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JFrog (FROG)

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Earnings summaries and quarterly performance for JFrog.

Research analysts who have asked questions during JFrog earnings calls.

Andrew Sherman

Andrew Sherman

Cowen

4 questions for FROG

Also covers: APPN, AXON, DDOG +5 more
Sanjit Singh

Sanjit Singh

Morgan Stanley

4 questions for FROG

Also covers: APPN, BASE, CFLT +13 more
WK

William Kingsley Crane

Canaccord Genuity

4 questions for FROG

Also covers: AI, ALAR, BB +9 more
Koji Ikeda

Koji Ikeda

Bank of America

3 questions for FROG

Also covers: ADSK, AMPL, BL +19 more
PB

Pinjalim Bora

JPMorgan Chase & Co.

3 questions for FROG

Also covers: ASAN, BL, BOX +17 more
SK

Shrenik Kothari

Robert W. Baird & Co.

3 questions for FROG

Also covers: CHKP, CVLT, ESTC +12 more
WM

W. Miller Jump

Truist Securities

3 questions for FROG

Also covers: BASE, CFLT, DT +5 more
BR

Brad Reback

Stifel

2 questions for FROG

Also covers: ASUR, CFLT, DAY +10 more
EC

Eamon Coughlin

Barclays

2 questions for FROG

Also covers: BAND, EVCM, ZETA
Jason Ader

Jason Ader

William Blair & Company

2 questions for FROG

Also covers: AVPT, BASE, BLZE +12 more
Jason Celino

Jason Celino

KeyBanc Capital Markets

2 questions for FROG

Also covers: ADSK, AZPN, BSY +12 more
Jonathan Ruykhaver

Jonathan Ruykhaver

Cantor Fitzgerald

2 questions for FROG

Also covers: CRWD, GTLB, OKTA +5 more
MC

Mark Cash

Raymond James

2 questions for FROG

Also covers: ARLO, CFLT, GTLB +5 more
MC

Michael Cikos

Needham & Company

2 questions for FROG

Also covers: AI, BASE, BLZE +20 more
RM

Ryan MacWilliams

Barclays

2 questions for FROG

Also covers: AUDC, BAND, BRZE +16 more
Billy Mandl

Billy Mandl

KeyBanc Capital Markets

1 question for FROG

Ethan Drake Weeks

Ethan Drake Weeks

Piper Sandler

1 question for FROG

Also covers: SAIL, VRNS
GM

George McGreehan

Bank of America

1 question for FROG

Also covers: AMPL, ESTC, GLBE +2 more
JH

Joseph Hickey

UBS

1 question for FROG

Also covers: DOCN, NTNX
MC

Matthew Calitri

Needham & Company

1 question for FROG

Also covers: AI, CGNT, NABL +4 more
Rob Owens

Rob Owens

Piper Sandler Companies

1 question for FROG

Also covers: CFLT, CHKP, CRWD +11 more
William Mandl

William Mandl

KeyBanc Capital Markets

1 question for FROG

Zach Schneider

Zach Schneider

Baird

1 question for FROG

Also covers: RBRK, S

Recent press releases and 8-K filings for FROG.

JFrog Management Reviews Q3 Results and Future Growth Drivers
FROG
Revenue Acceleration/Inflection
New Projects/Investments
M&A
  • JFrog reported strong Q3 performance with 50% cloud growth, 54% growth in $1 million+ customers, and 39% year-over-year growth in Enterprise Plus revenue, which now constitutes 56% of total revenue.
  • Increased cloud consumption is primarily driven by customers' adoption of AI technologies, which generate more code and binaries, leading to higher data transfer and storage needs on the JFrog platform.
  • The company has strategically invested in its go-to-market approach to serve the enterprise, particularly by building a security overlay team and incentivizing sales for security products, which are displacing point solutions in the market.
  • JFrog's MLOps capabilities, enhanced by the acquisition of Qwak AI in summer 2024, are now integrated into the platform, though the market for MLOps is still maturing.
  • JFrog maintains a disciplined approach to spending, resulting in over 1,600 basis points of margin expansion over the last three years, and continues to evaluate M&A opportunities for strategic growth.
Jan 15, 2026, 4:00 PM
JFrog Reports Strong Q3 2025 Performance and Details Strategic Focus on AI, Security, and MLOps
FROG
Revenue Acceleration/Inflection
New Projects/Investments
Product Launch
  • JFrog reported strong Q3 2025 results, including 50% cloud growth driven by increased usage and customer expansion, 10 new customers over $1 million, and 39% year-over-year growth in Enterprise Plus (E+) subscriptions, which now represent 56% of revenue. The company also delivered strong free cash flow and operating margins.
  • A key driver for increased cloud consumption is the growing adoption of AI technologies by developers, leading to more data transfer and storage on the JFrog Platform as AI generates more code and binaries.
  • JFrog has strategically invested in its security offerings, including a dedicated security overlay team and sales incentives, to provide a holistic platform solution that displaces point solutions in the market. Recent high-profile vulnerabilities like NPM and xz have underscored the value of JFrog's comprehensive software supply chain security.
  • The company has integrated MLOps capabilities into its platform following the acquisition of Qwak AI in summer 2024, offering a full solution for the model lifecycle from import to experimentation and distribution. While the MLOps capabilities are mature, the market for full-blown adoption is considered "not yet" mature.
  • JFrog maintains a "wonderful partnership" with GitHub, which began with integration in 2024, providing a unified experience for managing source code and binaries, and enabling one-click vulnerability fixes.
Jan 15, 2026, 4:00 PM
JFrog Discusses Q3 Performance, AI Adoption, and Strategic Growth
FROG
Revenue Acceleration/Inflection
New Projects/Investments
  • JFrog reported a "phenomenal" Q3 performance, driven by 50% cloud growth, 10 new customers over $1 million, and 39% year-over-year growth in its full platform subscription (E+), which now accounts for 56% of revenue.
  • The company notes a significant market shift, with customer discussions moving from cloud migration to AI adoption in 2025 and 2026, which is driving increased demand for JFrog's platform due to the generation of more code and binaries, and the need for trust and security in AI technologies.
  • JFrog's go-to-market strategy has focused on the enterprise, with investments in professional services and sales incentives for security products, positioning its holistic software supply chain security solution to displace point solutions.
  • MLOps capabilities are mature and available after the Qwak AI acquisition in summer 2024, but the market is not yet fully mature for full-blown adoption, with customers prioritizing security and trust for MLOps implementation.
  • The company emphasizes financial discipline, having achieved over 1,600 basis points of margin expansion over the last three years, and continues to invest in strategic growth drivers like security and cloud capabilities while generating strong free cash flow.
Jan 15, 2026, 4:00 PM
JFrog Discusses Strong 2025 Performance, Consumption-Driven Growth, and Security Product Demand
FROG
Revenue Acceleration/Inflection
Product Launch
Guidance Update
  • JFrog's 2025 performance was strong, marked by a shift to consumption-driven revenue as a primary growth driver, contrasting with prior years' migration-heavy growth.
  • The company's security offerings, particularly the Curation product, have seen increased demand and adoption following a coordinated npm package attack that started on August 28, 2025.
  • JFrog has attracted three out of five leading native AI foundational model companies as customers, with one notably doubling its license in Q2 2025 after an initial Q1 2025 signing.
  • New products like AppTrust and AI Catalog were introduced at SwampUp, though they are not anticipated to be significant revenue contributors in 2026.
  • For 2026 guidance, JFrog will continue to focus on committed contracts, maintaining a net dollar retention floor of 116%.
Dec 10, 2025, 9:20 PM
JFrog Discusses 2025 Growth Drivers, Security Demand, and 2026 Guidance Philosophy
FROG
Revenue Acceleration/Inflection
Product Launch
Guidance Update
  • JFrog's 2025 growth was primarily driven by consumption, particularly from customers experimenting with AI/ML and coding assistant tools, marking a shift from previous years' migration-heavy growth.
  • Demand for JFrog's security offerings, especially Curation, has significantly increased due to a recent NPM package attack, which has generated fear-driven interest in protecting software supply chains.
  • New products like Fly, AppTrust, and AI Catalog were introduced at SwampUp to support agentic AI development, DevGov Ops, and LLM management, though they are not expected to be major revenue drivers in 2026.
  • For 2026, JFrog's guidance philosophy will continue to focus on committed contracts, rather than forecasting potential overusage, despite strong consumption trends and security adoption in 2025.
  • The company's platformization strategy and expertise in binaries are key drivers for strong customer retention and provide opportunities for incremental revenue through add-on products.
Dec 10, 2025, 9:20 PM
JFrog Highlights Consumption Growth and Security Product Impact at Barclays Conference
FROG
Revenue Acceleration/Inflection
Product Launch
Guidance Update
  • JFrog's 2025 growth has been primarily consumption-driven, a shift from migration-heavy growth in prior years, fueled by customer experimentation with AI and ML and coding assistant tools.
  • The company's cloud monetization is based on data transfer or consumption, leading to increased overages in Q1 and Q3 2025, with Q2 converting overusage into higher committed contracts.
  • A recent NPM attack starting August 28, 2025, has significantly increased demand for JFrog's Curation product, a firewall for software development organizations, which has no market alternative.
  • JFrog's guidance philosophy focuses on signed or committed contracts, with a net dollar retention floor of 116% and 2025 benefiting from strong security adoption and consumption trends to reach 118%.
Dec 10, 2025, 9:20 PM
JFrog Highlights Platform Growth, Strategic Guidance, and AI/ML Engagement
FROG
Product Launch
Revenue Acceleration/Inflection
New Projects/Investments
  • JFrog has evolved from its core binary management (Artifactory) into a comprehensive platform for secure software development, integrating security (via Vdoo acquisition) and MLOps capabilities to drive revenue and retention.
  • The company adopted a more conservative guidance philosophy after a Q2 deal slip, now guiding solely to customer commitments and excluding overusage or large, potentially volatile migrations to provide better visibility.
  • Revenue growth in 2025 has been significantly driven by overconsumption above commitment in the cloud and the strong performance of security add-ons, which led to the addition of 10 new customers with over $1 million ARR in Q3.
  • JFrog is strategically positioned in the AI/ML market, actively collaborating with three out of five foundational model providers. One such provider is leveraging Artifactory for a self-hosted "model as a service" deployment, indicating a potentially significant future revenue stream.
  • With a projected ~$700 million cash balance by year-end, JFrog prioritizes capital allocation for strategic acquisitions to mitigate future disruptions and is adjusting employee compensation towards cash incentives.
Dec 8, 2025, 7:20 PM
JFrog Highlights Strategic Growth, Conservative Guidance, and AI/ML Opportunity
FROG
Guidance Update
Revenue Acceleration/Inflection
New Projects/Investments
  • JFrog has implemented a more conservative guidance philosophy, now focusing solely on commitments and excluding large, potentially volatile migrations.
  • Revenue growth in 2025 is primarily driven by cloud overconsumption and security add-ons, which contributed to 10 new customers with over $1 million ARR in Q3.
  • The company's Remaining Performance Obligation (RPO) has doubled since late 2023, with average deal durations extending to approximately 24 months, indicating strong customer commitment to its platform.
  • JFrog is strategically engaged with three out of five foundational AI/ML model providers, with one customer potentially becoming a very large client by leveraging Artifactory for a "model as a service" offering.
  • The company anticipates a cash balance of around $700 million by year-end, which it plans to use strategically for potential disruptive acquisitions and to adjust employee compensation.
Dec 8, 2025, 7:20 PM
JFrog Discusses Platform Evolution, Growth Drivers, and AI/ML Strategy
FROG
Product Launch
Guidance Update
Revenue Acceleration/Inflection
  • JFrog has evolved from a product-led organization managing binaries with Artifactory to a platform for software supply chain, integrating security and MLOps capabilities.
  • The company has adopted a more conservative guidance philosophy, now guiding only to commitments and excluding overusage or large, potentially slipping migration deals.
  • Key growth drivers in 2025 include overconsumption above commitment, capturing overusage into higher commitments, and security add-ons, which are leading to larger deal sizes and increased customer commitments.
  • JFrog's pricing model, based on contributing developers, allows for monetization of AI/ML coding assistants, as machines can be considered contributing developers. The company is also positioning Artifactory as a potential model registry for large language models.
  • JFrog maintains a strategic cash balance to enable acquisitions that prevent disruption, such as the past acquisitions of Vdoo for security and Qwak for ML, and is shifting employee compensation towards cash over equity.
Dec 8, 2025, 7:20 PM
JFrog Discusses Strong Recent Growth, Q4 2025 Outlook, and AI Opportunities at UBS Conference
FROG
Revenue Acceleration/Inflection
Guidance Update
Product Launch
  • JFrog reported a strong acceleration in its software group, reaching 26% growth in the most recent quarter, with 50% year-over-year cloud growth driven by usage exceeding minimum commitments and an increase in large deals.
  • The company's guidance philosophy is "responsible," excluding unpredictable usage over minimum commit and large eight-figure deals. The Q4 2025 cloud guide implies a steep deceleration due to challenging comparisons from large cloud deals in Q4 2024, but management anticipates a "very nice and attractive setup" if current momentum persists.
  • Key growth drivers for 2026 include security (with strong demand for curation following npm events), expansion of usage over minimum commit, and potential for renewed cloud migrations (currently paused by large customers due to AI cost predictability concerns).
  • Recent product launches, such as AppTrust for DevGovOps and AI Catalog for securing large language models, are expected to contribute to future growth, though the direct revenue impact from AI is still in early stages and not yet definitively quantifiable.
Dec 2, 2025, 3:55 PM