# megawatt Published articles for megawatt. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Powering the AI era: How wave energy can complement a 24/7 energy mix DevFeed: [Powering the AI era: How wave energy can complement a 24/7 energy mix]() Original publisher: [Read original article]() Author: Elias Habbar-Baylac Published: 2026-09-10T15:20:22Z Content type: article Language: en Sources: [Cisco Blogs]() Topics: [AI Infrastructure](), [data centers](), [datacenter](), [Artificial Intelligence]() Tags: [ai](), [ai-infrastructure](), [chief-sustainability-office](), [cisco-purpose](), [data-center](), [data-centers](), [energy](), [environmental-sustainability](), [generation](), [infrastructure](), [megawatt](), [our-corporate-purpose](), [sustainability]() ### AI overview The article explains how wave energy could complement solar, wind, and batteries in meeting the continuous electricity needs of AI-era data centers. It discusses a modeled 100 MW flat-load data center and energy portfolios evaluated for cost, reliability, emissions, and round-the-clock availability. ### Source excerpt CorPower Ocean, a Cisco Investments portfolio company, has explored how wave energy technology could complement other sources for 24/7 energy needs. ## Governance in DevSecOps: Measuring and Improving Security Outcomes DevFeed: [Governance in DevSecOps: Measuring and Improving Security Outcomes]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-03-27T00:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevSecOps](), [Application Security](), [Security]() Tags: [application-security](), [aspm](), [awareness](), [blog](), [ci-cd](), [devops](), [devsecops](), [governance](), [measurement](), [megawatt](), [metrics](), [monitoring](), [security](), [snyk-platform](), [testing]() ### AI overview This article explains how governance and measurement strengthen DevSecOps and application security programs. It describes using risk-based metrics and KPIs--including open issue backlog, issue aging, MTTR, SLAs, and testing rates in IDEs, CLIs, and CI/CD pipelines--to benchmark current security posture, guide strategy, verify remediation, reduce risk, and accelerate development. ### Source excerpt Learn how governance in DevSecOps helps improve security outcomes by measuring risk, optimizing processes, and aligning security efforts with business goals. ## AI Risk Management: Benefits, Challenges, and Best Practices DevFeed: [AI Risk Management: Benefits, Challenges, and Best Practices]() Original publisher: [Read original article]() Author: Stephen Thoemmes Published: 2025-03-13T04:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [AI Strategy](), [AI Development](), [Vulnerabilities](), [Security](), [threat detection]() Tags: [ai](), [ai-adoption](), [awareness](), [best-practices](), [blog](), [code-generation](), [developer](), [megawatt](), [secure-by-design](), [security](), [security-vulnerabilities](), [snyk-apprisk](), [snyk-code](), [standards]() ### AI overview This article explains how organizations can manage risks introduced by AI development tools while still benefiting from faster coding and reduced manual work. It covers hidden vulnerabilities in generated code, outdated libraries, logic errors, compliance concerns, automated threat detection, and the use of NIST and ISO guidance to support secure-by-design AI adoption. ### Source excerpt Learn how to manage AI risks effectively with best practices, frameworks, and strategies to ensure secure AI adoption while mitigating vulnerabilities. ## Responding and remediating: Best practices for handling security alerts DevFeed: [Responding and remediating: Best practices for handling security alerts]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-03-13T04:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Vulnerabilities](), [Developer Tools]() Tags: [application-security](), [awareness](), [best-practices](), [blog](), [devops](), [devsecops](), [megawatt](), [monitoring](), [security](), [snyk-open-source](), [testing](), [vulnerabilities]() ### AI overview Best practices for responding to security alerts and remediating vulnerabilities early in DevSecOps workflows. It covers automated testing, vulnerability triage and prioritization, and pull-request-based remediation guidance. ### Source excerpt Discover best practices for responding to security alerts and remediating vulnerabilities early, reducing security toil, and improving DevSecOps efficiency. ## AI Code Generation: Code Security & Quality, Benefits, Risks & Top Tools DevFeed: [AI Code Generation: Code Security & Quality, Benefits, Risks & Top Tools]() Original publisher: [Read original article]() Author: Stephen Thoemmes Published: 2025-03-11T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [AI-assisted coding](), [Code generation](), [Security](), [Testing](), [GitHub Copilot](), [ChatGPT]() Tags: [ai](), [ai-coding](), [awareness](), [blog](), [chatgpt](), [code-generation](), [code-security](), [developer](), [github-copilot](), [megawatt](), [productivity](), [quality](), [security](), [snyk](), [snyk-code]() ### AI overview AI code generation tools use large language models and other AI systems to generate, improve, translate, refactor, and test code. They can accelerate development and improve productivity, but developers must address security and quality risks in AI-generated code. ### Source excerpt AI code generation accelerates development, enhances productivity, and reduces coding fatigue. However, it also introduces security risks and challenges. Learn how AI-powered coding works, its benefits and limitations, and how to secure AI-generated code using Snyk's security tools. ## DevSecOps Automation Framework DevFeed: [DevSecOps Automation Framework]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-03-11T04:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevSecOps](), [Automation](), [Framework](), [Application Security](), [Testing](), [CI/CD](), [iac-security](), [Vulnerabilities]() Tags: [application-security](), [automation](), [awareness](), [blog](), [ci-cd](), [devops](), [devsecops](), [executive](), [framework](), [iac-security](), [infrastructure-as-code-iac](), [megawatt](), [security](), [snyk-platform](), [vulnerabilities]() ### AI overview This article explains how DevSecOps automation integrates security throughout the software development lifecycle. It discusses automation frameworks, automated security testing in CI/CD pipelines, early vulnerability detection, consistent security policies, compliance, SAST, and Infrastructure as Code security. ### Source excerpt Learn about the principles of DevSecOps automation, how to implement a DevSecOps automation strategy, & the best DevSecOps tools. ## Incorporating security by design: Managing risk in DevSecOps DevFeed: [Incorporating security by design: Managing risk in DevSecOps]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-02-25T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevSecOps](), [Application Security](), [sdlc](), [Vulnerabilities](), [Agile]() Tags: [application-security](), [awareness](), [blog](), [dependencies](), [devops](), [devsecops](), [megawatt](), [pmm](), [secure-by-design](), [security](), [shift-left](), [software-development](), [strategy](), [testing](), [vulnerabilities]() ### AI overview This article explains why security should be embedded throughout the application lifecycle, from design and coding through testing and deployment. It presents secure-by-design and DevSecOps practices as ways to mitigate threats early, reduce remediation costs, and integrate security more effectively with developer workflows. ### Source excerpt Explore the business value of mitigating security threats early in the development process and embedding security at every stage throughout the entire application lifecycle, and some of the most effective ways to adopt a secure-by-design approach. ## Reviving DevSecOps: How Snyk's new framework builds trust and collaboration DevFeed: [Reviving DevSecOps: How Snyk's new framework builds trust and collaboration]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-01-23T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevSecOps](), [Security](), [DevOps](), [sdlc](), [CI/CD](), [Agile](), [Cloud](), [Open Source]() Tags: [agile](), [awareness](), [blog](), [ci-cd](), [collaboration](), [devops](), [devsecops](), [executive](), [megawatt](), [productivity](), [sdlc](), [security](), [snyk](), [snyk-platform](), [testing]() ### AI overview The article argues that DevSecOps adoption remains uneven because manual security processes, slow build and test times, blocking failures, and difficult integrations create friction between engineering and security teams. It presents Snyk's DevSecOps Maturity Framework as a way to build trust, improve collaboration and productivity, and integrate security more effectively into modern software development practices. ### Source excerpt DevSecOps isn't dead, but organizations must continually adapt to align developer and security teams. Learn more about Snyk's DevSecOps Maturity Framework here. ## Understanding the EU's Cyber Resilience Act (CRA) DevFeed: [Understanding the EU's Cyber Resilience Act (CRA)]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2025-01-22T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [cyber resilience act](), [supply-chain-security](), [Security](), [sdlc](), [Application Security](), [snyk]() Tags: [awareness](), [blog](), [compliance](), [cyber-resilience-act](), [eu](), [executive](), [megawatt](), [sast](), [sbom](), [sca](), [sdlc](), [secure-by-design](), [security](), [snyk](), [software-supply-chain-security](), [supply-chain-security]() ### AI overview The article explains how the EU Cyber Resilience Act (CRA) establishes cybersecurity requirements for products with digital elements. It discusses secure-by-design practices, vulnerability handling throughout the product lifecycle, upcoming reporting and compliance deadlines, and the role of SAST, SCA, and software supply chain security. ### Source excerpt Find out how the Cyber Resilience Act (CRA) sets new security standards for the EU and how Snyk can help simplify compliance with its developer-friendly tools. ## Securing GenAI Development with Snyk DevFeed: [Securing GenAI Development with Snyk]() Original publisher: [Read original article]() Author: Liqian Lim (林利蒨) Published: 2025-01-09T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [genai](), [Application Security](), [ai-coding](), [Vulnerabilities](), [Security](), [ChatGPT](), [Cloudflare]() Tags: [ai](), [ai-coding](), [ai-tools](), [awareness](), [blog](), [chatgpt](), [cloudflare](), [coding](), [cves](), [developer](), [developers](), [development](), [genai](), [megawatt](), [securing-ai](), [security](), [security-solutions](), [snyk](), [solutions](), [speed](), [vulnerabilities](), [workflows]() ### AI overview This article explains how AI-generated code and AI coding assistants are changing developer workflows while creating security risks for AppSec teams. It describes the prevalence of tools such as ChatGPT and Copilot, the vulnerabilities that can appear in generated code, and the need for guardrails and security solutions such as Snyk. ### Source excerpt AI-generated code is impacting how AppSec teams work. Learn more about the risks of AI-generated code and how Snyk can help secure your codebase. ## New Year, New Security Goals: Improve Your AppSec in 2025 DevFeed: [New Year, New Security Goals: Improve Your AppSec in 2025]() Original publisher: [Read original article]() Author: Mariah Gresham Published: 2025-01-01T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [Vulnerabilities](), [AI-assisted coding](), [CI/CD]() Tags: [ai](), [application-security](), [automation](), [awareness](), [blog](), [ci-cd](), [code](), [executive](), [megawatt](), [security](), [vulnerabilities]() ### AI overview The article presents AppSec resolutions for 2025: speed up vulnerability remediation with automation in CI/CD workflows, and combine AI-powered security with human review. It also highlights building trust in AI-generated code. ### Source excerpt Boost your AppSec in 2025 with resolutions like automating fixes, securing AI models, and building trust in AI-generated code for safer, smarter apps. ## Security Practices for Logging, Shift-Left Vulnerability Detection, Zero Trust, and AI Risk Management DevFeed: [Security Practices for Logging, Shift-Left Vulnerability Detection, Zero Trust, and AI Risk Management]() Original publisher: [Read original article]() Author: Mariah Gresham Published: 2024-12-24T05:00:00Z Content type: opinion Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Security](), [Application Security](), [Logging](), [Monitoring](), [Zero Trust](), [Machine Learning, Security Attacks]() Tags: [ai](), [awareness](), [blog](), [devsecops](), [logging](), [megawatt](), [monitoring](), [security](), [shift-left](), [snyk-code](), [zero-trust]() ### AI overview This year-end security review contrasts practices that increase risk with practices that improve protection. It covers comprehensive logging and real-time monitoring, identifying vulnerabilities during development with Snyk Code, securing legacy systems, zero-trust architecture, and risks involving AI-generated code and machine learning attacks. ### Source excerpt Is your team on the naughty or nice list? Read on to see if your security practices make the cut this holiday season. ## 4 Tips for Securing GenAI-Assisted Development DevFeed: [4 Tips for Securing GenAI-Assisted Development]() Original publisher: [Read original article]() Author: Sarah Conway Published: 2024-12-18T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [genai](), [Application Development](), [Security](), [Language models](), [Vulnerabilities](), [GitHub Copilot](), [Google]() Tags: [ai](), [application-security](), [best-practices](), [blog](), [copilot](), [devops](), [executive](), [genai](), [google](), [megawatt](), [related-content](), [security](), [snyk](), [vulnerabilities]() ### AI overview This article presents four practical tips for scaling application security to support GenAI-assisted development. It explains that code assistants can increase development speed while introducing vulnerabilities, policy and compliance gaps, and risks from exposing sensitive data to large language models. ### Source excerpt Discover four practical tips for scaling your AppSec program to meet the speed of GenAI-assisted development. Read our whitepaper to learn more. ## Snyk's risk-based approach to prioritization DevFeed: [Snyk's risk-based approach to prioritization]() Original publisher: [Read original article]() Author: Daniel Berman Published: 2024-12-11T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [Vulnerabilities](), [sdlc](), [Exploit]() Tags: [application-security](), [aspm](), [awareness](), [blog](), [developer](), [development](), [megawatt](), [sdlc](), [security](), [snyk](), [snyk-apprisk](), [vulnerabilities]() ### AI overview Snyk's risk-based prioritization approach helps application security teams evaluate vulnerabilities using factors such as severity, exploitability, and reachability instead of relying on vulnerability counts alone. The approach emphasizes visibility and context across the software development lifecycle to focus remediation on the issues posing the greatest risk and improve collaboration between security and development teams. ### Source excerpt With Snyk's approach and Snyk AppRisk, implementing risk-based prioritization is easy. Here's how Snyk's developer-first, holistic approach works. ## Seven steps to close coverage gaps with ASPM DevFeed: [Seven steps to close coverage gaps with ASPM]() Original publisher: [Read original article]() Author: Daniel Berman Published: 2024-12-03T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [Vulnerabilities](), [AI-assisted coding]() Tags: [application-security](), [aspm](), [blog](), [devops](), [executive](), [megawatt](), [monitor](), [pmm](), [policy](), [security](), [snyk-apprisk](), [testing](), [vulnerabilities]() ### AI overview The article outlines seven ongoing practices for closing application-security coverage gaps, presenting ASPM as a way to inventory application assets, prioritize risk, define policies, track controls, integrate security testing, and monitor improvement. ### Source excerpt Finding and closing coverage gaps in your AppSec program is not a one-and-done process, it's an ongoing combination of efforts. See how ASPM makes it easier. ## Why a solid DevOps foundation is vital for effective DevSecOps DevFeed: [Why a solid DevOps foundation is vital for effective DevSecOps]() Original publisher: [Read original article]() Author: Ben Desjardins Published: 2024-11-27T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevSecOps](), [DevOps](), [Application Security](), [Automation](), [Infrastructure as code]() Tags: [application-security](), [automation](), [awareness](), [blog](), [devops](), [devsecops](), [executive](), [infrastructure-as-code](), [megawatt](), [pmm](), [security](), [snyk-platform]() ### AI overview The article explains why effective DevSecOps requires a solid DevOps foundation. It presents security as a shared responsibility across development, operations, platform, and security teams, and emphasizes automated tools, early integration, developer experience, and secure software delivery. It also highlights the growing importance of securing application architecture, pipelines, containers, and infrastructure as code. ### Source excerpt DevSecOps integrates security into the entire software development lifecycle. By empowering developers with automated tools and shifting security left, organizations can deliver software faster and more securely. ## Empowering women in security: The impact of mentorship DevFeed: [Empowering women in security: The impact of mentorship]() Original publisher: [Read original article]() Author: Erin Cullen Published: 2024-11-27T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Cybersecurity](), [Security](), [Business Security]() Tags: [awareness](), [blog](), [career-development](), [career-growth](), [ciso](), [collaboration](), [community](), [cybersecurity](), [developer](), [industry](), [megawatt](), [security](), [series](), [snyk]() ### AI overview This article explores how mentorship and allyship can help women enter and advance in cybersecurity. It highlights supportive leaders, non-traditional career paths, advocacy for promotions and raises, and the importance of confidence, collaboration, and professional networks in building a more inclusive security community. ### Source excerpt In the Women Leading Security series, Snyk CMO Jonaki Egenolf spoke with influential leaders about challenges and opportunities in the journey toward a more inclusive cybersecurity industry. ## Measuring AppSec success: Key KPIs that demonstrate value DevFeed: [Measuring AppSec success: Key KPIs that demonstrate value]() Original publisher: [Read original article]() Author: Daniel Berman Published: 2024-11-26T05:00:00Z Content type: tutorial Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Vulnerabilities]() Tags: [application-security](), [aspm](), [awareness](), [blog](), [business-value](), [megawatt](), [metrics](), [sdlc](), [security](), [snyk-apprisk](), [vulnerability-management]() ### AI overview A guide to measuring application security program success through KPIs for risk reduction, team engagement, security posture, and vulnerability-management efficiency. ### Source excerpt Learn how to measure AppSec success with key KPIs that demonstrate risk reduction, improve security posture, and showcase business value to stakeholders. ## Women in security: Inspiring leaders of today and tomorrow DevFeed: [Women in security: Inspiring leaders of today and tomorrow]() Original publisher: [Read original article]() Author: Jonaki Egenolf Published: 2024-11-19T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Cybersecurity](), [Security](), [Security & Privacy]() Tags: [blog](), [careers](), [cybersecurity](), [diversity](), [executive](), [innovation](), [interest](), [megawatt](), [resilience](), [security](), [series](), [snyk](), [snyk-team](), [voices]() ### AI overview Snyk's Women Leading Security series highlights the experiences, advice, resilience, and leadership of women in cybersecurity. The article discusses mentorship, allyship, inclusion, career barriers, and the importance of creating more pathways for women in security. ### Source excerpt Women in security: Inspiring leaders of today and tomorrow ## How to prioritize vulnerabilities based on risk DevFeed: [How to prioritize vulnerabilities based on risk]() Original publisher: [Read original article]() Author: Daniel Berman Published: 2024-11-19T05:00:00Z Content type: tutorial Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Vulnerabilities]() Tags: [application-security](), [aspm](), [awareness](), [blog](), [developer](), [devops](), [how-to](), [megawatt](), [security](), [snyk-apprisk](), [vulnerabilities](), [vulnerability-management]() ### AI overview A guide to risk-based vulnerability prioritization for application-security teams. It recommends ranking vulnerabilities by exploitability, business impact, and data sensitivity instead of relying on vulnerability counts, helping reduce alert fatigue and focus remediation on the most harmful threats. ### Source excerpt Learn how to use risk-based prioritization for vulnerability management. This blog will help you reduce alert fatigue and improve your security posture. ## Snyk named a Customer Favorite in The Forrester Wave™: Software Composition Analysis Software, Q4 2024 Report DevFeed: [Snyk named a Customer Favorite in The Forrester Wave™: Software Composition Analysis Software, Q4 2024 Report]() Original publisher: [Read original article]() Author: Peter McKay Published: 2024-11-13T05:00:00Z Content type: news Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [snyk-open-source](), [Application Security](), [DevSecOps](), [Automation](), [Security](), [GitHub]() Tags: [acquisition](), [analytics](), [application-security](), [aspm](), [automation](), [awareness](), [blog](), [component](), [customer](), [developer-security-platform](), [devops](), [devsecops](), [executive](), [innovation](), [integration](), [megawatt](), [open-source-security](), [pmm](), [recognition](), [report](), [sca](), [secure-software](), [shift-left](), [snyk](), [snyk-open-source](), [software-composition-analysis](), [software-development](), [strategy](), [support]() ### AI overview Snyk announces that it was recognized as a Leader and a Customer Favorite in The Forrester Wave: Software Composition Analysis Software, Q4 2024. The article highlights Snyk's scores for strategy, risk intelligence, remediation and automation, reporting and analytics, toolchain integration, and component health, along with its developer-first approach to application security and DevSecOps. ### Source excerpt Snyk's developer-first approach secures recognition as a Customer Favorite and a Leader in The Forrester Wave™: Software Composition Analysis (SCA) Software, Q4 2024 report. ## How ASPM boosts visibility to manage application risk DevFeed: [How ASPM boosts visibility to manage application risk]() Original publisher: [Read original article]() Author: Daniel Berman Published: 2024-11-12T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [Vulnerabilities]() Tags: [application-security](), [aspm](), [awareness](), [blog](), [devsecops](), [megawatt](), [security](), [snyk-apprisk](), [supply-chain](), [vulnerabilities]() ### AI overview The article explains how application security posture management (ASPM) can improve visibility across software assets and help AppSec teams prioritize and manage application risk. ### Source excerpt Visibility gaps are a huge limiting factor for growing AppSec programs. Let's discuss how Snyk can help you close them. ## Ensuring comprehensive security testing in DevOps pipelines DevFeed: [Ensuring comprehensive security testing in DevOps pipelines]() Original publisher: [Read original article]() Author: Jim Armstrong Published: 2024-10-17T05:00:00Z Content type: tutorial Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [DevOps](), [DevSecOps](), [Security](), [Monitoring](), [sdlc]() Tags: [application-security](), [awareness](), [blog](), [cloud-security](), [code-security](), [container-security](), [devops](), [devsecops](), [executive](), [iac-security](), [megawatt](), [monitoring](), [open-source-security](), [pmm](), [sdlc](), [secrets](), [security](), [snyk-platform](), [testing]() ### AI overview This article explains why traditional security processes often create friction when inserted into DevOps pipelines and presents DevSecOps as a model that integrates security into software delivery. It focuses on comprehensive security testing and monitoring, risk-profile-based policies, threat modeling, security requirements gathering, and the use of SAST and SCA tools with IDEs for real-time feedback. ### Source excerpt Learn how to integrate comprehensive security testing into DevOps pipelines to protect your entire software development lifecycle. ## Introducing: Extensive AppSec visibility with Snyk Analytics DevFeed: [Introducing: Extensive AppSec visibility with Snyk Analytics]() Original publisher: [Read original article]() Author: Seth Rosen; Nastasha Casale Published: 2024-10-17T05:00:00Z Content type: article Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [Application Security](), [Exposure Management](), [Test coverage](), [Vulnerabilities](), [Artificial Intelligence](), [genai](), [Code](), [code productivity]() Tags: [ai](), [analytics](), [application-security](), [awareness](), [blog](), [code](), [developer-productivity](), [devops](), [devsecops](), [exposure-management](), [genai](), [megawatt](), [metrics](), [pmm](), [snyk](), [snyk-security-intel](), [vulnerabilities]() ### AI overview Snyk Analytics is presented as a comprehensive offering for AppSec leaders to track coverage, exposure, management, and prevention metrics. The article discusses measuring application security effectiveness, scaling secure development across developers and applications, and addressing the increased vulnerability risks associated with AI-generated code and AI assistants. ### Source excerpt Snyk Analytics is a comprehensive new offering that lets AppSec leaders improve program health by tracking coverage, exposure, management, and prevention metrics. [Next page]()