Comprehensive Guide to Software Security Best Practices
This article provides a deep dive into essential software security methodologies including DAST, SAST, SCA, and Binary Scanning. We explore how these tools integrate into product delivery pipelines, strategies for adopting them in medium-sized enterprises, and the value of vendor partnerships versus open-source tooling. This guide is intended for engineering leaders, CTOs, and security champions responsible for maturing their organization’s software security posture.

Brandon Wilburn
5 min read•November 05, 2024

Introduction: The Modern Mandate for Software Security
In today’s digital-first landscape, software security isn’t optional. From consumer-facing apps to embedded systems in critical infrastructure, every line of code introduces potential vulnerabilities. With increasing regulation, customer scrutiny, and legal implications, medium-sized enterprises must shift security left—embedding robust practices early in the software delivery lifecycle (SDLC).
The challenge? Security is complex. Understanding where to start, what tools to use, and how to integrate security into CI/CD pipelines is a daunting but critical endeavor. This guide demystifies the four pillars of modern software security:
- Static Application Security Testing (SAST)
- Dynamic Application Security Testing (DAST)
- Software Composition Analysis (SCA)
- Binary Scanning
We outline how each functions, when to use them, and how to create a comprehensive, layered security strategy.
Section 1: Core Components of a Software Security Stack
Static Application Security Testing (SAST)
SAST analyzes source code, bytecode, or binaries for vulnerabilities without executing the program. It’s conducted early in the development lifecycle and helps catch security flaws like SQL injection, buffer overflows, and logic errors.
Key Benefits:
- Early detection of vulnerabilities
- Language-specific rules
- Fast feedback loops for developers
Integration Points:
- IDE plugins for real-time developer feedback
- Pre-commit hooks in Git
- CI pipeline steps (e.g., GitHub Actions, GitLab CI)
Example Tools: Checkmarx, Fortify, SonarQube, CodeQL, Polaris
Dynamic Application Security Testing (DAST)
DAST simulates external attacks on a running application to detect vulnerabilities. It doesn’t require access to source code and is technology-agnostic.
Key Benefits:
- Identifies runtime issues like misconfigurations or unvalidated inputs
- Finds flaws missed by static analysis
- Can be used during staging or production
Integration Points:
- End-of-pipeline testing in CI/CD
- Scheduled scans against staging environments
Example Tools: OWASP ZAP, Burp Suite, Invicti (formerly Netsparker), Rapid7 AppSpider
Software Composition Analysis (SCA)
SCA tools scan project dependencies for known vulnerabilities in open-source packages, license risks, and outdated libraries.
Key Benefits:
- Tracks vulnerabilities in transitive dependencies
- Highlights licensing conflicts (e.g., GPL in commercial software)
- Continuously monitors for CVEs
Integration Points:
- Automated scans in build pipelines
- Dependency upgrade PRs via bots
- Integration with artifact repositories (e.g., JFrog Artifactory, GitHub Dependabot)
Example Tools: Snyk, Black Duck, WhiteSource (Mend), FOSSA
Binary Scanning
Binary scanning analyzes compiled executables or containers for security risks, particularly helpful for validating third-party or closed-source software.
Key Benefits:
- Detects issues in distributed artifacts
- Provides final assurance before release
- Can assess software you don’t have source code for
Integration Points:
- Container image scanning before deployment
- Artifact repository policies (e.g., block releases with high CVSS scores)
Example Tools: Anchore, JFrog Xray, Prisma Cloud, Veracode
Section 2: Building an Encompassing Methodology
An effective security stack doesn’t rely on a single tool. Instead, you need defense in depth:
- SAST protects during development
- SCA ensures third-party dependency hygiene
- DAST simulates real-world attacks
- Binary scanning validates build artifacts
Layered Strategy Framework
Phase
Tool
Focus Area
Benefit
Development
SAST
Source-level vulnerabilities
Early feedback, reduces rework
Build/Dependency Mgmt
SCA
Open-source packages
CVE detection, license management
Staging/Test
DAST
Runtime & behavior flaws
External threat simulation
Release/Operations
Binary Scanning
Final artifacts
Compliance, 3rd-party validation
Automation and Continuous Feedback
Key to success is integrating tools into developer workflows:
- Pull request comments with vulnerabilities
- Auto-created tickets for remediation
- Slack alerts on failed scans
- Dashboards aggregating risk posture
Section 3: Starting from Scratch in an Enterprise Portfolio
For organizations just beginning to address security across a diverse application portfolio, follow this phased maturity model:
Phase 1: Dependency Hygiene First (Start with SCA)
- Why: Fast time to value, high-risk surface (90%+ of code is OSS)
- How: Integrate SCA tools in CI/CD, enforce policies for critical CVEs
- Win: Prevents introducing known vulnerable packages
Phase 2: Shift Left with SAST
- Why: Catches critical code issues before runtime
- How: Roll out IDE integrations and CI checks
- Win: Improves developer habits over time
Phase 3: Add DAST for Runtime Assurance
- Why: Simulates hacker behavior, detects missed runtime issues
- How: Run against pre-prod environments; configure authenticated testing
- Win: Validates full app stack (UI, backend, config)
Phase 4: Harden Final Output with Binary Scanning
- Why: Verifies integrity of deployed code
- How: Scan container images, libraries, and binaries pre-deploy
- Win: Supports regulatory compliance (e.g., FedRAMP, HIPAA)
Phase 5: Establish Governance and KPIs
- Define policies for scan thresholds
- Track mean time to remediation (MTTR)
- Use a central dashboard for security posture visibility
Section 4: Vendor Solutions vs. Open Source Tools
Advantages of Reputable Vendors
- Legal indemnity: Coverage for license misuse or unaddressed vulnerabilities
- Enterprise support: SLAs, onboarding, and training
- Audit trails and compliance: Required for regulated industries
- Unified dashboards: Risk aggregation and board-level reporting
Downsides of Vendor Tools
- Cost: SaaS platforms often scale per seat or app
- Lock-in: Switching providers can be disruptive
- Integration overhead: Custom CI/CD integration required
Strengths of Open Source Tools
- Free or low-cost: Ideal for early-stage orgs
- Community-driven innovation: Fast adoption of new standards
- Customizable: Modify rulesets to fit business context
Risks with Open Source
- No legal coverage
- Fragmented UX and poor documentation
- Limited support for enterprise policies and reporting
Hybrid Approach Recommendation
For medium-sized enterprises, a hybrid model is often optimal:
- Use open-source tools for basic scanning (e.g., OWASP ZAP, SonarQube)
- Layer in vendor platforms for comprehensive coverage and legal support
- Ensure procurement reviews include indemnity clauses for third-party tools
Conclusion: Embedding Security as a First-Class Citizen
Security is not a feature; it’s a practice. The most effective engineering organizations treat security as a continuous investment. By layering SAST, DAST, SCA, and binary scanning into your SDLC, you:
- Reduce time to detect and remediate issues
- Improve developer security acumen
- Meet regulatory and customer requirements
Start where you are. Build the habit. Prioritize automation. And partner wisely when coverage, legal protection, or operational maturity demands it.
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About Brandon Wilburn
As a technology and business thought leader, Brandon Wilburn is currently the Chief Architect at Spirent Communications leading the Lifecycle Service Assurance business unit. He provides vision and drives the company's strategic initiates through customer and vendor engagements, value stream product deliveries, multi-national reorganization, cross-vertical engineering efficiencies, business development, and Innovation Lab creation.
Brandon works with CEOs, CTOs, GMs, R&D VPs, and other leaders to achieve successful business outcomes for multinational organizations in highly technical and challenging domains. He provides direct counsel to executives on markets, strategy, acquisitions, and execution.
With an effortless communication style that transcends engineering, technology, and marketing, Brandon is adept at engaging marquee customers, quickly building relationships, creating strategic alignment, and delivering customer value.
He has generated new multi-national R&D Innovation Lab organization from inception to scaled delivery, ultimately 70 resources strong with a 5mil annual budget, leveraging FTEs and consulting talent from United States, Canada, United Kingdom, Poland, Lithuania, Romania, Ukraine, Russia, and India all delivering new products together successfully. He directed and fostered the latest in best practices in organization structure, methodology, and engineering for products and platforms.
Brandon believes strongly in an organization's culture, organizing internal and external events such as Hackathons and Demo Days to support and propagate a positive the engineering community.