What does JFrog do?
JFrog Ltd. is an Israeli-incorporated software company listed on the Nasdaq Global Select Market under the ticker FROG. Its core role is to help enterprises control the software packages, binaries, containers, machine-learning models, release bundles, and related evidence that move from development into production. In plain English, JFrog sits between the writing of code and the deployment of trusted software. The company describes the JFrog Platform as a system of record for the software supply chain, connecting developers, security teams, MLOps teams, and IT operators.
What is inside the platform?
Who buys JFrog and how is it deployed?
Customers range from self-service development teams to enterprises standardizing delivery across thousands of engineers. JFrog supports SaaS, self-managed, public-cloud, private-cloud, on-premise, and hybrid environments—important for regulated customers that cannot place every workload in one cloud. In Q1 2026, the United States generated 59% of revenue, Israel 3%, and the rest of the world 38%, confirming global demand despite JFrog’s substantial Israeli R&D base.
How does JFrog make money?
JFrog earns substantially all revenue from subscriptions. Customers pay for access to software deployed in their own environments or consumed as a JFrog-managed cloud service. Self-managed contracts contain a ratably recognized subscription component and a license component recognized when software is made available. SaaS revenue is recognized over commitment periods, including minimum commitments and applicable excess usage. The model combines recurring contracted revenue with expansion as customers add repositories, security capabilities, cloud consumption, users, geographies, and higher-value Enterprise+ bundles.
Why is the revenue model attractive?
| Revenue engine | Q1 2026 amount | Q1 2026 share | Economic interpretation |
|---|---|---|---|
| Self-managed subscription | $75.1M | 49% | Supports customers requiring on-premise, private-cloud, or hybrid control. |
| SaaS | $78.9M | 51% | Usage and cloud migration expand revenue, but hosting costs rise with consumption. |
| Subscription service component | $67.4M | 44% | Ratable recognition increases visibility and connects revenue to ongoing support. |
| Self-managed license component | $7.7M | 5% | Upfront recognition can add quarterly timing noise, but it is a small portion of the total. |
How important is the cloud shift?
Cloud revenue grew 50% year over year in Q1 2026 and reached 51% of total revenue. The trade-off is clear: SaaS can deepen usage and simplify expansion, but JFrog absorbs hosting costs. Cloud growth must therefore be paired with infrastructure efficiency, pricing discipline, and higher-value security adoption. Enterprise+ generated 58% of Q1 2026 revenue, showing that broader platform consolidation is becoming the main monetization path.
What does JFrog’s latest quarter show?
The latest official period available before the second-quarter 2026 release is the quarter ended March 31, 2026. JFrog reported revenue of $154.0 million, 26% above the prior-year quarter. The Q1 2026 earnings release and the related Form 10-Q show faster cloud growth, expanding gross margin, smaller GAAP losses, and strong cash conversion.
Which lines improved most?
| Metric | Q1 2026 | Q1 2025 | Interpretation |
|---|---|---|---|
| Revenue | $154.0M | $122.4M | 26% growth, led by SaaS and expansion within larger accounts. |
| GAAP gross profit / margin | $120.4M / 78.2% | $92.2M / 75.3% | Revenue growth outpaced hosting and support costs, producing operating leverage. |
| GAAP operating loss / margin | ($12.9M) / (8.4%) | ($23.0M) / (18.8%) | The loss narrowed despite continued investment in product and go-to-market capacity. |
| GAAP net loss / diluted EPS | ($8.3M) / ($0.07) | ($18.5M) / ($0.16) | Interest income from investments also cushioned the operating loss. |
| Operating cash flow / free cash flow | $38.4M / $37.3M | $28.8M / $28.1M | Low property-equipment spending allowed most operating cash flow to convert into free cash flow. |
| Share-based compensation | $39.6M | $36.8M | Cash generation is strong, but equity compensation remains material at about 25.7% of Q1 2026 revenue. |
Is JFrog becoming profitable?
Accounting profitability and cash generation tell different stories. Share-based compensation and acquired-intangible amortization weigh on GAAP results, while deferred revenue supports cash flow. Durable improvement requires continued growth, stable gross margin, slower expense growth, and a declining share-based-compensation ratio.
Which products and KPIs explain JFrog’s growth?
JFrog reports one segment, so product progress is best tracked through operational metrics. The most important question is whether Artifactory remains the entry point while security, governance, and AI products expand wallet share. The company’s security platform is strategically important because artifact metadata can make vulnerability findings more contextual and actionable than disconnected scanning tools.
What do the adoption metrics say?
How should researchers interpret the KPI set?
| KPI | Latest reading | What it measures | What would weaken the signal |
|---|---|---|---|
| Net dollar retention | 120%, Q1 2026 | Expansion, contraction, and attrition within the existing customer cohort | A sustained decline toward 100% would imply weaker upsell or more contraction. |
| Cloud revenue growth | 50% YoY, Q1 2026 | Migration and consumption of JFrog-managed SaaS | Hosting costs growing faster than cloud revenue or slower migrations. |
| $100K+ ARR customers | 1,225, Q1 2026 | Enterprise penetration and repeatable large-account sales | Slower additions or shrinking average expansion within the cohort. |
| Enterprise+ revenue share | 58%, Q1 2026 | Adoption of the broader end-to-end platform | Bundling that increases discounts without improving retention or margin. |
| RPO | $574.9M, March 31, 2026 | Contracted revenue not yet recognized | Slower growth, shorter contracts, or weaker conversion into reported revenue. |
How did JFrog become strategically important?
JFrog’s history is best understood as a widening of the object it governs. It began with binaries and packages, expanded into security and connected devices, and then moved into machine-learning models, compliance evidence, and agentic software assets. The company’s stated “Liquid Software” idea—software flowing continuously from creator to device—has remained consistent even as the product set expanded. The company history page traces that mission to its founding in 2008.
Which turning points still matter today?
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2008JFrog was founded around continuous software delivery and artifact management. Artifactory became the repository foundation on which later security and governance products could be layered.
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2020JFrog began trading on Nasdaq under FROG in September 2020. Public-market capital and reporting increased resources for enterprise sales, cloud expansion, and acquisitions.
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2021The Vdoo acquisition added deeper product-security technology, while Upswift extended software update management toward connected and IoT devices. Both moves broadened the path from development to device.
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2024JFrog acquired Qwak. The transaction brought an end-to-end platform for deploying, monitoring, and managing machine-learning models, supporting the thesis that models should be governed like software packages.
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2025JFrog expanded across DevOps, DevSecOps, DevGovOps, and AI/MLOps with AI Catalog, AppTrust, agentic security, and new subscription bundles. Security Core reached 7% of FY2025 revenue, 10% of ARR, and 16% of RPO.
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2026MCP Registry and Agent Skills Registry extended governance to tools used by coding agents. The strategic question shifted from storing human-built artifacts to governing everything humans and agents consume, build, and ship.
What gives JFrog a competitive advantage?
The moat is not simply brand recognition in developer tools. It is the operational position of Artifactory inside release pipelines, the accumulated metadata around packages and builds, broad support for package types and deployment models, and integration with the surrounding developer ecosystem. Once a large organization standardizes repositories, permissions, scanning, evidence, and distribution policies around JFrog, switching can require migration of vast artifact stores, reconfiguration of automation, retraining of teams, and revalidation of security controls.
Who are the main competitors?
| Competitive set | Examples named in filings or product context | JFrog’s positioning |
|---|---|---|
| Integrated DevOps platforms | GitHub, GitLab | JFrog emphasizes the binary and artifact layer across many source-code, CI/CD, and cloud ecosystems rather than requiring one end-to-end development suite. |
| Artifact and package management | Sonatype, Cloudsmith, cloud-provider registries | Universal package coverage, hybrid deployment, and enterprise-scale repository governance are the core differentiators. |
| Application and supply-chain security | Snyk, Synopsys, GitHub, GitLab, Sonatype | JFrog can connect vulnerability context directly to stored artifacts, build metadata, releases, and runtime evidence. |
| Cloud-native alternatives | AWS and other cloud providers | JFrog argues for cloud neutrality and consistent governance across on-premise, multi-cloud, and hybrid environments. |
How durable are the switching costs?
Buyer power remains meaningful because enterprises can negotiate large contracts, use open-source tools, choose cloud registries, or consolidate around broader DevOps vendors. Public-cloud providers also influence SaaS cost. Rivalry is intense because adjacent vendors bundle repositories, security, source control, and CI/CD. JFrog’s defense is openness across ecosystems combined with a deeply embedded artifact layer.
How financially strong is JFrog?
JFrog entered 2026 with a liquid balance sheet and no funded-debt line on the March 31 balance sheet. Cash, equivalents, and short-term investments totaled $741.2 million; total liabilities were $449.2 million and equity was $924.0 million. Current assets exceeded current liabilities by about $504.6 million, giving management room to invest, acquire technology, absorb volatility, and repurchase shares.
How good is cash-flow quality?
Cash conversion is strong because JFrog is not capital intensive: investment flows mainly through people, cloud infrastructure, sales, and acquisitions. Yet Q1 2026 share-based compensation of $39.6 million exceeded free cash flow of $37.3 million. Free cash flow is meaningful, but dilution and repurchases must be analyzed alongside it.
Where is management reinvesting?
| Financial or capital item | Latest figure | Period | Investor meaning |
|---|---|---|---|
| Research and development | $51.8M | Q1 2026 | 33.6% of revenue; supports security, AI, integrations, and platform breadth. |
| Sales and marketing | $57.8M | Q1 2026 | 37.5% of revenue; enterprise selling remains the largest operating expense. |
| Qwak purchase consideration | $177.5M | Acquired July 2024 | A meaningful bet that MLOps and AI-model governance will become part of the core platform. |
| Share repurchase authorization | Up to $300.0M | Authorized February 2026 | Can offset dilution or return excess capital, but execution price and timing determine value. |
| Unrecognized equity compensation | $302.1M | December 31, 2025 | Expected recognition over 2.5 years creates a visible future GAAP expense and dilution consideration. |
The FY2025 results and 2025 Form 10-K show the main financial tension: JFrog already produces substantial cash, but GAAP profitability depends on reducing the burden of equity compensation and converting product breadth into operating leverage.
Who owns JFrog stock, and how is it governed?
JFrog has one class of ordinary shares rather than a dual-class voting structure. Ownership is dispersed enough that institutions matter, yet founders and insiders still have meaningful economic exposure. According to the 2026 proxy statement, 121.2 million shares were outstanding for the ownership calculation as of March 13, 2026.
Which holders have the most influence?
| Holder or group | Shares | Ownership | Source period | Why it matters |
|---|---|---|---|---|
| Yoav Landman, co-founder and CTO | 5,701,119 | 4.7% | March 13, 2026 | Maintains direct founder exposure to product strategy and long-term platform direction. |
| Shlomi Ben Haim, co-founder and CEO | 4,252,153 | 3.5% | March 13, 2026 | Aligns the chief executive economically, but does not create voting control. |
| Frederic Simon, co-founder | 3,524,466 | 2.9% | March 13, 2026 | Adds another substantial founder stake within the ordinary-share structure. |
| All executive officers and directors | 14,340,832 | 11.8% | March 13, 2026 | Insiders collectively have meaningful exposure without unilateral control. |
| The Vanguard Group | 9,505,832 | 7.8% | December 31, 2025 filing | The largest disclosed greater-than-5% institutional holder in the proxy. |
What governance issues deserve attention?
The board is divided into three staggered classes, slowing a full board change. Israeli law also requires shareholder approval for certain executive-director compensation. After weak compensation votes in 2025, the committee shifted the 2026 long-term program to five-year RSUs and reduced the CEO’s proposed target equity value. Shareholder pressure can influence policy, although equity awards remain central to retention.
What opportunities and risks could change JFrog’s outlook?
The upside case is that JFrog becomes the governance layer for every software and AI asset, not merely an artifact repository. The downside is that integrated DevOps vendors, cloud providers, or security specialists bundle enough functionality to reduce pricing power. Innovation speed and ecosystem relationships therefore matter as much as current ratios.
Where could growth come from?
Which risks are most material?
| Risk | Financial line exposed | Company-specific evidence | What to monitor |
|---|---|---|---|
| Competition and bundling | Revenue growth, retention, pricing | JFrog competes with GitHub, GitLab, Sonatype, Cloudsmith, security vendors, and cloud providers. | Net dollar retention, Enterprise+ mix, win rates, and RPO growth. |
| Cloud-cost pressure | Cost of revenue, gross margin | Third-party hosting costs rise as SaaS revenue and usage expand. | Cloud growth versus GAAP and non-GAAP gross margin. |
| Security or service failure | Renewals, reputation, legal costs | JFrog manages mission-critical repositories and security data; outages or breaches could undermine trust. | Availability disclosures, incidents, customer retention, and remediation costs. |
| Israel and regional conflict | R&D continuity, staffing, currency | More than half of employees and consultants and a material part of R&D are located in Israel, according to the Q1 2026 filing. | Business continuity, reserve-duty absences, NIS exposure, and escalation. |
| Equity compensation and dilution | GAAP expense, share count, per-share value | Q1 2026 share-based compensation was $39.6M; unrecognized cost was $302.1M at year-end 2025. | SBC as a percentage of revenue, diluted shares, and repurchase execution. |
| Acquisition integration | R&D productivity, goodwill, margins | Acquisitions left $371.5M of total goodwill on the balance sheet; Qwak adds new MLOps integration demands. | AI product adoption, retention of acquired teams, and impairment indicators. |
The Q1 2026 filing also highlights privacy, tax, currency, hiring, and regulatory exposure. Redundant infrastructure and a three-pillar continuity plan reduce but do not eliminate geopolitical risk. The best discipline is to connect each risk to a measurable line: cloud costs to gross margin, competition to retention, equity awards to share count, and conflict to R&D continuity.
Why does JFrog matter for valuation?
JFrog combines high subscription growth, positive free cash flow, a large net cash position, and negative GAAP operating income. Valuation therefore cannot rest on one multiple. The key is how long growth can persist while gross margin stays high and expenses become more efficient. Q1 2026 guidance raised FY2026 revenue to $628 million–$632 million and non-GAAP operating income to $112 million–$116 million, but long-run economics matter more than one update.
Which DCF drivers matter most?
Comparable-company analysis should distinguish JFrog from slower legacy software vendors and source-code-centric platforms. Similar firms may share developer-tool exposure and high gross margins, but differences in cloud mix, share-based compensation, profitability, and acquisition intensity make simple revenue multiples unreliable.
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