JFrog Conference Call Summary Company Overview - **Company**: JFrog (NasdaqGS:FROG) - **Event**: 2026 Conference on March 02, 2026 - **Speakers**: Shlomi Ben Haim (CEO), Eduard Grabscheid (CFO) Key Points Industry Context - The software industry is experiencing significant uncertainty, prompting investors to reassess the value creation of software companies [4][5] - JFrog is positioned as a leader in software supply chain management, focusing on security, governance, and automation [5][11] Core Value Proposition - JFrog serves as a system of record for binaries, ensuring security and compliance in software supply chains [5][10] - The company addresses the shift in threats from source code to binaries, highlighting the importance of protecting binaries in the software supply chain [11][49] Market Dynamics - The rise of AI in software development is changing customer needs, with a focus on securing AI artifacts and models [6][12] - JFrog's platform is seen as essential for managing the increasing complexity of software development, especially with the integration of multiple AI agents [13][19] Financial Performance and Guidance - JFrog announced a $300 million share repurchase program to stabilize stock value following a significant decline [20][21] - For fiscal year 2026, JFrog guided total revenue growth of 17%-18%, with cloud business expected to grow between 30%-32% [22][23] - The company is optimistic about performance due to increased usage and momentum in the security business [23][48] Customer Dynamics - JFrog's strategy focuses on enterprise customers, with a notable increase in million-dollar customer cohorts by 42% [56][60] - The company is experiencing a decline in total customer count due to pruning lower-value accounts, but net revenue retention (NRR) stands at 119% [58][60] Security Business Growth - Security now accounts for 10% of annual recurring revenue (ARR), up from 5% last year, and 16% of remaining performance obligations (RPO) [46][48] - JFrog is positioned to capitalize on the growing need for comprehensive software supply chain security solutions [49][51] Future Outlook - The evolution of AI will necessitate stronger governance and enforcement in software development, which JFrog is prepared to address [30][31] - The company anticipates a shift towards a more integrated software development lifecycle, potentially leading to further consolidation in the market [38][41] Strategic Positioning - JFrog aims to be the foundational platform in the software supply chain, differentiating itself from point solutions that may become commoditized [41][46] - The company emphasizes the importance of being a system of record, which is critical for long-term customer retention and value [41][45] Conclusion - JFrog is navigating a complex landscape with a strong focus on security and governance in software supply chains, positioning itself for growth amid evolving market dynamics and customer needs [19][30][49]

Financial Data and Key Metrics Changes - In fiscal year 2025, total revenue was $531.8 million, up 24% year-over-year [7][18] - Q4 total revenues reached $145.3 million, reflecting a 25% year-over-year increase [18] - Cloud revenue for 2025 was $243.3 million, representing a 45% year-over-year growth [7][19] - Q4 cloud revenues grew to $70.2 million, up 42% year-over-year, accounting for 48% of total revenues [18][19] - Gross profit for Q4 was $121.6 million, with a gross margin of 83.7% [22] - Non-GAAP earnings per share for 2025 was $0.82, a 26% increase year-over-year [23] Business Line Data and Key Metrics Changes - Customers spending more than $100,000 annually grew to 1,168, a 15% year-over-year increase [7] - Greater than $1 million customers increased to 74, marking a 42% year-over-year growth [7] - Security Core products represented 16% of remaining performance obligation (RPO) as of December 31, 2025, compared to 12% in the prior year [21] Market Data and Key Metrics Changes - JFrog's customer count in fiscal year 2025 was approximately 6,600 [21] - The company reported a net dollar retention rate of 119%, indicating strong customer adoption [21] Company Strategy and Development Direction - JFrog aims to be the system of record for managing and securing software supply chains, particularly in the context of AI [10][29] - The company is focused on building partnerships with major cloud providers and enhancing its product offerings to meet evolving market needs [14][17] - JFrog is strategically expanding its security offerings to address the increasing threat landscape in software supply chains [12][13] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the company's ability to deliver durable growth in the cloud and security sectors [25][26] - The outlook for 2026 includes anticipated baseline cloud growth of 30%-32% and a net dollar retention rate of 117% [26] - Management acknowledged the challenges posed by a changing economic environment but emphasized a disciplined approach to spending and investment [27][68] Other Important Information - JFrog ended 2025 with $704 million in cash and short-term investments, up from $522 million at the end of 2024 [24] - The company is committed to maintaining a disciplined spending philosophy while investing in innovation [26][68] Q&A Session Summary Question: Customer count transition and focus on larger customers - Management confirmed a strategic focus on larger enterprise customers, leading to a decrease in lower ASP customers while increasing spending from larger clients [36][37] Question: Structural growth drivers from security incidents - Management acknowledged the increasing frequency of security incidents as a permanent growth driver, emphasizing the need for robust security solutions [40][42] Question: Revenue parallels from security incidents - Management indicated that potential revenue growth correlates with the number of enterprise customers adopting JFrog Security, highlighting multiple avenues for growth [46] Question: Consumption trends from AI-driven deployments - Management noted a significant increase in software artifacts and binaries due to AI, indicating a growing need for JFrog's solutions [50] Question: Governance and regulatory pressure with AI tools - Management confirmed that JFrog's AppTrust is designed to address governance challenges arising from AI and generative tools [54][55] Question: Partnerships with AI companies and new logos - Management highlighted that partnerships with NVIDIA and Hugging Face are driving new customer acquisitions and enhancing JFrog's position in the market [72] Question: Long-term revenue targets and growth acceleration - Management stated that the focus remains on delivering results for 2026, with the long-term revenue target being aspirational at this stage [82]

Financial Data and Key Metrics Changes - In fiscal year 2025, total revenue was $531.8 million, up 24% year-over-year [7][18] - Q4 total revenues reached $145.3 million, a 25% increase year-over-year [18] - Cloud revenue for 2025 was $243.3 million, representing 45% year-over-year growth [7][19] - Q4 cloud revenues grew to $70.2 million, up 42% year-over-year, accounting for 48% of total revenues [18][19] - Gross profit in Q4 was $121.6 million, with a gross margin of 83.7% [22] - Non-GAAP earnings per share for 2025 was $0.82, a 26% increase year-over-year [23] Business Line Data and Key Metrics Changes - Greater than $1 million customers grew to 74%, a 42% year-over-year increase [7] - Customers spending more than $100,000 annually increased to 1,168, a 15% year-over-year growth [7] - Security Core products represented 16% of ending remaining performance obligation (RPO), up from 12% the previous year [11][21] - Security Core revenue was 7% of total revenues for 2025, with significant growth in customer adoption [20] Market Data and Key Metrics Changes - JFrog's customer count in fiscal year 2025 was approximately 6,600 [21] - The company reported a net dollar retention rate of 119%, indicating strong customer commitment [21] - The company ended 2025 with $704 million in cash and short-term investments, compared to $522 million at the end of 2024 [24] Company Strategy and Development Direction - JFrog aims to be the foundational infrastructure for software delivery in an AI-driven world, focusing on security and governance of software supply chains [8][10] - The company is expanding its product portfolio and building partnerships with leading companies to enhance value for enterprise customers [6][7] - JFrog is committed to transitioning customers from on-premises solutions to cloud-based offerings, aligning with market trends [19] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the strength of the pipeline and a stabilized purchasing environment as they enter 2026 [25] - The company anticipates full-year 2026 baseline cloud growth to be in the range of 30%-32% [26] - Management highlighted the increasing threat environment as a driver for sustained customer adoption of security solutions [12][40] Other Important Information - JFrog's cash flow from operations for the full year 2025 was $145.7 million, with a free cash flow margin of 27% [24] - The company is focused on disciplined spending while investing in innovation across its platform [26] Q&A Session Summary Question: Customer count transition and focus on larger customers - Management confirmed a strategy focused on larger enterprise customers, resulting in a decrease in lower ASP customers while increasing spending from larger clients [36][37] Question: Structural growth drivers from security incidents - Management acknowledged the increasing frequency of security incidents as a structural growth driver, emphasizing the need for robust security solutions [40][42] Question: Revenue parallels from security incidents - Management indicated that potential revenue growth correlates with the number of enterprise customers adopting JFrog Security, highlighting multiple avenues for growth [45] Question: Consumption trends from AI-driven deployments - Management noted a significant increase in software artifacts and binaries due to AI-driven development, indicating a growing need for JFrog's solutions [49][50] Question: Governance and regulatory pressure in AI adoption - Management confirmed that JFrog's AppTrust is designed to address governance challenges arising from AI and automated code generation [54][55] Question: Partnerships with NVIDIA and Hugging Face - Management highlighted that partnerships with NVIDIA and Hugging Face validate JFrog's position as a secure model registry and are expected to drive new customer acquisitions [71][72]

Financial Data and Key Metrics Changes - In fiscal year 2025, total revenue was $531.8 million, up 24% year-over-year [6][19] - Q4 total revenues reached $145.3 million, a 25% increase year-over-year [19] - Cloud revenue for 2025 was $243.3 million, representing 45% year-over-year growth [6][20] - Q4 cloud revenues grew to $70.2 million, up 42% year-over-year, accounting for 48% of total revenues [19][20] - Gross profit in Q4 was $121.6 million, with a gross margin of 83.7% [24] - Non-GAAP earnings per share for 2025 was $0.82, a 26% increase year-over-year [25] Business Line Data and Key Metrics Changes - Customers spending more than $100,000 annually grew to 1,168, a 15% increase year-over-year [6] - Enterprise Plus subscriptions contributed 57% of total revenues in Q4, up from 54% in the prior year [21] - Security Core products represented 16% of remaining performance obligation (RPO) as of December 31, 2025, compared to 12% in the prior year [23] Market Data and Key Metrics Changes - JFrog's customer count in fiscal year 2025 was approximately 6,600 [23] - Net Dollar Retention for the four trailing quarters was 119%, indicating strong customer adoption [23] Company Strategy and Development Direction - JFrog aims to be the system of record for managing and securing software supply chains, particularly in the context of AI [10][18] - The company is focusing on expanding its security offerings and enhancing partnerships with major cloud providers [14][18] - JFrog is committed to quality growth and responsible investments while addressing emerging needs in the software supply chain [33] Management's Comments on Operating Environment and Future Outlook - Management noted a growing threat environment in software supply chains, which is driving demand for JFrog's security solutions [12][44] - The company anticipates continued durable growth in cloud revenue, estimating a baseline growth of 30%-32% for 2026 [28] - Management expressed confidence in the strength of the pipeline and a stabilized purchasing environment as they enter 2026 [27] Other Important Information - JFrog's cash and short-term investments totaled $704 million at the end of 2025, up from $522 million at the end of 2024 [26] - The company is focused on maintaining disciplined spending while investing in innovation across its platform [29] Q&A Session Summary Question: Customer count transition and focus on larger customers - Management confirmed a strategy focused on larger enterprise customers, resulting in a decrease in lower ASP customers while increasing spending from larger clients [39][40] Question: Structural growth drivers from security incidents - Management acknowledged the increasing frequency of security incidents as a structural growth driver, emphasizing the need for robust security solutions [43][44] Question: Revenue parallels from security incidents - Management indicated that potential revenue growth should be assessed based on the number of enterprise customers yet to adopt JFrog Security, highlighting multiple avenues for growth [48] Question: Consumption trends from AI-driven deployments - Management noted a significant increase in binaries created due to AI agents, indicating a growing need for JFrog's solutions to manage this surge [52] Question: Governance and regulatory pressure with AI adoption - Management confirmed that JFrog's AppTrust is designed to address governance challenges arising from AI and generative tools [56] Question: Partnerships with AI companies and new logos - Management highlighted that partnerships with NVIDIA and Hugging Face are driving new customer acquisitions and enhancing JFrog's position in the market [72][73] Question: Risks associated with AI - Management identified the risk of becoming distracted by trends rather than focusing on delivering value to enterprise customers as a key concern [80]

Financial Data and Key Metrics Changes - Total revenue for Q3 2025 was $136.9 million, representing a 26% year-over-year increase [7][23] - Operating margin improved to 18.7%, up from 13.5% in Q3 2024 [26] - Cloud revenue reached $63.4 million, a 50% increase year-over-year, accounting for 46% of total revenue compared to 39% in the prior year [24][26] - Gross profit was $114.9 million, with a gross margin of 83.9%, up from 82.8% in the year-ago period [25][26] - Net dollar retention was 118%, consistent with the prior quarter, indicating sustained growth among existing customers [9][25] Business Line Data and Key Metrics Changes - Enterprise Plus subscriptions contributed 56% of total revenues, up from 50% in the previous year, with a 39% year-over-year growth in revenue from these subscriptions [24][25] - Customers spending over $1 million annually grew to 71, a 54% increase year-over-year [8][26] - Customers spending more than $100,000 annually increased to 1,121, a 16% year-over-year growth [8] Market Data and Key Metrics Changes - The company noted strong cloud growth driven by increased usage of various software packages, including AI-related artifacts [8][10] - The demand for JFrog's security solutions has been a significant driver of cloud revenue growth [36] Company Strategy and Development Direction - JFrog aims to position itself as a foundational platform for software delivery, focusing on cloud and security solutions [7][10] - The company is embracing AI and machine learning, integrating these capabilities into its platform to enhance software supply chain management [16][22] - JFrog introduced the DevGovOps solution to address the growing need for governance and compliance in software delivery [18][19] Management's Comments on Operating Environment and Future Outlook - Management expressed cautious optimism regarding future growth, emphasizing the importance of security and governance in the current market landscape [15][29] - The company is prepared for ongoing macroeconomic volatility while maintaining a focus on profitable growth [28][30] Other Important Information - JFrog completed payments of $5.7 million related to the acquisition of Qwak, which was finalized in July 2024 [28] - The company ended Q3 2025 with $651.1 million in cash and short-term investments, up from $522 million at the end of 2024 [28] Q&A Session Summary Question: Was there anything one-time in the cloud revenue results? - Management confirmed that the strong cloud revenue was not due to one-time events but a combination of strong usage across multiple package types and security solutions [36] Question: What has changed in the go-to-market execution for cloud? - Management highlighted consistent execution and a strategy of converting customers with overusage to higher commitments, leading to stable cloud growth [38] Question: Can you elaborate on the types of artifacts managed by Artifactory? - Management noted an increase in the usage of AI-related artifacts alongside traditional software artifacts, indicating a growing trend [42] Question: How relevant is the UI/UX change due to AI for JFrog? - Management acknowledged the importance of adapting to AI-driven software creation and emphasized the need for agentic capabilities in their offerings [45] Question: What is the outlook for net dollar retention? - Management indicated that net dollar retention remains stable at 118%, with expectations for continued growth driven by security solutions and increased cloud usage [50] Question: How is the pipeline for security deals tracking? - Management reported a growing pipeline for security solutions, although sales cycles are longer due to the need to displace existing solutions [88]

Financial Data and Key Metrics Changes - JFrog's total revenue for Q3 2025 was $136.9 million, representing a 26% year-over-year increase [7][23] - Operating margin improved to 18.7%, up from 13.5% in Q3 2024 [26] - Cloud revenue reached $63.4 million, marking a 50% year-over-year growth and accounting for 46% of total revenues compared to 39% in the prior year [24][26] - Net dollar retention was 118%, consistent with the previous quarter, indicating sustained growth among the customer base [9][25] Business Line Data and Key Metrics Changes - Enterprise+ subscriptions contributed 56% of total revenues, up from 50% in the prior year, with a 39% year-over-year growth in revenue from these subscriptions [24][26] - Self-managed or on-prem revenues were $73.5 million, reflecting a 10% year-over-year increase [24] Market Data and Key Metrics Changes - The number of customers spending over $1 million annually grew to 71, a 54% increase year-over-year [8] - Customers spending more than $100,000 annually increased to 1,121, representing a 16% year-over-year growth [8] Company Strategy and Development Direction - JFrog is focusing on becoming a foundational platform for software delivery, emphasizing cloud growth and security solutions [7][9] - The company is positioning itself as a universal binary repository and model registry for software supply chains, particularly in the context of AI and machine learning [10][16] - JFrog's strategy includes guiding cloud customers towards higher annual commitments to foster long-term partnerships [8][9] Management's Comments on Operating Environment and Future Outlook - Management expressed cautious optimism regarding future growth, particularly in cloud adoption and security solutions, while acknowledging macroeconomic uncertainties [29][30] - The company anticipates continued strong demand for its security offerings due to increasing software supply chain attacks [14][15] - JFrog is preparing for the ongoing AI revolution, focusing on securing AI models and software packages [16][17] Other Important Information - JFrog completed payments of $5.7 million related to the acquisition of Qwak, which was finalized in July 2024 [28] - The company ended Q3 2025 with $651.1 million in cash and short-term investments, up from $522 million at the end of 2024 [28] Q&A Session Summary Question: Was there anything one-time in the cloud revenue results? - Management confirmed that the strong cloud revenues were not one-time but a result of strong usage across multiple package types and security solutions [36] Question: What has changed in the go-to-market execution for cloud growth? - Management highlighted consistent execution and a strategy of converting overusage customers to higher commitments as key factors for cloud growth [38] Question: Can you elaborate on the types of artifacts managed by Artifactory? - Management noted an increase in the usage of AI-related artifacts alongside traditional software artifacts, indicating a growing trend [42] Question: How relevant is the UI/UX change due to AI for JFrog? - Management acknowledged that the JFrog Fly release is designed to accommodate both developers and AI agents, reimagining the software supply chain [45] Question: What is the confidence level in closing big deals in the security pipeline? - Management indicated a growing pipeline for security solutions, with longer sales cycles due to the need for displacing existing solutions [88]

Financial Data and Key Metrics Changes - JFrog's total revenue for Q3 2025 was $136.9 million, representing a 26% year-over-year increase [5][20][27] - Operating margin improved to 18.7%, up from 13.5% in Q3 2024 [24] - Cloud revenue reached $63.4 million, marking a 50% year-over-year growth and accounting for 46% of total revenues [22][27] - Gross profit was $114.9 million, with a gross margin of 83.9%, compared to 82.8% in the previous year [23][24] - Net dollar retention was 118%, consistent with the prior quarter, indicating strong customer growth [7][23] Business Line Data and Key Metrics Changes - Cloud revenue growth was driven by increased usage of software packages and artifacts, including PyPI, Docker containers, and NPM [6][10] - Self-managed or on-prem revenues were $73.5 million, up 10% year-over-year [22] - The number of customers spending over $1 million annually grew to 71, a 54% increase from the previous year [6][23] Market Data and Key Metrics Changes - JFrog's enterprise focus led to significant wins across various verticals and geographies, including a $9 million deal with the UK Customs and Revenue Agency [11][12] - The company noted a rise in software supply chain attacks, emphasizing the need for robust security solutions [12][13] Company Strategy and Development Direction - JFrog aims to be the universal binary repository and model registry for software supply chains, focusing on AI and machine learning developments [8][15] - The company is committed to integrating security solutions into its platform, addressing the growing demand for software supply chain security [12][41] - JFrog introduced new products like JFrog Uptrust to enhance governance and compliance in software delivery [17][60] Management's Comments on Operating Environment and Future Outlook - Management expressed cautious optimism regarding future growth, particularly in cloud adoption and security solutions [26][30] - The company is monitoring AI-driven usage closely, believing it is still early to predict significant cloud usage growth [10][46] - JFrog's guidance for 2025 suggests sustained contributions from security products and customer commitments, with a projected revenue range of $523 million to $525 million [27][26] Other Important Information - JFrog completed payments of $5.7 million related to the acquisition of Qwak [25] - The company ended Q3 2025 with $651.1 million in cash and short-term investments, up from $522 million at the end of 2024 [25] Q&A Session Summary Question: Was there anything one-time in the cloud revenue results? - Management confirmed that the strong cloud revenues were not one-time but a result of strong usage across multiple package types and security solutions [31][32] Question: What has changed in the go-to-market execution for cloud growth? - Management highlighted consistent execution and a strategy of converting customers with overusage to higher commitments, leading to stable cloud growth [33] Question: Can you elaborate on the types of artifacts managed by Artifactory? - Management noted a growth in AI-related artifacts, including those from Hugging Face and various programming languages, indicating a trend towards using JFrog as a system of record for all packages [34][35] Question: How relevant is the UI/UX change due to AI for JFrog? - Management emphasized that JFrog Fly is designed to accommodate both developers and AI agents, reimagining the software supply chain [36][37] Question: What is the sustainability of new budgets allocated towards security? - Management indicated that there is an increasing focus on security budgets, especially in light of recent software supply chain attacks [50][52] Question: How is the pipeline for security tracking for Q4 and beyond? - Management reported a growing pipeline for security solutions, although sales cycles are longer due to the need for customers to upgrade from existing solutions [57][58]

Core Insights - JFrog has seen significant increases in institutional ownership, with 85.02% of its stock currently held by institutional investors and hedge funds [1] - Analysts have generally positive outlooks on JFrog, with multiple firms raising their target prices and maintaining "buy" or "outperform" ratings [2] - The company's recent quarterly earnings report showed a revenue increase of 23.5% year-over-year, surpassing consensus estimates [4] Institutional Holdings - Vanguard Group Inc. increased its position by 0.4%, owning 8,871,984 shares valued at $283.9 million after purchasing an additional 35,458 shares [1] - TimesSquare Capital Management LLC raised its holdings by 6.5%, now owning 3,622,911 shares valued at $115.9 million after an additional purchase of 222,635 shares [1] - AllianceBernstein L.P. significantly increased its position by 1,974.0%, owning 2,151,008 shares worth $68.8 million after acquiring 2,047,294 shares [1] Analyst Ratings - Canaccord Genuity Group raised its target price from $52.00 to $55.00, maintaining a "buy" rating [2] - KeyCorp increased its target price from $52.00 to $57.00, giving an "overweight" rating [2] - The average rating for JFrog's stock is "Moderate Buy" with a consensus target price of $53.44 [2] Stock Performance - JFrog's stock opened at $47.48, with a market cap of $5.54 billion and a PE ratio of -61.66 [3] - The stock has a 52-week range with a low of $27.00 and a high of $51.94 [3] Earnings Report - JFrog reported earnings per share (EPS) of $0.18, exceeding the consensus estimate of $0.16 by $0.02 [4] - Revenue for the quarter was $127.2 million, above the consensus estimate of $122.8 million [4] - The company has set FY 2025 guidance at 0.680-0.70 EPS and Q3 2025 guidance at 0.150-0.17 EPS [4] Insider Transactions - CRO Tali Notman sold 13,067 shares at an average price of $50.26, reducing her position by 1.94% [5] - Director Yvonne Wassenaar sold 1,372 shares at an average price of $47.94, decreasing her ownership by 4.47% [5] - Over the last ninety days, insiders sold 481,492 shares worth $23.1 million, with insiders currently owning 14.10% of the stock [5] Company Overview - JFrog Ltd. provides a hybrid software supply chain platform, including products like JFrog Artifactory and JFrog Xray, which help organizations manage and secure their software packages [7]

JFrog (FROG) Conference Summary - August 11, 2025 Company Overview - JFrog was founded in February 2008 and operates in the DevOps and DevSecOps space, also expanding into ML Ops [4][5] - The company focuses on fast and secure software releases, addressing the needs of developers and Chief Security Officers (CSOs) [5] Financial Performance - JFrog reported a cloud growth of 45% in Q2, with sustained usage and increased annual commitments from customers [6][7] - The company observed significant usage across its portfolio, particularly with Docker, Hugging Face, and PyPI [6][8] Key Drivers of Growth - The growth is attributed to the adoption of security products and increased developer workloads, rather than solely AI workloads [10][11] - JFrog is seeing momentum in discussions with customers to increase their annual commitments, indicating a shift from experimental to sustained usage [7][10] AI and Security Initiatives - JFrog is working with three of the top five AI native companies, with one expanding its subscription significantly during Q2 [13][16] - The company emphasizes the importance of security in its offerings, with a focus on X-ray and advanced security products [18][19] - JFrog's security products are gaining traction, with large enterprises making multi-year commitments [22][24] Strategic Partnerships - The partnership with GitHub is highlighted as a significant strategic move, enhancing distribution and product integration [35][36] - JFrog aims to provide a comprehensive solution from source code to binary management, leveraging the GitHub relationship [38][41] Market Position and Differentiation - JFrog positions itself as a consolidator of security solutions, reducing vendor sprawl for customers [33][34] - The company is focused on being the system of record for binaries, which enhances its value proposition in security [34] Go-to-Market Strategy - JFrog has made significant investments in its enterprise sales team to better engage with C-suite executives [63][64] - The company is also enhancing its product marketing capabilities to explain complex solutions effectively [66] Cloud Migration Trends - JFrog supports customers in migrating workloads from self-hosted environments to the cloud, viewing this as a significant growth driver [67][68] - The company anticipates that as customers migrate, they will also add security solutions, further increasing deal sizes [69] Future Outlook - JFrog is exploring opportunities in AI, particularly in securing AI-generated code and models [42][50] - The acquisition of Quark is expected to enhance JFrog's capabilities in ML Ops, aligning with the growing demand for managing large language models [51][53] Conclusion - JFrog is experiencing robust growth driven by increased cloud adoption, security product demand, and strategic partnerships, positioning itself as a leader in the DevSecOps space while expanding into ML Ops and AI security solutions.