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JFrog

Public software supply chain security platform (Xray plus Advanced Security) that scans binaries and artifacts end-to-end from the same repository developers already use.

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78/100Meaningful Innovator

Overview

JFrog, founded in 2008 and headquartered in Sunnyvale, California, is best known for Artifactory, the binary and artifact repository used widely in enterprise CI/CD pipelines. Xray, its SCA engine, scans those same artifacts for vulnerabilities, license issues, and malicious packages, drawing on a database of more than 4 million open-source packages. JFrog Advanced Security extends Xray with SAST and secrets scanning, contextual CVE analysis, and supply-chain exposure tracking.

JFrog went public on Nasdaq (FROG) in September 2020 and reported roughly $531.8 million in 2025 revenue, up about 24% year over year, with a market capitalization near $11.4 billion.

JFrog’s internal research team has disclosed more than 2,000 malicious open-source packages and discovered 140-plus CVEs, and the company was named a Leader in Gartner’s 2026 Magic Quadrant for Software Supply Chain Security with the highest score for Ability to Execute.

Innovation Matrix Assessment

Innovation Velocity 8/10

Rapid buildout from core Xray SCA into Advanced Security (SAST, secrets, contextual CVE analysis) and AI/ML model curation shows sustained platform expansion.

Operational Value 8/10

Scanning is embedded in the artifact repository pipeline developers already push every build through, reducing tool sprawl versus a bolt-on scanner.

Market Momentum 9/10

Public company with $531.8M revenue (+24% YoY), ~$11.4B market cap, and a 2026 Gartner Leader placement with the highest Ability to Execute score.

Category Disruption 6/10

The approach is comprehensive but still fundamentally a scanner layered onto an existing artifact platform, evolutionary rather than a wholly new security model.

Real-World Efficacy 8/10

Independently verifiable Gartner Leader status plus a research team credited with disclosing 2,000+ malicious packages and 140+ CVEs.

Enduring Relevance 8/10

Binary-level, end-to-end software supply chain security, including AI model provenance, is a top-tier and growing enterprise priority.

Why CISOs Should Care

Because scanning is built into the artifact repository developers already push every build through, supply-chain checks happen without adding a separate tool to the pipeline.

What Makes It Different

Rather than a bolt-on scanner analyzing source repos, JFrog inspects the actual binaries and artifacts that ship to production, paired with a company-wide research team actively hunting malicious packages.

The Matrix Verdict

78/100 — MEANINGFUL INNOVATOR

Strong Innovator (~78/100), near the top of this group — public-company financial scale and an independently validated Gartner Leader position, though the underlying approach remains evolutionary.

Editorial Note: Claims vs. Verified Findings

Revenue, market cap, and the 2026 Gartner Leader placement are independently verifiable; the specific counts of malicious packages disclosed and CVEs discovered are vendor-reported figures without third-party audit.

Sources