Health score, competitive moat, risk signals, and key metrics at a glance.
JFrog Ltd. provides software supply chain platform in the United States, Israel, India, and internationally. The company offers JFrog Artifactory, a package repository that allows teams and organizations to store, update, and manage software packages; JFrog Curation functions as a guardian outside the software development pipeline, controlling the admission of packages into an organization, from open source or public repositories; JFrog Xray, scans JFrog Artifactory to secure all software packages; JFrog Advanced Security, an optional add-on for select JFrog subscriptions; and JFrog Runtime Security, an optional add-on for select JFrog subscriptions to work with other JFrog Security solutions. It also provides JFrog ML, a platform-integrated solution designed for data science and MLOps teams to transform and store data, build, train, and deploy models, and monitor the entire Machine Learning pipeline; JFrog AI Catalog, an extension of JFrog Curation functionality that allows companies to secure, govern, consume and deploy AI technologies; JFrog AppTrust, an optional component with application risk governance of DevGovOps requirements; JFrog Distribution that provides software package distribution; and JFrog Connect, a device management solution that allows companies to manage software updates and monitor performance in IoT device fleets. In addition, the company offers JFrog Pro that provides access to the universal version of JFrog Artifactory and ongoing updates, upgrades, and bug fixes; JFrog Pro X, a self-managed-only subscription; JFrog Enterprise X, offers cluster configuration, federated repositories, multi-region replication, larger enterprise-scale deployments, service-level agreement support, and deeper security; and JFrog Enterprise Plus, a full platform subscription option. It serves technology, financial services, retail, healthcare, and telecommunications organizations. JFrog Ltd. was incorporated in 2008 and is headquartered in Sunnyvale, California.
Competitive analysis based on 23 quarters of fundamental data
Operating margins are under pressure, averaging -18.2%. The business may lack pricing power or face rising costs.'
ROE is low or negative, suggesting limited competitive advantage or capital allocation challenges.
Free cash flow is consistently positive and growing — a hallmark of a capital-light business that can self-fund growth.
TTM revenue has grown consistently (7 of 7 quarters up), with ~44.7% growth over the period. Strong demand durability.
Data-driven red flags and warnings across 23 quarters
The company posted negative operating margins in recent quarters — core operations are unprofitable.
FCF consistently trails net income (avg -2.1x) — earnings may be inflated by non-cash items or aggressive accounting.
Limited debt-to-equity data available.
Revenue is stable or growing over recent quarters — demand appears durable.
Free cash flow is consistently positive — the business self-funds without external capital reliance.
Shares outstanding increased 10.3% — significant dilution, likely from stock compensation or capital raises.
as of March 2026
Revenue, EBITDA, operating income, net income, EPS, and shares
Gross, EBITDA, operating, and net margin trends
P/E, P/S, P/B, EV/EBITDA, FCF yield, and earnings yield
Total assets, cash, debt, book value, and leverage
Operating cash flow, free cash flow, FCF margin, and earnings quality
