Security Tool Comparisons
In-depth, vendor-neutral comparisons of leading application security tools. Based on academic benchmarks, practitioner reports, and official documentation.
How we compare security tools
These comparisons pull from academic benchmarks (OWASP Benchmark, EASE 2024), independent security assessments, practitioner reviews on G2 and Gartner, pricing data, and official docs. When a vendor's marketing says one thing and independent data says another, we show both.
Konvu sits downstream of SAST and SCA tools and triages their output for exploitability. We offer our own scanning too, but we get paid for the decision on a finding, not for the finding, and Konvu reads from every tool on this list either way. We have no reason to talk you off the scanner you already run, and we will tell you where each one is genuinely strong.
Each guide covers detection accuracy, false positive rates, language support, custom rules, CI/CD fit, pricing, and enterprise features. We flag where a tool genuinely excels, where it falls short, and where independent data just does not exist yet.
We review and update these regularly. Something wrong or outdated? Tell us.
Aikido Security vs Snyk: A Deep Technical Comparison (2026)
Aikido lists $350/$700/$1,050 per month at 10 seats. Snyk's $25 per contributing developer is per product, not per platform. Tier-by-tier on engines, noise controls, and what neither platform does.
Dependabot vs Renovate: A Technical Comparison
Dependabot is GitHub-hosted and configured with a short YAML file. Renovate has 200+ options and runs on GitLab, Bitbucket, and Azure DevOps. Automerge, PR noise, and free-tier limits compared.
Checkmarx vs Black Duck: A Deep Technical Comparison (2026)
Checkmarx One bundles SAST, SCA, DAST, and more. Black Duck splits across Polaris, Coverity, and Black Duck SCA. SAST depth, FedRAMP, and pricing compared.
Checkmarx vs Veracode: A Deep Technical Comparison (2026)
Checkmarx scans source code with a fully customizable query engine. Veracode scans compiled binaries with zero rule maintenance. FedRAMP and pricing compared.
SCA vs SAST: What Each Tool Actually Does (and Doesn't)
SCA scans your third-party dependencies. SAST scans the code your team wrote. Most apps are 77-90% third-party. Which to deploy first, and what each misses.
Semgrep vs CodeQL: A Deep Technical Comparison (2026)
CodeQL scores higher on the OWASP Benchmark (74.4% vs 69.4% F1). Semgrep scans in about 10 seconds. CodeQL can take 30+ minutes. Pricing, and when to run both.
Semgrep vs SonarQube: A Deep Technical Comparison (2026)
Semgrep is built for security scanning. SonarQube rules are about 85% code quality, 15% security. Benchmarks, pricing at scale, and when to run both.
Snyk vs SonarQube: A Deep Technical Comparison (2026)
Snyk is stronger for dependency security. SonarQube is stronger for code quality enforcement, and far cheaper at scale. Full pricing, and why teams run both.
Snyk vs Semgrep: A Deep Technical Comparison (2026)
Independent benchmarks show Semgrep beating Snyk on SAST detection (14.3% vs 11.2%). Snyk is a Forrester Wave SCA Leader. Full pricing, and when to run both.