AI Software Supply Chain Tailwinds Will Support Stronger Long-Term Prospects

Catalysts

About JFrog

JFrog provides a unified platform to manage, secure and govern software binaries and related artifacts across the software supply chain.

What are the underlying business or industry changes driving this perspective?

• The surge in AI coding agents and agentic workflows is driving a rapid increase in compiled software flowing through JFrog Artifactory as a system of record. This can support continued growth in cloud revenue and larger customer commitments over time.
• The rising use of open source components by both developers and AI agents, together with more frequent software supply chain attacks, is supporting wider adoption of JFrog Curation, Xray and Advanced Security. This directly ties into security-related revenue and can support higher net dollar retention.
• The expansion of JFrog Cloud to 51% of total revenue, with Q1 cloud revenue of US$78.9 million and strong usage above minimum commitments, gives the company more opportunity to convert overage into higher priced multiyear contracts. This can support revenue visibility and earnings.
• The growth in large customers, including 80 customers with annual spend above US$1 million and 1,225 customers above US$100,000, points to deeper platform adoption. This can support Enterprise Plus mix, operating leverage and net margins as existing relationships expand.
• New capabilities such as the MCP Registry and Skills Registry, along with partnerships like the NVIDIA integration, position JFrog at the center of emerging AI infrastructure workflows. This can support future subscription uptake and potentially lift long-term revenue and free cash flow.

Assumptions

How have these above catalysts been quantified?

• This narrative explores a more optimistic perspective on JFrog compared to the consensus, based on a Fair Value that aligns with the bullish cohort of analysts.
• The bullish analysts are assuming JFrog's revenue will grow by 25.3% annually over the next 3 years.
• The bullish analysts assume that profit margins will increase from -10.9% today to 3.9% in 3 years time.
• The bullish analysts expect earnings to reach $42.9 million (and earnings per share of $0.1) by about July 2029, up from -$61.6 million today. However, there is some disagreement amongst the analysts with the more bearish ones expecting earnings as low as $-54.8 million.
• In order for the above numbers to justify the price target of the more bullish analyst cohort, the company would need to trade at a PE ratio of 437.0x on those 2029 earnings, up from -178.5x today. This future PE is greater than the current PE for the US Software industry at 29.1x.
• The bullish analysts expect the number of shares outstanding to grow by 3.75% per year for the next 3 years.
• To value all of this in today's terms, we will use a discount rate of 8.57%, as per the Simply Wall St company report.

Risks

What could happen that would invalidate this narrative?

• AI coding agents are increasingly taking over scanning, vulnerability detection and code fixing, and large model providers are talking about reverse engineering binaries, which could compress the long term role of JFrog Xray and Advanced Security and put pressure on security related revenue and earnings power over time.
• The company is leaning heavily on an AI fueled surge in binaries and cloud consumption that currently sits above contractual minimums, and customers are allowing overages while they experiment with AI rather than committing to higher multiyear levels, which could limit visibility and ultimately weigh on revenue growth, net dollar retention and earnings if commitments normalize or usage flattens.
• Software supply chain attacks are occurring more frequently and attackers are also using AI, so if a future incident bypasses JFrog Curation or exposes weaknesses in its control layer, customers could reassess spend on Curation and related products, which would pressure security adoption, subscription renewals and net margins.
• The rise of large language model vendors, cloud providers and other platforms that start to manage binaries, AI models, skills and MCP servers inside their own ecosystems could reduce the appeal of JFrog as a universal system of record, which may cap Enterprise Plus expansion and affect long term revenue mix and operating margins.
• JFrog is investing to support both cloud growth and highly regulated or AI lab customers that prefer self managed deployments, and if the mix shift or hybrid demands require higher ongoing infrastructure and R&D spending than expected, this could limit operating leverage and keep net margins and free cash flow margins below what bullish investors anticipate.

Valuation

How have all the factors above been brought together to estimate a fair value?

• The assumed bullish price target for JFrog is $108.18, which represents up to two standard deviations above the consensus price target of $86.71. This valuation is based on what can be assumed as the expectations of JFrog's future earnings growth, profit margins and other risk factors from analysts on the bullish end of the spectrum.
• However, there is a degree of disagreement amongst analysts, with the most bullish reporting a price target of $110.0, and the most bearish reporting a price target of just $65.0.
• In order for you to agree with the more bullish analyst cohort, you'd need to believe that by 2029, revenues will be $1.1 billion, earnings will come to $42.9 million, and it would be trading on a PE ratio of 437.0x, assuming you use a discount rate of 8.6%.
• Given the current share price of $90.74, the analyst price target of $108.18 is 16.1% higher.
• We always encourage you to reach your own conclusions though. So sense check these analyst numbers against your own assumptions and expectations based on your understanding of the business and what you believe is probable.