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; …
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Competitive advantage assessment
Key strengths
Consistent Subscription GrowthRevenue consistency is strong (score 0.82), pointing to a sticky customer base.
Revenue Converts Cleanly to CashCash conversion is strong (score 0.83), showing scalable economics.
Key risks
Returns Trail PeersReturn profile is weak (score 0.36), pointing to limited capital efficiency.
The dashed ring is the peer median. Defense scores are percentile ranks
against peers, so 50 is roughly the typical company in this group.
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JFrog Ltd. ranks #40 of 264
scored companies in Software - Application by moat score — the top 15%.
The widest moat in the group is Dave Inc. (DAVE)
at 80/100.
Moat scores for companies ranked near FROG in Software - Application
How FROG scores on the Software & SaaS Specialized defenses
Pricing Power
Score 61
· 20% of the moat score
In software, pricing power is visible in gross margin: a vendor that has to discount in order to renew gives it up first.
Recurring Revenue Stickiness
Score 81
· 18% of the moat score
Recurring revenue is the model's central claim, and it is a moat only when customers renew and expand without being re-sold each year.
Innovation Engine
Score 65
· 16% of the moat score
Software is competed away rather than depreciated, so a vendor that stops investing loses its category.
Cash Scalability
Score 76
· 18% of the moat score
The test of a software business is whether growth eventually stops consuming cash.
Capital Efficiency
Score 56
· 16% of the moat score
A software platform employs very little capital, so a genuine franchise should produce high returns on it without leverage.
Balance Sheet Resilience
Score 62
· 12% of the moat score
Software companies fund years of customer acquisition before those customers pay back, which makes access to capital a strategic variable rather than a treasury detail.
JFrog Ltd. (FROG) scores 67 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as moderate. It ranks #40 of 264 scored companies in Software - Application, the top 15%. The score is a weighted composite of 6 competitive defenses, each measured against industry peers of 263 companies in Software - Application. Its strongest defense is Recurring Revenue Stickiness (81/100) and its weakest is Capital Efficiency (56/100).
How does JFrog Ltd. compare with other Software - Application companies?
JFrog Ltd. ranks #40 of 264 scored companies in Software - Application by moat score. The widest moat in Software - Application is Dave Inc. (DAVE) at 80/100. The companies ranked closest are SAP SE (SAP) at 68 just above it and Guidewire Software, Inc. (GWRE) at 67 just below it.
How is the moat score calculated?
Each company is scored with an industry-specific template — Software & SaaS Specialized in this case, chosen because the defenses that matter to a bank are not the ones that matter to a software company. Every defense combines several financial signals, and each signal is measured as a percentile against a peer group of 263 companies in Software - Application. The defenses are then weighted to produce the overall score out of 100.
Why is JFrog Ltd. scored with the Software & SaaS Specialized template?
Software costs almost nothing to reproduce, so the entire economic question is whether customers keep paying. Revenue is a subscription rather than a sale, the cost of winning a customer is paid years before that customer becomes profitable, and margins arrive only if renewals hold. The Software & SaaS template scores retention, reinvestment, and the point at which growth turns into cash.
Which competitive defenses are measured for JFrog Ltd.?
The Software & SaaS Specialized template measures 6 defenses, and FROG scores: Pricing Power (61), Recurring Revenue Stickiness (81), Innovation Engine (65), Cash Scalability (76), Capital Efficiency (56), Balance Sheet Resilience (62). Each is scored independently as a percentile against peers, so a company can be strong on one and weak on another — the overall score reflects how those defenses are weighted for this industry.
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