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JFrog Ltd (FROG.NASDAQ) AI OPINIONS & ADVISOR ANALYSIS

Read and compare the 14 individual AI Advisor deep-dive reports, including their forecast paths, ratings, price targets, and reasoning.

Updated on 20 September 2026Deep analysis 20 September 2026

Publisher

Russlan Ramdowar

25 min readAudit All Past Forecasts

14 AI Advisor Reports

Select an advisor report.

SynthesizerCombines all advisor views

Synthesis of 14 independent opinions

Diversity of ModelsSame approach, varied models

Diversity of FrameworksDifferent investing styles

AI Researcher

Opus 5

Universal Investor AI

The Polymath Framework

Model rating

Neutral

5-Year Return Est.

+45.3%

FROG.NASDAQ does not currently pay dividends

1. Investment Thesis — Base Case

The central tension is that JFrog is a genuinely excellent business trading at a price that has already paid for its excellence. Cloud consumption compounds above 40%, security attach deepens and free-cash-flow margin grinds toward 30% - yet the shares entered this forecast at 18.84x trailing sales after a 2.4x re-rate from the February 2026 trough [19]. Over five years, revenue roughly doubles from the guided $650M base while the sales multiple compresses toward a still-premium mid-teens level. Investors capture the business growth minus multiple compression minus 4-6% annual dilution, leaving a mid-single-digit annualized return with severe interim drawdowns.

Revenue compounding near 19% annually to roughly $1.45B by FY2031, with free-cash-flow margin near 30%.
That implies roughly $435M of free cash flow; at 30-33x, equity value of $13-14.5B.
Cross-check: spread over about 148M diluted shares, that is approximately $90-98 - modest per-share gain.

Historical prices and published forecast

Observed price
Published advisor forecast

Observed prices and the selected advisor's published projection share a split-adjusted price basis. Prices after the forecast start are later observations, not information known at publication. Forecasts are uncertain. Values in USD.

View chart values

Historical prices and published forecast — published chart values
Series	Date	Value (USD)
Observed price	2021-09-15	36.4
Observed price	2021-10-05	31.6
Observed price	2021-10-21	35.4
Observed price	2021-10-29	32.7
Observed price	2021-11-02	32.9
Observed price	2021-11-06	38.6
Observed price	2021-11-26	33.1
Observed price	2021-12-04	28.8
Observed price	2021-12-28	30.5
Observed price	2022-01-09	27.5
Observed price	2022-01-13	26.3
Observed price	2022-01-25	23.9
Observed price	2022-02-10	26.9
Observed price	2022-02-22	22.9
Observed price	2022-03-14	21.6
Observed price	2022-03-22	25.1
Observed price	2022-04-03	27.2
Observed price	2022-04-11	23.9
Observed price	2022-04-19	25.9
Observed price	2022-05-09	18.40
Observed price	2022-05-25	18.18
Observed price	2022-06-02	20.1
Observed price	2022-06-14	17.91
Observed price	2022-06-26	22.8
Observed price	2022-06-30	21.1
Observed price	2022-07-08	23.4
Observed price	2022-07-28	22.2
Observed price	2022-08-13	25.1
Observed price	2022-08-17	24.2
Observed price	2022-09-06	19.68
Observed price	2022-09-10	22.2
Observed price	2022-09-22	19.53
Observed price	2022-10-16	21.8
Observed price	2022-10-24	24.7
Observed price	2022-10-28	25.9
Observed price	2022-11-09	20.2
Observed price	2022-11-29	21.1
Observed price	2022-12-11	23.6
Observed price	2022-12-15	23.1
Observed price	2022-12-27	19.93
Observed price	2023-01-08	21.6
Observed price	2023-01-28	26.5
Observed price	2023-02-01	26.3
Observed price	2023-02-21	22.6
Observed price	2023-03-01	23.0
Observed price	2023-03-13	18.10
Observed price	2023-03-25	18.94
Observed price	2023-04-10	20.8
Observed price	2023-04-18	21.3
Observed price	2023-04-26	18.85
Observed price	2023-05-08	21.5
Observed price	2023-05-28	23.6
Observed price	2023-06-01	24.0
Observed price	2023-06-17	27.3
Observed price	2023-07-07	26.4
Observed price	2023-07-15	29.6
Observed price	2023-07-31	30.8
Observed price	2023-08-08	28.2
Observed price	2023-08-12	26.6
Observed price	2023-09-01	29.7
Observed price	2023-09-05	29.1
Observed price	2023-09-25	25.8
Observed price	2023-09-29	25.4
Observed price	2023-10-19	22.5
Observed price	2023-10-27	21.5
Observed price	2023-11-04	27.0
Observed price	2023-11-24	26.8
Observed price	2023-12-06	29.3
Observed price	2023-12-10	30.0
Observed price	2023-12-26	34.9
Observed price	2024-01-07	31.9
Observed price	2024-01-23	34.2
Observed price	2024-01-31	32.5
Observed price	2024-02-16	44.8
Observed price	2024-02-28	44.8
Observed price	2024-03-11	41.7
Observed price	2024-03-15	42.2
Observed price	2024-03-31	44.3
Observed price	2024-04-08	43.0
Observed price	2024-04-20	37.3
Observed price	2024-05-06	41.0
Observed price	2024-05-10	33.0
Observed price	2024-06-03	31.1
Observed price	2024-06-15	33.7
Observed price	2024-06-19	32.6
Observed price	2024-07-01	37.4
Observed price	2024-07-25	38.2
Observed price	2024-08-02	35.0
Observed price	2024-08-06	34.1
Observed price	2024-08-14	25.9
Observed price	2024-09-03	26.3
Observed price	2024-09-19	28.4
Observed price	2024-10-01	28.2
Observed price	2024-10-13	31.3
Observed price	2024-10-25	29.3
Observed price	2024-11-06	31.7
Observed price	2024-11-18	30.2
Observed price	2024-11-22	32.1
Observed price	2024-12-04	32.0
Observed price	2024-12-12	30.4
Observed price	2024-12-28	29.6
Observed price	2025-01-17	32.8
Observed price	2025-01-21	33.9
Observed price	2025-02-10	36.5
Observed price	2025-02-18	42.0
Observed price	2025-03-06	34.7
Observed price	2025-03-22	34.2
Observed price	2025-03-30	32.0
Observed price	2025-04-07	28.5
Observed price	2025-04-15	32.1
Observed price	2025-04-27	33.3
Observed price	2025-05-17	43.0
Observed price	2025-06-02	44.5
Observed price	2025-06-10	42.2
Observed price	2025-06-14	41.0
Observed price	2025-06-30	43.9
Observed price	2025-07-12	39.9
Observed price	2025-07-28	42.6
Observed price	2025-08-01	41.9
Observed price	2025-08-21	46.9
Observed price	2025-08-25	47.5
Observed price	2025-09-06	50.2
Observed price	2025-09-22	50.2
Observed price	2025-09-30	47.3
Observed price	2025-10-16	46.7
Observed price	2025-10-28	50.3
Observed price	2025-11-05	46.1
Observed price	2025-11-09	62.9
Observed price	2025-11-29	60.6
Observed price	2025-12-11	68.3
Observed price	2025-12-23	66.7
Observed price	2026-01-12	57.8
Observed price	2026-01-28	60.1
Observed price	2026-02-05	47.6
Observed price	2026-02-13	51.7
Observed price	2026-02-21	36.8
Observed price	2026-03-13	41.1
Observed price	2026-03-25	47.1
Observed price	2026-03-29	43.0
Observed price	2026-04-02	50.6
Observed price	2026-04-26	45.9
Observed price	2026-05-08	70.5
Observed price	2026-05-16	66.7
Observed price	2026-06-01	88.3
Observed price	2026-06-13	78.6
Observed price	2026-06-29	90.1
Observed price	2026-07-07	96.2
Observed price	2026-07-23	81.3
Observed price	2026-07-31	79.8
Observed price	2026-08-16	95.2
Observed price	2026-08-28	98.7
Observed price	2026-09-09	87.3
Observed price	2026-09-22	90.0
Observed price	2026-09-24	94.2
Observed price	2026-09-25	89.2
Published advisor forecast	2026-09-18	92.8
Published advisor forecast	2026-12-18	88.2
Published advisor forecast	2027-03-18	81.1
Published advisor forecast	2027-06-18	86.0
Published advisor forecast	2027-09-18	89.4
Published advisor forecast	2027-12-18	93.9
Published advisor forecast	2028-03-18	91.1
Published advisor forecast	2028-06-18	95.6
Published advisor forecast	2028-09-18	99.5
Published advisor forecast	2028-12-18	102
Published advisor forecast	2029-03-18	104
Published advisor forecast	2029-06-18	109
Published advisor forecast	2029-09-18	112
Published advisor forecast	2029-12-18	115
Published advisor forecast	2030-03-18	113
Published advisor forecast	2030-06-18	117
Published advisor forecast	2030-09-18	121
Published advisor forecast	2030-12-18	125
Published advisor forecast	2031-03-18	127
Published advisor forecast	2031-06-18	131
Published advisor forecast	2031-09-18	135

2. Scenarios & Signals

Bull case

The bull case activates when the toll booth outlasts the hype cycle. If agentic development sustains cloud growth above 45% into 2028 while security attach lifts Xray and Curation past 20% of revenue, blended growth holds near 30% rather than decaying to 18%. Operating leverage then pushes free-cash-flow margin toward 35%, and investors reclassify JFrog from repository vendor to supply-chain security platform. Sustained multiple support on doubled cash flow produces materially higher per-share value than the base path.

Bear case

The bear case begins with the meter, not the market. If enterprises optimize uncommitted cloud consumption during a 2027-2028 AI-capex digestion, overage revenue - explicitly excluded from guidance [26] - evaporates first, dragging net dollar retention from 121% toward 110%. Deceleration below 15% growth then collides with ten-year yields above 5%, and a 19x sales multiple compresses toward the single digits seen in February 2026. continues regardless, compounding the per-share damage.

Current crowd narrative

The settled belief: AI coding agents make JFrog a metered toll booth on artifact volume, so 53% cloud growth extrapolates. Sell-side notes cluster at $115 from BTIG, Needham and DA Davidson [10][14][17], and the shares have nearly doubled in twelve months. The anchoring bias is recency - one 29% quarter [1] treated as the new run-rate rather than a cyclical peak.

Alpha-gap assessment

The crowd overestimates what this share price will deliver, not what the company will. Evidence: 18.84x trailing sales and a 1.50% free-cash-flow yield already discount the acceleration just reported, while the evergreen plan adds 6.58M shares annually against a buyback that retired 47,727 [5]. The blind spot is per-share leakage - revenue compounding near 20% funnels into a share count growing 4-6%, so enterprise growth outruns shareholder growth. Business excellent; entry price demanding.

Convergence catalyst

The February 2027 FY2027 guidance is the pivot. An initial guide near 18-20% growth, below the 22% just delivered, would expose deceleration mathematics the AI narrative currently masks. First observable sign: sell-side targets drifting from $115 toward the $90s while cloud growth guidance slips below 40%.

Paywalled preview begins: Macro-regime alignment

From this section to the end-of-preview notice below, research is provided as simplified HTML text and tables. Full access provides the complete interactive interface, charts and additional datasets.

Sentiment and regime

Greed and fear sentiment: 0.5
Expected volatility regime: high_erratic
Convergence-cycle position: momentum

Primary drivers

Primary drivers supplied in this advisor's published forecast
Force	Rationale	Probability	Expected price impact
AI Agents AS AN Artifact TOLL Booth	Follow the metered line: cloud revenue reached $87.5M in Q2 2026, up 53% year over year and 53% of total, while self-managed grew 9% [3][4]. Management attributes this to AI coding agents multiplying binaries flowing into production [24][25]. A consumption-priced registry therefore taxes artifact volume, not seat count, which is the rare case where the AI narrative maps onto a billing meter that persists as long as agentic development scales.	Not available	+45.0%
Cloud MIX Flips THE Margin Switch	The corroborating evidence is margin, not just growth: non-GAAP operating margin reached 21.4% in Q1 2026 from 17.4%, with non-GAAP gross margin at 83.8% [9], and FY2026 guidance implies roughly $118M non-GAAP operating income on $650M revenue [4]. Capex remains under 1% of revenue, so incremental cloud dollars convert at high rates. TTM free cash flow of $170M [7] should compound toward a 30% margin as R&D intensity normalizes.	Not available	+22.0%
Thirty TWO Package Types ONE System OF	The switching-cost evidence chain is consistent: 121% net dollar retention with 97% gross retention [3][9], customers above $1M ARR rising to 97 from 61, and Artifactory supporting 32 package types versus 23 for Sonatype Nexus and six to eight for bundled registries [20]. Gartner named JFrog a Leader with the highest Ability to Execute in software supply chain security [7]. Universality across languages is what keeps the binary repository a corporate system of record.	Not available	+18.0%
Compliance Mandates FUND THE XRAY Attach	SBOM and provenance obligations, from US federal procurement rules to the EU Cyber Resilience Act phasing in through 2027, convert software supply chain security from discretionary tooling into an audit requirement. JFrog's proxy identifies security as a material growth driver, with FY2025 Security core at 7% of revenue but 16% of remaining performance obligations [27][6] - backlog leading revenue. Regulation raises attach rates and average contract value without proportional sales expense.	Not available	+12.0%

Primary frictions

Primary frictions supplied in this advisor's published forecast
Force	Rationale	Probability	Expected price impact
Nineteen Times Sales Against FIVE Percen	Start with the price, not the product: 18.84x trailing sales, 11.77x book and a 1.50% free-cash-flow yield, against a US ten-year Treasury at 4.998% and a Fed range of 3.75%-4.00% with median 2027 dots at 4.1%. Long-duration, GAAP-lossmaking software is the most discount-rate-sensitive cohort in equities. Even flawless execution cannot offset multiple compression if terminal discount rates stay near 5%; this drag persists until policy eases.	Not available	-35.0%
Hyperscaler Registries EAT THE LOW END	An anomaly worth flagging: in Repository Managers, Artifactory's mindshare fell to 33.3% from 39.6% and Sonatype Nexus to 29.0% from 33.0% by August 2026 [21]. Both incumbents lost simultaneously, which points to AWS ECR, Google Artifact Registry, GitHub and GitLab bundling absorbing entry-tier workloads rather than share shifting between specialists. Mindshare is a soft proxy, but it caps the land motion and forces growth to depend on upsell.	Not available	-14.0%
Evergreen PLAN Outruns THE Buyback	The arithmetic is decisive. The 2020 Plan automatically added 6,580,602 shares effective January 2026, with 42.1M ordinary shares reserved for future issuance [5][13], while the $300M authorization retired just 47,727 shares for $2.0M in H1 2026 [5]. At $92.80 the entire authorization buys roughly 3.2M shares - less than one year of evergreen issuance. Guided diluted share count of about 130M against 122M basic embeds the leakage already.	Not available	-13.0%
SELF Managed BASE Stalls AT NINE Percent	Nearly half of revenue is barely growing: self-managed was $76.3M in Q2 2026, up 9% [4]. As cloud compounds past 53% of mix, the blended rate mathematically converges toward the faster line, but the transition also cannibalizes high-margin perpetual-style subscriptions and raises hosting cost of goods sold. The drag fades only around 2029, when on-premises falls below a quarter of revenue; until then it caps reported growth near 20%.	Not available	-10.0%

Tail opportunities

Tail opportunities supplied in this advisor's published forecast
Force	Rationale	Probability	Expected price impact
Security AND Model Registry RE RATE THE MIX	Security core was 7% of FY2025 revenue but 16% of remaining performance obligations [6], meaning contracted backlog already runs at more than double the revenue weight. If Xray, Curation and the AI model registry push security past 20% of revenue by 2029 while blended growth holds above 25%, investors would reprice JFrog from a repository vendor to a supply-chain security platform, adding several turns of sales multiple. It remains under 50% because 2026 security dollars were never separately disclosed.	25.0%	+55.0%
A Strategic Acquirer PAYS FOR THE Chokepoint	At an $11.3B capitalization, JFrog is digestible for a security or platform consolidator seeking the neutral binary layer that Microsoft, AWS and Google each lack across 32 package formats [20]. A 2028-2030 bid, plausibly following a cloud-growth deceleration that resets the price, would carry a 35-50% control premium for a 120%-retention, $400M-plus free-cash-flow asset. It stays below 50% because a founder-chairman controls the agenda and no strategic-review evidence exists.	28.0%	+45.0%

Tail risks

Tail risks supplied in this advisor's published forecast
Force	Rationale	Probability	Expected price impact
Multiple Compression Without AN Earnings MISS	The most likely way to lose money here requires no operational failure. Guidance excludes cloud overages, and a 2027-2028 AI-capex digestion phase combined with ten-year yields sustained above 5% would compress 19x sales toward 9-11x, the level at which the shares traded in February 2026 at a $4.64B capitalization [19]. The February-to-September 2.4x re-rate is the base rate for how violently this cohort de-rates. Below 50% only because inflation may recede and allow policy easing.	38.0%	-42.0%
AIR Pocket IN Uncommitted Consumption	Management explicitly warns that guidance excludes cloud overages and that customers lack committed usage [26]. A 2027-2028 enterprise cost-optimization wave, or a shift in AI agent architectures toward fewer, larger artifacts, would hit the uncommitted overage layer first - the most cyclically fragile revenue in software. Net dollar retention falling from 121% toward the 110% area would break the acceleration narrative that justifies the multiple. It stays below 50% because gross retention of 97% limits outright churn.	30.0%	-38.0%

Step-by-step forecast path

Universal Investor forecast path for prediction task predrqst_batch_task__xrefsubjtskconf_d12df474-ccf6-52c4-85a7-3a0d055983ff__sb7__20260920064920277661
Step	Forecast date	Step change	Projected value (USD)	Scenario rationale
1	December 18, 2026	-5.0%	88.17	Early-November Q3 likely clears the $164-166M guide, but a five percent ten-year yield squeezes an 18.8x sales multiple. Profit-taking after the February-to-September double dominates a good print.
2	March 18, 2027	-8.0%	81.12	February's Q4 report pairs a beat with initial FY2027 guidance near 18-20% growth, below the 22% just delivered. Deceleration mathematics puncture the toll-booth narrative faster than estimates rise.
3	June 18, 2027	+6.0%	85.98	Tightening plateaus as headline CPI drifts toward three percent; long-duration software finds bids. Q1 cloud growth holding above forty percent restores confidence that consumption, not hype, drove the acceleration.
4	September 18, 2027	+4.0%	89.42	Security attach visibly lifts deal sizes as EU Cyber Resilience obligations bite; customers above $1M ARR keep climbing. Modest gain as valuation still absorbs prior-year compression rather than expanding.
5	December 18, 2027	+5.0%	93.89	Free cash flow approaches a 28% margin and the first meaningful buyback tranche executes, signalling capital discipline. Improving cash conversion, not revenue surprise, drives this quarter's re-rating impulse.
6	March 18, 2028	-3.0%	91.08	The annual guidance-reset ritual repeats: FY2028 initial revenue growth guided near 17% while the evergreen plan adds another six million shares. Dilution disclosure offsets otherwise solid fourth-quarter execution.
7	June 18, 2028	+5.0%	95.63	Self-managed revenue falls below thirty percent of mix, so blended growth converges upward toward the cloud line. Investors recognise the drag fading and reward improved revenue-quality composition.
8	September 18, 2028	+4.0%	99.46	AI model registry and provenance workloads become a disclosed revenue category, validating platform extension beyond binaries. Incremental multiple support, tempered by hyperscaler registry bundling pressure at the entry tier.
9	December 18, 2028	+3.0%	102.44	Revenue passes a $1B annualized run-rate with GAAP profitability approaching breakeven as stock compensation growth slows. Index-eligibility flows provide mild support against a still-restrictive rate backdrop.
10	March 18, 2029	+2.0%	104.49	FY2029 guidance near 16% growth confirms the maturation path. Investors accept slower expansion because free-cash-flow margin approaching thirty percent now anchors valuation on cash rather than revenue multiples.
11	June 18, 2029	+4.0%	108.67	An easing cycle finally lowers long yields, lifting the entire long-duration software cohort. JFrog participates but lags higher-beta peers because its multiple never fully compressed during the tightening phase.
12	September 18, 2029	+3.0%	111.93	Net dollar retention stabilises in the mid-teens above par as upsell replaces land expansion. Steady execution without narrative catalyst produces grinding rather than explosive appreciation this quarter.
13	December 18, 2029	+3.0%	115.29	Expanded repurchase authorization begins partially offsetting evergreen issuance, slowing diluted share-count growth. Per-share cash flow inflects, which matters more to valuation now than headline revenue expansion.
14	March 18, 2030	-2.0%	112.98	A competitive scare - a hyperscaler launching polyglot registry parity - triggers multiple wobble. Fundamentals hold, but the moat question resurfaces and investors trim exposure ahead of confirmation.
15	June 18, 2030	+4.0%	117.50	Enterprise renewals demonstrate the switching cost is real; gross retention stays near ninety-seven percent despite cheaper bundled alternatives. The competitive scare unwinds and the valuation discount reverses.
16	September 18, 2030	+3.0%	121.02	Sustained GAAP profitability broadens the shareholder base to quality-growth and quantitative funds. Ownership rotation supports a modestly higher earnings multiple on a now-recognisable earnings stream.
17	December 18, 2030	+3.0%	124.65	Revenue nears $1.25B with free cash flow above $350M. Valuation converges toward thirty times cash flow, a premium justified by mid-teens growth and negligible leverage.
18	March 18, 2031	+2.0%	127.15	FY2031 guidance near 14% growth confirms the mature-compounder profile. Returns now track cash-flow compounding minus residual dilution rather than any further expansion in the valuation multiple.
19	June 18, 2031	+3.0%	130.96	Software supply chain security consolidates; JFrog's neutrality across formats sustains pricing power. Steady mid-teens growth with thirty percent cash margins delivers predictable, unspectacular per-share appreciation.
20	September 18, 2031	+3.0%	134.89	Horizon close finds the business roughly doubled in revenue while the share count grew a quarter. Cumulative return reflects genuine compounding net of persistent equity-based compensation leakage.

Advisor and configuration

Advisor: universal_investor__the_polymath__anthropic_claude_opus_5__20260724_release
Persona: Universal Investor
Archetype: The Polymath
Model: 2026-07-24 release
Provider: Anthropic
Mode: RESEARCHER (Web Search Enabled) with High Reasoning and Standard Creativity
Task configuration: universal_investor__the_polymath__anthropic_claude_opus_5__20260724_release__equity__json__extnd_invest_thesis_4q_alphassym__ts_num_desc__h5y_s3m__var1__researcher__standard_creativity_high_thinking__batch
Forecast horizon: 5 year
Forecast steps: 20 steps of 3 month
Assembly type: Balanced Assembly
Assembly name: universal_investor__the_polymath__anthropic_claude_opus_5__20260724_release RESEARCHER Forecast Assembly
Input format: inmemory_base_placeholders__latest_eod_close_price_with_stats_and_fundamentals__var1
Output format: Equity Extended Investment Thesis (4 Quadrants and Alpha Asymmetry) + Pct Change Timeseries for Close Price with Rationale, (5Y Quarterly)

Read the complete Universal Investor advisor methodology

Configuration components

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aiassmprmtcmpnt_c55d1851-d218-5d30-b83b-54bbda31e2ee
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aiassmprmtcmpnt_8115cc2a-d418-54b1-a616-49dfa91195f4

Research sources

[1]JFrog Ltd Q2 2026: Revenue $163.8M, EPS $(0.03) — 10-Q Summarytradingview.com
[2]JFrog Q2 2026 slides: cloud surge drives beat, security gains traction By Investing.cominvesting.com
[3]JFrog Announces Second Quarter 2026 Results | JFrogjfrog.com
[4]JFrog Q2 Earnings Call Highlightsfinance.yahoo.com
[5]JFrog Ltd - Form 10-Q - FY2026sec.gov
[6]JFrog Company Growth, Stability & Outlook 2026 | Built Inbuiltin.com
[7]JFrog Q2 2026 slides: Gartner leader status, 29% revenue growth By Investing.cominvesting.com
[8]JFrog Ltd - Form PRE 14A - FY2026sec.gov
[9]JFrog Q1 2026 slides: 26% revenue growth, AI partnerships drive expansion By Investing.cominvesting.com
[10]Analysts Set JFrog Ltd. (NASDAQ:FROG) PT at $107.14 - Daily Politicaldailypolitical.com
[11]JFrog Ltd - Form 8-K - FY2026sec.gov
[12]JFrog Announces $300 Million Share Repurchase Program - The Globe and Mailtheglobeandmail.com
[13]JFrog Ltd - Form 10-Q - FY2026sec.gov
[14]FROG Reiterates by Needham -- Price Target Maintained at $115gurufocus.com
[15]Free Trialmarketbeat.com
[16]Jfrog (FROG) Stock Forecast & Price Target - Investing.cominvesting.com
[17]JFrog Ltd. (FROG) Stock Price, News, Quote & History - Yahoo Financefinance.yahoo.com
[18]JFrog (FROG) Stock Forecast & Analyst Price Targetsstockanalysis.com
[19]JFrog authorizes $300 million share buyback program By Investing.cominvesting.com
[20]Alternatives to JFrog Artifactory | Buildkitebuildkite.com
[21]JFrog Artifactory vs Sonatype Nexus Repository (2026)peerspot.com
[22]What is Competitive Landscape of JFrog Company? – MatrixBCG.commatrixbcg.com
[23]Why JFrog (FROG) Is Up 19.7% After Authorizing a $300 Million Share Buyback Program - Simply Wall St Newssimplywall.st
[24]JFrog Announces Second Quarter 2026 Resultsfinance.yahoo.com
[25]Jfrog Ltd. - JFrog Announces First Quarter 2026 Resultsinvestors.jfrog.com
[26]JFrog forecasts $628M-$632M FY 2026 revenue as cloud mix passes 50% (NASDAQ:FROG) | Seeking Alphaseekingalpha.com
[27]JFrog Ltd - Form DEF 14A - FY2026sec.gov

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Universal Investor — RESEARCHER (Web Search Enabled) with High Reasoning and Standard Creativity

Opus 5

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