Application Security
AI-Generated Code Security Risks: What Your Tools Aren’t Telling You About Vulnerable Code
By Izcóatl Estañol13 min readCategory
Cybersecurity
A practical guide to cybersecurity best practices for engineering leaders who ship software and need to defend it without slowing delivery.
Application Security
Technical guidance on secure coding practices and application security for engineering leaders shipping software under real deadlines and real threat models.
Security Strategy and Compliance
A practical guide to security strategy and compliance for engineering leaders building cloud security best practices into their organisation's roadmap.
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By Izcóatl Estañol13 min read
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AI-Generated Code Security Risks: What Your Tools Aren’t Telling You About Vulnerable CodeApplication SecurityWordPress Security Risks Are (Mostly) a Governance ProblemApplication Security
10 Cybersecurity Trends for 2026: What Changes the Threat ModelSecurity Strategy and ComplianceSecure Software Development Lifecycle for Distributed TeamsApplication SecurityZero Trust 2.0 and the Shift to Identity-First Security – Webinar ReplayApplication SecurityHIPAA Security Checklist: A Leadership Guide for Engineering & Security TeamsSecurity Strategy and ComplianceFrom Checklist to Catalyst: ISO 27001 Requirements as a Competitive EdgeSecurity Strategy and ComplianceNavigating the Latest Cybersecurity Threats with ConfidenceSecurity Strategy and ComplianceThe Real Benefits of SOC 2 Compliance: Your Go-to-Market AcceleratorSecurity Strategy and ComplianceSoftware Supply Chain Security Best PracticesApplication SecurityAbout this category
This hub collects our writing on cybersecurity best practices for teams that build and run production software. It covers application security, compliance frameworks, threat detection, and the human side of security programs, written for engineering leaders who make architecture and staffing calls rather than for security vendors selling a single tool. If you are deciding how much in-house capability to build versus where to bring in outside expertise, several teams work with our cybersecurity engineering services to close gaps in threat modeling, incident response, and secure coding practices without pulling product teams off roadmap work.
Some of the most practical starting points are the pieces on compliance and emerging risk. We look at what SOC 2 actually buys a growing company beyond the audit checkbox in SOC 2 compliance advantages, and at how new authentication risks are changing identity verification in deepfake threats to biometrics. For teams weighing long-term cryptographic risk against current investment plans, quantum computing’s security impact lays out what to watch for and what can wait. None of these are theoretical concerns once you are handling customer data or regulated workloads at scale.
Application security is the area we get the most operational questions about, since it sits where development speed and security posture collide most often. Teams that need dedicated coverage for secure code review, dependency management, and pipeline hardening often bring in our application security engineers rather than retrofitting the work onto already-stretched developers. Broader governance questions, including audit readiness and policy design, tend to fall to our security consulting team, who work alongside internal compliance owners rather than replacing them. Read through the hub in whatever order matches your current risk: compliance deadline, incident response gap, or a development team that needs security built into its daily workflow instead of bolted on before release.
Frequently asked questions
What are the most important cybersecurity best practices for a growing engineering team?
Start with least-privilege access, dependency scanning, and encrypted data at rest and in transit, since these prevent the majority of common breaches. Add mandatory code review with a security checklist and a documented incident response plan. Most teams underinvest in logging and alerting until after an incident, so build observability into your security posture from day one rather than retrofitting it.
How is application security different from general cybersecurity?
Cybersecurity covers your whole environment: network, infrastructure, endpoints, and people. Application security focuses specifically on the software you build, including how it handles input, authentication, and data. A company can have strong perimeter defenses and still ship vulnerable code. Our Application Security hub goes deeper into secure coding, dependency risk, and testing practices for developers.
Do we need SOC 2 or ISO 27001 before selling to enterprise customers?
Most enterprise procurement teams will ask for one or both before signing, especially in regulated industries. SOC 2 is more common for US-based SaaS buyers, ISO 27001 for international and government contracts. Both take months to prepare for properly, so start the gap analysis before a deal depends on it. Our pieces on SOC 2 compliance advantages and ISO 27001 as competitive edge outline what each actually requires.
How do we get developers to actually follow security policies?
Policies fail when they add friction without explaining the risk they prevent. Build security checks into CI/CD so they run automatically rather than relying on manual compliance. Pair every new control with a short explanation of the incident it addresses. Our article on overcoming developer pushback on security covers specific tactics that worked without slowing releases.
What is the biggest threat to watch right now?
Phishing remains the most common entry point for breaches, more than any zero-day or exotic exploit, because it targets people rather than infrastructure. Combine it with AI-generated deepfakes and disinformation tactics and social engineering gets harder to detect. Our coverage of why phishing still works breaks down why training alone does not solve it.
Where do compliance and cloud security topics fit if they are not purely technical?
Compliance frameworks, audit prep, and governance policy live in our Security Strategy and Compliance hub. If your question is more about cloud architecture decisions, provider comparisons, or infrastructure hardening, check Cloud and DevOps, which covers the operational side that security policy depends on. Data privacy and governance controls are covered in Data and Analytics.