Analyst Ratings February 2, 2026

Needham Reaffirms Buy on JFrog, Cites Software Supply-Chain Security Momentum

Analysts point to recent vulnerability disclosures and rising SaaS mix as drivers ahead of JFrog’s fourth-quarter report

By Leila Farooq FROG
Needham Reaffirms Buy on JFrog, Cites Software Supply-Chain Security Momentum
FROG

Needham has reiterated a Buy rating on JFrog with a $70 price target, highlighting the company's position in software supply-chain security. Trading at $54.80, the shares imply about 28% upside per InvestingPro data. Multiple sell-side firms maintain constructive views as the company prepares to report fourth-quarter results amid recent security disclosures and accelerating cloud and SaaS revenue.

Key Points

  • Needham reiterated a Buy rating on JFrog with a $70 price target, implying about 28% upside from a $54.80 share price - according to InvestingPro data.
  • Recent supply-chain and package-security incidents, including Shai-Hulud, PackageGate, and JFrog-discovered n8n RCE vulnerabilities, have highlighted demand for security solutions.
  • Multiple brokerages - KeyBanc, UBS, and Cantor Fitzgerald - hold constructive stances ahead of JFrog’s fourth-quarter results, noting potential revenue upside and rising SaaS/cloud momentum.

Needham has reiterated a Buy rating on JFrog (NASDAQ:FROG) and left its price target at $70.00, pointing to the vendor’s role in the expanding software supply-chain security market. With the stock quoted at $54.80, Needham’s target suggests roughly a 28% upside, according to InvestingPro data.

Analysts at Needham emphasized the growing importance of protecting software delivery pipelines, referencing last year’s Shai-Hulud incident - which compromised more than 700 packages and exposed about 25,000 repositories in the npm ecosystem - as an example of heightened risk. The firm noted that JFrog’s concentration on this security niche has been a factor behind its recent revenue momentum, with reported revenue increasing 22.7% over the past twelve months.

Recent security activity has reinforced the relevance of JFrog’s offerings. Last week, Koi Security disclosed six zero-day vulnerabilities dubbed PackageGate. Koi Security has also been mentioned in media coverage as a potential acquisition target for Palo Alto Networks. Separately, JFrog’s own Security Research team published findings on two serious vulnerabilities in n8n that permit Remote Code Execution, illustrating the company’s active role in identifying threats.

Needham has elevated JFrog to a "Top Idea" heading into the company’s upcoming earnings period and placed it on a shopping list for small and SMID-cap names, while also flagging the recent selling pressure in software equities as context for its stance.

Other brokerages continue to present a largely constructive view. KeyBanc reiterated an Overweight rating and suggested JFrog could exceed the Street’s revenue growth forecast of 19% for the period. UBS holds a Neutral rating and models a potential 22.6% year-over-year revenue increase, noting possible upside from greater usage following npm security incidents. Cantor Fitzgerald retained an Overweight rating and raised its price target to $80, calling out accelerating cloud momentum and a reported 50% year-over-year expansion in SaaS revenue.

Cantor Fitzgerald’s note also quantified the shifting revenue mix: cloud services accounted for 46% of total revenue in the most recent twelve-month period, up from 39% the prior year. Its analysts described JFrog as increasingly central to modern software and AI development workflows, citing expanding enterprise adoption. The research teams highlighted that the company’s business model stands to benefit from increased code generation and deployment of AI models.

JFrog is preparing to release fourth-quarter results, and investor attention is focused on both the top-line trajectory and how recent security events may influence adoption and usage metrics. Across the sell side, the consensus of commentary in advance of the report skews positive, with multiple firms noting upside potential in revenue driven by security-focused demand and cloud/SaaS acceleration.


Key points

  • Needham reiterates Buy on JFrog with a $70 price target, implying about 28% upside from a $54.80 share price - per InvestingPro data.
  • Security incidents, including the Shai-Hulud npm compromise and recent vulnerability disclosures such as PackageGate and n8n RCE findings, underscore demand for supply-chain security solutions.
  • Analysts from KeyBanc, UBS, and Cantor Fitzgerald also express generally positive views ahead of JFrog’s fourth-quarter earnings, citing potential revenue upside and accelerating SaaS/cloud momentum.

Risks and uncertainties

  • Ongoing security vulnerabilities in open-source and third-party packages may create volatile demand patterns for security tools - impacting the software security and broader software sectors.
  • Recent selling pressure in software stocks could weigh on JFrog’s share performance even amid company-specific positives - a market-risk affecting equity valuations in the technology sector.
  • Execution risk around converting heightened security awareness into sustained revenue gains remains, especially as investors await the upcoming quarterly report.

Risks

  • Continued security vulnerabilities in open-source ecosystems could create unpredictable demand and operational challenges for security vendors - impacting software and cybersecurity markets.
  • Selling pressure in software stocks may suppress JFrog’s stock performance despite fundamental positives - affecting valuations across the technology sector.
  • There is execution risk in converting heightened security awareness into durable revenue gains; outcomes will hinge on upcoming quarterly results and adoption metrics.

More from Analyst Ratings

Bernstein Boosts SanDisk Price Target to $1,000 After Robust Q2; Peers Follow Suit Feb 2, 2026 Piper Sandler Sticks With Overweight on Robinhood as Shares Pull Back Feb 2, 2026 Bernstein Raises Verizon Target to $48, Cites Strong Subscriber and FWA Gains Feb 2, 2026 Cantor Fitzgerald Keeps $350 Target on AMD, Cites Data Center Momentum and Capacity Dynamics Feb 2, 2026 Jefferies Trims Apogee Therapeutics Price Target After OX40 Program Concerns Feb 2, 2026