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SellModerate Confidence
Investment thesis

The software platform has delivered four consecutive earnings beats and generates strong free cash flow despite GAAP losses, but negative price momentum, a forward earnings multiple above 70 times, and heavy reliance on a single product make this a high-risk hold at current levels rather than a new entry.

Thesis pillars

  • Rich Valuation At High Multiple↑Improving
  • Single Product Concentration Risk↓Deteriorating
  • Fcf Positive Despite Gaap Loss→Stable
  • +2 more pillars — see the Why tab for full reasoning

Pillars as of Jul 3, 2026, based on the 10-K filed Feb 13, 2026· older than 90 days

Full reasoning →

Open full analysis

JFrog Ltd. (FROG) Stock Analysis

SellVALUE-TRAP 2/5GrowthQualityModerate Confidence

Technology · Software - Application

Earnings in 1 day (2026-11-05). Expect elevated volatility around the report — consider waiting for post-earnings price action before new entries.

Sell if holding. At $88.49, A.R:R 1.0:1 is below the 1.5:1 minimum. Reward from here is too thin for a buy — the engine flags exit. Additional concerns: Concentration risk — Product: JFrog Artifactory; V7 low-quality RISK_OFF penalty: -0.5 (Q=5.2).

JFrog provides a unified platform for managing the software supply chain, covering package management, security scanning, distribution, and AI/ML model governance for enterprise DevOps, DevSecOps, and AI/MLOps teams. The company reported $531.8 million in revenue for the year... Read more

$88.49+15.1% A.UpsideScore 5.9/10#46 of 116 Software - Application
QualityF-score8 / 9FCF yield1.86%
Stop $82.30Analyst target $101.82(−10% haircut)A.R:R 1.0:1
Analyst consensus$113.14+27.9%22 analysts with price targets
$101.82Analyst target
$88.49price
$113.14mean
$125

Sell if holding. At $88.49, A.R:R 1.0:1 is below the 1.5:1 minimum. Reward from here is too thin for a buy — the engine flags exit. Additional concerns: Concentration risk — Product: JFrog Artifactory; V7 low-quality RISK_OFF penalty: -0.5 (Q=5.2). Chart setup: No clear chart pattern; technical signals are mixed. Score 5.9/10, moderate confidence.

Passes 4/8 gates (no SEC red flags, news events none recent, semi cycle peak clear, materials cycle peak clear). Fails on weak momentum and favorable risk/reward ratio and clean insider activity and earnings proximity 1d<=7d. Suitability: aggressive.

10-K grounded · weekly refresh

About JFrog Ltd.

About JFrog Ltd.

JFrog Ltd. reported $531.8 million in total revenues for the year ended December 31, 2025—a 24% increase from $428.5 million in 2024—employing approximately 1,800 people at year-end and serving 1,168 customers with annual recurring revenue of $100,000 or more and 74 customers at ARR of $1 million or more. The company is an Israeli-incorporated entity delivering software supply chain management subscriptions to enterprise teams globally across cloud, on-premises, and hybrid environments.

JFrog generates revenue from multi-tiered subscription plans—JFrog Pro, Pro X, Enterprise X, and Enterprise Plus—with JFrog Artifactory (universal binary repository, container registry, and AI model registry) at the center of every tier. Higher tiers add security scanning via JFrog Xray and Advanced Security, software distribution via JFrog Distribution, IoT update management via JFrog Connect, and AI and ML pipeline tooling via JFrog ML. Customers typically enter through free community versions or time-limited trials, then upgrade to paid subscriptions as usage scales, creating an expansion-driven revenue motion. Named competitors in the 10-K include Microsoft's GitHub, GitLab, Cloudsmith, and Sonatype in DevOps tooling; Aqua Security, Snyk, Checkmarx, and Synopsys in security point solutions; and public cloud providers AWS, Microsoft Azure, and Google Cloud where functionality overlaps.

Show full overview

JFrog Artifactory sits at the center of every subscription tier the company sells, making revenue across the entire platform dependent on continued market acceptance of that single repository solution—any decline in Artifactory demand from malfunction, competition, or inferior performance would simultaneously reduce demand for all other JFrog products. This single-product dependency accompanies a sustained history of net losses: $71.8 million in 2025, $69.2 million in 2024, and $61.3 million in 2023, yielding an accumulated deficit of $431.5 million at December 31, 2025. If operating expenses continue to outpace revenue growth, consistent profitability may not be achieved.

See also: Technology · Software - Application

From JFrog Ltd.'s most recent 10-K filing, extracted June 10, 2026.

news + 30-day 8-K events · 5-min refresh

Recent developments

updated Nov 2, 2026

Recent Developments — JFrog Ltd.

Latest item Nov 2, 2026 · Generated 2026-11-04T11:44:35Z.

TrendMatrix Research · upcoming catalyst calendar

Upcoming dated catalysts

Thu, Nov 5, 20261d to earnings· next earnings call

Thesis

Rewards
Strong growth profile
Risks
Concentration risk — Product: JFrog Artifactory
V7 low-quality RISK_OFF penalty: -0.5 (Q=5.2)
Sector modifier (Technology): -0.8

Key Metrics

P/E (TTM)—
P/E (Fwd)77.2
Mkt Cap$10.9B
EV/EBITDA-249.0
Profit Mgn-7.3%
ROE-4.9%
Rev Growth28.7%
Beta1.31
DividendNone
Analysts with ratings31

Quality Signals

Piotroski F8/9MoatNarrow

Options Flow

P/C0.82neutral
IV110%elevated
Max Pain$50-43.5% vs spot

Concentration Risks(10-K Item 1A)

  • HIGHProductJFrog Artifactory
    10-K Item 1A: 'JFrog Artifactory is at the center of our platform and all subscriptions. Accordingly, market acceptance of JFrog Artifactory is critical to our success.'

Model-generated analysis — not investment advice. Not a registered investment advisor. Past performance does not guarantee future results. How we score · Editorial policy

Show full disclosure ▾

About TrendMatrix. TrendMatrix is a publisher of general securities research and market commentary. We publish on a regular schedule. All content is the same for every subscriber in a tier — we do not provide personalized investment advice and we do not take into account any individual subscriber's financial situation, investment objectives, risk tolerance, tax situation, or holdings.

Not investment advice. TrendMatrix is not a registered investment adviser. Our content is for informational and educational purposes only. Consult your own licensed investment adviser, broker, or tax professional before making any investment decision.

Conflicts and positions. People who build TrendMatrix, or entities they control, may hold positions, long or short, in securities it covers, and may trade them at any time. Positions are not disclosed individually. Verdicts are generated by an automated model applied by the same rules to every covered stock, and are not adjusted for any position held by the people who build TrendMatrix. We do not accept payment from issuers for coverage.

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No fiduciary duty. No fiduciary, advisory, or agency relationship is created between you and TrendMatrix by reading our content or subscribing to our service.

Performance. Past performance is not indicative of future results. Performance figures reflect the published model only and do not reflect any individual subscriber's actual results.

Methodology · Editorial policy & full disclaimer

Rating Breakdown

2 floor-breakers·1 ceiling hit

Momentum below the gate floor. Component breakdown shows what dragged the score down.static

Macd
0.0
Obv
1.0
Volume
2.2
Ma Position
4.0
Rsi
5.5
Volume distribution (falling OBV)Above 200-day MA

Priced at a premium — multiples above sector norms. Needs delivery on growth + margins to justify.static

Ps
0.0
Forward Pe
1.1
Analyst Target
7.5
Peg Ratio
10.0
Forward P/E: 77.2xPEG: 0.19
GatesMomentum 2.5<4.5A.R:R 1.0 < 1.5@spotINSIDER 0.79%=HEAVYEARNINGS PROXIMITY 1d<=7dNo SEC red flagsNEWS EVENTS NONE RECENTSEMI CYCLE PEAK CLEARMATERIALS CYCLE PEAK CLEARSuitability: Aggressive
RSI
47 · Neutral
↓ 20D MA↓ 50D MA↑ 200D MAGOLDEN CROSSSupport $84.02Resistance $103.40

Price Targets

$82
$102
A.Upside+15.1%
A.R:R1.0:1

Position Sizing

ConvictionNone
Suggested %0%
Max %0%
RegimeRisk-Off

Risk Alerts

! Earnings in 1 day - binary event risk
! momentum at 2.5 (below the engine's 4.5 threshold)
! asymmetry at 1.0 (below the engine's 1.5 threshold)@spot

Earnings

B
B
B
B
4/4 beats
Next Earnings2026-11-05 (1d)

Verdict History

reverse chrono — latest first
Loading history...
Verdicts are recorded on every nightly pipeline run. Rows capture transitions (verdict flips, score deltas ≥0.3, entry/TP/SL changes). Rows with a ▶ can be expanded to see the change reason. Aggregate cohort performance is tracked in the recommendation ledger.
Frequently Asked Questions
Is FROG stock a buy right now?

Sell if holding. At $88.49, A.R:R 1.0:1 is below the 1.5:1 minimum. Reward from here is too thin for a buy — the engine flags exit. Additional concerns: Concentration risk — Product: JFrog Artifactory; V7 low-quality RISK_OFF penalty: -0.5 (Q=5.2). Chart setup: No clear chart pattern; technical signals are mixed. Prior stop was $82.30. Score 5.9/10, moderate confidence.

What is the FROG stock price target?

Analyst target: $101.82 (+15.1% upside). Prior stop was $82.30. Stop-loss: $82.30.

What are the risks of investing in FROG?

Concentration risk — Product: JFrog Artifactory; V7 low-quality RISK_OFF penalty: -0.5 (Q=5.2); Sector modifier (Technology): -0.8.

Is FROG overvalued or undervalued?

JFrog Ltd. trades at a P/E of N/A (forward 77.2). TrendMatrix value score: 3.7/10. Verdict: Sell.

What do analysts say about FROG?

31 analysts rate FROG, with a consensus score of 4.2/5. 22 analysts publish price targets averaging $113.

What does JFrog Ltd. do?JFrog provides a unified platform for managing the software supply chain, covering package management, security...

JFrog provides a unified platform for managing the software supply chain, covering package management, security scanning, distribution, and AI/ML model governance for enterprise DevOps, DevSecOps, and AI/MLOps teams. The company reported $531.8 million in revenue for the year ended December 31, 2025, up 24%, serving 1,168 customers with ARR of $100,000 or more and 74 with ARR of $1 million or more.

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