Attacks
- •Chapter 17: Preventing and Responding to Incidents
- •Chapter 18: Disaster Recovery Planning
- •Chapter 19: Investigations and Ethics
- •Chapter 20: Software Development Security
- •Chapter 21: Malicious Code and Application Attacks
- •Chapter 3: Business Continuity Planning
- •Chapter 5: Protecting Security of Assets
- •Chapter 6: Cryptography and Symmetric Key Algorithms
- •Chapter 12: Secure Communications and Network Attacks
- •Chapter 15: Security Assessment and Testing
- •Chapter 17: Preventing and Responding to Incidents
- •Chapter 18: Disaster Recovery Planning
- •Chapter 19: Investigations and Ethics
- •Chapter 21: Malicious Code and Application Attacks
- •Index

746 Chapter 15 ■ Security Assessment and Testing
checks on a periodic basis maintains the health of the organization’s compliance program and avoids unforeseen regulatory issues.
TestingYour Software
Software is a critical component in system security. Think about the following characteristics common to many applications in use throughout the modern enterprise:
■■Software applications often have privileged access to the operating system, hardware, and other resources.
■■Software applications routinely handle sensitive information, including credit card numbers, Social Security numbers, and proprietary business information.
■■Many software applications rely on databases that also contain sensitive information.
■■Software is the heart of the modern enterprise and performs business-critical functions. Software failures can disrupt businesses with very serious consequences.
Those are just a few of the many reasons that careful testing of software is essential to the confidentiality, integrity, and availability requirements of every modern organization.
Software should be designed in a manner that considers the possible threats to these objectives and responds appropriately. One of the core design principles supporting this goal is that software should never depend on users behaving properly. Instead, software should expect the unexpected and gracefully handle invalid input, improperly sequenced activity, and other unanticipated situations. This process of handling unexpected activity is known as exception handling.
In this section, you’ll learn about the many types of software testing that you can integrate into your organization’s software development lifecycle.
This chapter provides coverage of software testing topics. You’ll find deeper coverage of the software development lifecycle (SDLC) and software security issues in Chapter 20, “Software Development Security.”
Code Review and Testing
One of the most critical components of a software testing program is conducting code review and testing. These procedures provide third-party reviews of the work performed by developers before moving code into a production environment. Code reviews and tests may discover security, performance, or reliability flaws in applications before they go live and negatively impact business operations.
You will learn more about how code review and testing fits into the software development lifecycle in Chapter 20.
TestingYour Software |
747 |
Code Review
Code review is the foundation of software assessment programs. During a code review, also known as a peer review, developers other than the one who wrote the code review it for defects. Code reviews may result in approval of an application’s move into a production environment, or they may send the code back to the original developer with recommendations for rework of issues detected during the review.
Code review takes many different forms and varies in formality from organization to organization. The most formal code review processes, known as Fagan inspections, follow a rigorous review and testing process with six steps:
1.Planning
2.Overview
3.Preparation
4.Inspection
5.Rework
6.Follow-up
An overview of the Fagan inspection appears in Figure 15.9. Each of these steps has well- defined entry and exit criteria that must be met before the process can formally transition from one stage to the next.
The Fagan inspection level of formality is normally found only in highly restrictive environments where code flaws may have catastrophic impact. Most organizations use less rigorous processes, using code peer review measures that include the following:
■■Developers walking through their code in a meeting with one or more other team members
■■A senior developer performing manual code review and signing off on all code before moving the code to production
■■Use of automated review tools to detect common application flaws before moving the code to production
Each organization should adopt a code review process that suits its business requirements and software development culture.
Static Testing
Static application security testing (SAST) evaluates the security of software without running it by analyzing either the source code or the compiled application. Static analysis usually involves the use of automated tools designed to detect common software flaws, such as buffer overflows. In mature development environments, application developers are given access to static analysis tools and use them throughout the design, build, and test process.

748 Chapter 15 ■ Security Assessment and Testing
FIGURE 15 . 9 Fagan inspections follow a rigid formal process, with defined entry and exit criteria that must be met before transitioning between stages.
Planning
Overview
Preparation
Inspection
Rework
Follow-Up
Dynamic Testing
Dynamic application security testing (DAST) evaluates the security of software in a runtime environment and is often the only option for organizations deploying applications written by someone else. In those cases, testers often do not have access to the underlying source code.
One common example of dynamic software testing is the use of web application scanning tools to detect the presence of cross-site scripting, SQL injection, or other flaws in web applications. Dynamic tests on a production environment should always be carefully coordinated to avoid an unintended interruption of service.
Dynamic testing may include the use of synthetic transactions to verify system performance. These are scripted transactions with known expected results. The testers run the synthetic transactions against the tested code and then compare the output of the transactions to the expected state. Any deviations between the actual and expected results represent possible flaws in the code and must be further investigated.
Two terms you might encounter when dealing with code review and testing are IAST and RASP. Interactive application security testing (IAST) performs real-time analysis of runtime behavior, application performance, HTTP/HTTPS traffic, frameworks, components, and backend connections. Runtime Application Self-Protection (RASP) is a tool that runs on a server and intercepts calls to and from an application and validates data requests.

TestingYour Software |
749 |
Ethical Disclosure
While conducting security testing, cybersecurity professionals may discover previously unknown vulnerabilities in products or systems operated by other vendors.They may implement compensating controls to correct these situations but find themselves unable to correct the underlying issue because it resides in code outside of their control.
The security community embraces the concept of ethical disclosure.This principle says that security professionals who detect a vulnerability have a responsibility to report that vulnerability to the vendor, providing them with an opportunity to develop a patch or other remediation to protect their customers.
This disclosure should first be made privately to the vendor, allowing them to correct the problem before it becomes public knowledge. However, the ethical disclosure principle also suggests that those reporting a vulnerability should provide the vendor with a reasonable amount of time to correct the vulnerability and, if it is not corrected, then publicly disclose the vulnerability so that other security professionals may make informed decisions about their future use of the product.
Fuzz Testing
Fuzz testing is a specialized dynamic testing technique that provides many different types of input to software to stress its limits and find previously undetected flaws. Fuzz testing software supplies invalid input to the software, either randomly generated or specially crafted to trigger known software vulnerabilities. The fuzz tester then monitors the performance of the application, watching for software crashes, buffer overflows, or other undesirable and/or unpredictable outcomes.
There are two main categories of fuzz testing:
Mutation (Dumb) Fuzzing Takes previous input values from actual operation of the software and manipulates (or mutates) it to create fuzzed input. It might alter the characters of the content, append strings to the end of the content, or perform other data manipulation techniques.
Generational (Intelligent) Fuzzing Develops data models and creates new fuzzed input based on an understanding of the types of data used by the program.
The zzuf tool automates the process of mutation fuzzing by manipulating input according to user specifications. For example, Figure 15.10 shows a file containing a series of 1s.
Figure 15.11 shows the zzuf tool applied to that input. The resulting fuzzed text is almost identical to the original text. It still contains mostly 1s, but it now has several changes made to the text that might confuse a program expecting the original input. This process of slightly manipulating the input is known as bit flipping.

750 Chapter 15 ■ Security Assessment and Testing
FIGURE 15 . 10 Prefuzzing input file containing a series of 1s
FIGURE 15 . 11 The input file from Figure 15.10 after being run through the zzuf mutation fuzzing tool