✨ Free AI Report
JFrog Ltd.: Key Facts, Business Model & Financial Analysis Read the overview below or get the full interactive report with Cyborg Score, analyst debate audio & saved-company playlists — free, no credit card.
Get Free Report →
Home Research Preview JFrog Ltd.
Research Preview

JFrog Ltd.: Business Overview, Financials & Competitive Analysis

JFrog provides an end-to-end, hybrid, universal DevOps Platform that powers and controls the software supply chain, enabling organizations to continuously and securely deliver software updates across any system. The c...

Analyst-debate audio for JFrog Ltd.

AskCyborg analysts argue the bull and bear cases for JFrog Ltd. across 11 stress-tested dimensions. Listen on your commute -- faster than reading the 30-page report.

Play the free intro →
Free intro · Pro unlocks the full analyst debate
What's in This Report
JFrog Ltd. OverviewStrategic ProfileCompetitive LandscapeIndustry ContextKey facts
Get Interactive Report Freeor start reading below
7/ 10Strong

Cyborg Score thesis

Growth-stage DevOps platform capturing AI-driven enterprise adoption with strong cloud momentum and operating leverage, though...

Read the full analyst-debate transcript →
Industry Enterprise Software / DevOps / Software Supply Chain
3 named competitors
3 recent developments
11 analyst dimensions
Synthesized from analyst-debate stress-testing across 11 dimensions and hundreds of data points. Methodology →
Cyborg Score recalibrated: October 19, 2026
AI-Generated Research
30+ Page Report

Get the Latest JFrog Ltd. Report

Up-to-date AI-powered research, analyst debate audio & saved-company playlists

Get Current Report Free
✓ No credit card required
or get it by email

JFrog Ltd. Overview

Pro stress-test →

JFrog provides an end-to-end, hybrid, universal DevOps Platform that powers and controls the software supply chain, enabling organizations to continuously and securely deliver software updates across any system. The company logged $531.8M in 2025 sales and guided 2026 revenue to $623M-$628M, with strong momentum in cloud and security-driven adoption.

Strategic Profile

Pro stress-test →

Larger enterprise customers appear to be leaning into JFrog's software supply chain platform as AI and security needs become more complex. Cloud revenue climbed 45% to $243.3M and $1M+ ARR customers rose to 74, positioning JFrog as a mission-critical platform for modern software delivery aligned with AI-driven development workflows.

Competitive Landscape

Pro stress-test →

JFrog competes in the software supply chain and DevOps space against GitLab, GitHub, and major cloud providers. The company differentiates through its universal platform covering artifact management, security scanning, and deployment automation, with particular strength in enterprise and high-value customers seeking integrated security and governance in software delivery.

Industry Context

JFrog Ltd. operates in Enterprise Software / DevOps / Software Supply Chain.

Key facts

Headquarters: Sunnyvale, California · Revenue: $531.8M (2025) · Market cap: $6.2B

What the AI analysts debated

AI-generated and not independently verified: selected findings from the multi-agent debate on JFrog Ltd..

+2 more AI-generated counter-arguments unlock with Pro. Read the full analyst debate →

Recent developments

Material events tracked by the AskCyborg corpus.

Get alerted when JFrog Ltd. has a new material development →

Named competitors

Pulled from the analyst-debate framework. Click any competitor to see their Cyborg Score.

GitLabDevOps platform with CI/CD and source control→GitHubDeveloper platform with Actions and security features→Azure DevOpsCloud-based DevOps services and CI/CD→

Compare JFrog Ltd. with another company

Pick any company in the AskCyborg corpus to see side-by-side Cyborg Scores and insights.

vs
Side-by-side opens in your AskCyborg account

Industry context

JFrog Ltd. operates in Enterprise Software / DevOps / Software Supply Chain. See how the rest of the sector scores on the Cyborg framework.

Top companies in Enterprise Software by Cyborg Score

Browse Enterprise Software / DevOps / Software Supply Chain research →
NEW · MCP server

Ask your AI assistant about JFrog Ltd.

Install the free AskCyborg MCP server in Claude, Cursor, Cline, Continue, or Windsurf and ask any of these in-line:

“Compare JFrog Ltd. and its top competitor on Cyborg Score”
“What did JFrog Ltd. do this quarter?”
“Is JFrog Ltd. a defensible business in 5 years?”
Install the MCP server (10 sec) →
Free, anonymous, no API key required

How AskCyborg research is made

⚔

AI analyst debate, not single-author opinion

Every report is generated by a panel of AI analysts arguing across 11 dimensions, so counter-arguments sit alongside the case. The debate is a reasoning process; it does not independently verify facts.

📊

Dated, not live

The Cyborg Score and recent developments reflect public sources as of the date shown and can miss or lag recent events. Check primary sources before relying on them.

🔗

Methodology open at /methodology

The framework, dimensions, and band breakdowns are documented. The Cyborg Score is an AI-generated opinion under that framework, not a credit rating or an investment recommendation.

🔒

Free tier is free

No credit card to read the research. Pro adds saved-company audio playlists, monitoring, audio briefings on demand, and PDF export for $39/mo annual.

Sources: public filings, regulatory data, and news flow, analysed by AI models. Read the methodology →

AI-generated research summary based on public sources; it may contain errors or omissions. Not investment advice. Not reviewed or endorsed by the companies covered. Report an error: legal@askcyborg.com · Terms of Service

Frequently asked questions

What does JFrog Ltd. do?+
JFrog provides an end-to-end, hybrid, universal DevOps Platform that powers and controls the software supply chain, enabling organizations to continuously and securely deliver software updates across any system. The c...
What is JFrog Ltd.'s Cyborg Score?+
JFrog Ltd. has a Cyborg Score of 7/10 (Strong). The score synthesizes business model, financials, leadership, competitive position, technology, marketing, and ESG dimensions across hundreds of data points.
Who are JFrog Ltd.'s main competitors?+
Named competitors include GitLab, GitHub, Azure DevOps. The full competitive landscape is in the AskCyborg report.
How can I get the full JFrog Ltd. research report?+
Get the report plus analyst-debate audio at askcyborg.com -- no credit card required for preview access. Pro adds saved-company audio playlists and monitoring.
How current is the JFrog Ltd. research?+
The Cyborg Score is recalibrated weekly. Recent developments are tracked continuously and surfaced in every report.

Track JFrog Ltd. over time

Pro members get saved-company audio playlists, Cyborg Score recalibrations, and monitoring for material events across the AskCyborg corpus.

See Pro features
From $39/mo annual

More Enterprise Software research

Companies in the same sector and named competitors, ranked by Cyborg Score.

8CSG Systems International, Inc.8HubSpot8Planisware SAS8Tyler Technologies, Inc.8Workday, Inc.7Asseco Business Solutions S.A.7Asseco South Eastern Europe S.A.7Cybozu, Inc.7Jamf Holding Corp7Magic Software Enterprises Ltd.4GitLab Inc.Top companies in Enterprise Software by Cyborg Score