Sifting through countless of stocks in the Software industry can be tedious, and sometimes two stocks are just too similar to judge which is the better investment. If you’re on the fence about investing in JFrog Ltd. or GitLab Inc. because you’re not sure how they measure up, it’s important to compare them on a few factors before making your decision.
Read on to learn how JFrog Ltd. and GitLab Inc. compare based on key financial metrics to determine which better meets your investment needs.
About JFrog Ltd. and GitLab Inc.
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; JFrog Xray, scans JFrog Artifactory to secure all software packages; JFrog Advanced Security, an optional add-on for select JFrog subscriptions; and JFrog Runtime Security, an optional add-on for select JFrog subscriptions to work with other JFrog Security solutions. It also provides JFrog ML, a platform-integrated solution designed for data science and MLOps teams to transform and store data, build, train, and deploy models, and monitor the entire Machine Learning pipeline; JFrog AI Catalog, an extension of JFrog Curation functionality that allows companies to secure, govern, consume and deploy AI technologies; JFrog AppTrust, an optional component with application risk governance of DevGovOps requirements; JFrog Distribution that provides software package distribution; and JFrog Connect, a device management solution that allows companies to manage software updates and monitor performance in IoT device fleets. In addition, the company offers JFrog Pro that provides access to the universal version of JFrog Artifactory and ongoing updates, upgrades, and bug fixes; JFrog Pro X, a self-managed-only subscription; JFrog Enterprise X, offers cluster configuration, federated repositories, multi-region replication, larger enterprise-scale deployments, service-level agreement support, and deeper security; and JFrog Enterprise Plus, a full platform subscription option. It serves technology, financial services, retail, healthcare, and telecommunications organizations. JFrog Ltd. was incorporated in 2008 and is headquartered in Sunnyvale, California with additional office in Netanya, Israel.
GitLab Inc., together with its subsidiaries, develops software for the software development lifecycle in the United States, Europe, and the Asia Pacific. The company provides GitLab, an intelligent orchestration platform for DevSecOps, which is a single application offering the entire software development lifecycle, including software, project plans, code, security scans, compliance checks, and deployment configurations. It also offers the GitLab Duo Agent Platform, which enables intelligent orchestration of teams and AI agents to execute tasks autonomously across planning, development, security, and deployment. This platform combines conversational AI assistance, purpose-built agents for specialized tasks, workflow automation, and enterprise controls. In addition, it offers related training and professional services. The company was formerly known as GitLab B.V. and changed its name to GitLab Inc. in July 2015. GitLab Inc. was founded in 2011 and is based in San Francisco, California.
Latest Software and JFrog Ltd., GitLab Inc. Stock News
As of September 2, 2026, JFrog Ltd. had a $11.3 billion market capitalization, compared to the Software median of $1.0 million. JFrog Ltd.’s stock is NA in 2026, NA in the previous five trading days and up 91.58% in the past year.
Currently, JFrog Ltd. does not have a price-earnings ratio. JFrog Ltd.’s trailing 12-month revenue is $600.0 million with a -7.3% net profit margin. Year-over-year quarterly sales growth most recently was 28.8%. Analysts expect adjusted earnings to reach $0.980 per share for the current fiscal year. JFrog Ltd. does not currently pay a dividend.
Currently, GitLab Inc. does not have a price-earnings ratio. GitLab Inc.’s trailing 12-month revenue is $1.1 billion with a -5.0% net profit margin. Year-over-year quarterly sales growth most recently was 21.3%. Analysts expect adjusted earnings to reach $0.865 per share for the current fiscal year. GitLab Inc. does not currently pay a dividend.
How We Compare JFrog Ltd. and GitLab Inc. Stock Grades
Stock evaluation requires access to huge amounts of data and the knowledge and time to sift through it all, make sense of financial ratios, read income statements and analyze recent stock movements. AAII created A+ Investor, a robust data suite that condenses data research in an actionable and customizable way suitable for investors of all knowledge levels, to help investors streamline and work through such data.
AAII’s proprietary stock grades come with A+ Investor. These offer intuitive A‐F grades for each of five key investing factors: value, growth, momentum, earnings estimate revisions and quality. Here, we’ll take a closer look at JFrog Ltd. and GitLab Inc.’s stock grades to see how they measure up against one another.
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JFrog Ltd. and GitLab Inc. Stock Value Grades
| Company | Ticker | Value |
| JFrog Ltd. | FROG | F |
| GitLab Inc. | GTLB | F |
Successful stock investing involves buying low and selling high, so stock valuation is an important consideration for stock selection.
Buying stocks that are going to go up typically means buying stocks that are undervalued in the first place, although momentum investors may argue that point.
AAII’s A+ Investor Value Grade derives from a stock’s value score. The Value Score is the percentile rank of the average of the percentile ranks of the price-to-sales ratio, price-earnings ratio, enterprise-value-to-EBITDA (EV/EBITDA) ratio, shareholder yield, price-to-book-value ratio and price-to-free-cash-flow ratio. The score is variable, meaning it can consider all six ratios or, should any of the six ratios not be valid, the remaining ratios that are valid. To be assigned a Value Score, stocks must have a valid (non-null) ratio and corresponding ranking for at least two of the six valuation ratios.
Stocks with a Value Score from 81 to 100 are considered deep value, those with a score between 61 and 80 are a good value and so on.
JFrog Ltd. has a Value Score of 4, which is Ultra Expensive.
GitLab Inc. has a Value Score of 10, which is Ultra Expensive.
The Value Stock Winner: No Clear Winner
Neither JFrog Ltd. or GitLab Inc. has a high enough value grade to be considered a “winner.” Investors who are considering these companies should do additional due diligence and research to see if either could be a good addition to their portfolio. It’s important to look at a wide range of financial metrics in order to determine if JFrog Ltd. or GitLab Inc. is the better investment when it comes to value.
JFrog Ltd. and GitLab Inc.’s Quality Grades
| Company | Ticker | Quality |
| JFrog Ltd. | FROG | C |
| GitLab Inc. | GTLB | B |
Like the Value Grade, AAII’s A+ Investor Quality Grade comes from the percentile rank of key metrics. Specifically, the Quality Score is the percentile rank of the average of the percentile ranks of return on assets (ROA), return on invested capital (ROIC), gross profit relative to assets, buyback yield, change in total liabilities to assets, accruals, Z double prime bankruptcy risk (Z) score and the F-Score.
The score is variable, meaning it can consider all eight measures or, should any of the eight measures not be valid, the remaining measures that are valid. To be assigned a Quality Score, stocks must have a valid (non-null) measure and corresponding ranking for at least four of the eight quality measures.
The Quality Score is used to assess the underlying “quality” of a particular stock. A higher-quality stock possesses traits associated with upside potential and reduced downside risk. Backtesting of the Quality Grade shows that stocks with higher grades, on average, outperformed stocks with lower grades over the period of 1998 through 2019.
Stocks receive better grades (higher scores) for having higher scores for the quality subcomponents and worse grades (lower scores) for lower scores for the subcomponents.
JFrog Ltd. has a Quality Score of 54, which is Average.
GitLab Inc. has a Quality Score of 64, which is Strong.
The Quality Grade Winner: GitLab Inc.
As you can clearly see from the Quality Grade breakdown above, GitLab Inc. has a better overall quality grade than JFrog Ltd.. For investors who are looking for companies with higher quality than others in the same industry, GitLab Inc. could be a good stock to add to their portfolios. However, it’s important for investors to analyze multiple factors based on a wide range of metrics before deciding whether to buy.
JFrog Ltd. and GitLab Inc.’s Estimate Revisions Grades
| Company | Ticker | Earnings Estimate |
| JFrog Ltd. | FROG | B |
| GitLab Inc. | GTLB | B |
Earnings estimate revisions scores consider the magnitude of a company’s earnings surprise in its last two reported fiscal quarters. Often, positive surprises beget further positive surprises‐or at least continued sales growth (the exact opposite is generally true, too).
Estimate revisions offer an indication of what analysts are thinking about the short-term prospects of a firm. Estimate revisions are based on the statistical significance of a firm’s last two quarterly earnings surprises and the percentage change in its consensus estimate for the current fiscal year over the past month and past three months.
JFrog Ltd. has a Earnings Estimate Score of 78, which is Positive.
GitLab Inc. has a Earnings Estimate Score of 85, which is Very Positive.
The Earnings Estimate Revisions Grade Winner: GitLab Inc.
As you can clearly see from the Earnings Estimate Revisions Grade breakdown above, GitLab Inc. has a better Earnings Estimate Revisions Grade than JFrog Ltd.. For those who are specifically looking for companies with better short-term prospects when compared to other companies in the same industry, GitLab Inc. could be a good stock to invest in. However, it’s important to analyze multiple factors based on a wide range of metrics before deciding whether to buy.
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Other JFrog Ltd. and GitLab Inc. Grades
In addition to Quality, Estimate Revisions and Value, A+ Investor also provides grades for Growth and Momentum.
Momentum grades help uncover stocks experiencing anomalously high rates of return; research finds that stocks with high relative levels of momentum tend to outperform, whereas those with low levels of momentum tend to continue underperforming.
Growth investing builds on the idea that stocks of companies exhibiting strong, consistent and prolonged growth outperform those of slower-growth companies. AAII measures growth through consistency of annual sales growth, five-year sales growth rankings adjusted for extreme levels, and consistency of positive annual cash from operations.
These 2 key factors, when combined with the above, provide a holistic view into a particular stock. Further, by joining A+ Investor you can see whether JFrog Ltd. and GitLab Inc. pass any of our 60+ stock screens that have outperformed the market since their creation.
So, Which Is the Better Investment, JFrog Ltd. or GitLab Inc. Stock?
Overall, JFrog Ltd. stock has a Value Score of 4, Estimate Revisions Score of 78 and Quality Score of 54.
GitLab Inc. stock has a Value Score of 10, Estimate Revisions Score of 85 and Quality Score of 64.
Comparing JFrog Ltd. and GitLab Inc.’s grades, scores and metrics can act as a solid basis to determine whether they may be a good investment or not. You’ll also want to look at your portfolio’s asset allocation as well as your risk tolerance and financial goals to see if either of these stocks would make a good fit for you. AAII can help you figure out which investments align with your individual needs and preferences.
Investors are encouraged to do their own due diligence and research. In this way, individuals can effectively become managers of their own assets‐without having to rely on others for financial independence. You can count on AAII for timeless articles on financial planning and stock-picking, unbiased research and actionable analysis.
A+ Investor adds to our qualitative teaching with a powerful data suite to help you whittle down investment choices to find stocks, exchange-traded funds (ETFs) or mutual funds that meet your needs.
AAII Disclaimer
We make no representations or warranties that any investor will, or is likely to, achieve profits similar to those shown, because past, hypothetical or simulated performance is not necessarily indicative of future results. Before making an investment decision, you should consider your circumstances and whether the information on our content is applicable to your situation. This information was prepared in good faith, and we accept no liability for any errors or omissions. The full disclaimer can be read here.
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