FROG · JFrog
Conviction · Medium · more likely to lead the S&P 500 over the next three months, by a modest margin
Wrong if: a daily close below $94.39
Note written ·
Price against the kill line
20.4% clear of its kill line on the 13 November 2026 close.
How to read this
The red mark is the price level of the published kill line: a close through it (a weekly close, on a weekly line) would prove the research note wrong on price. The dot is where the stock closed on 13 November 2026; a dot left of the mark has closed through its line.
The scale is stretched near the line, so close calls are easy to see. More than 8% from the line, the stock reads well clear, with a hollow dot to show the figure is off the drawn scale.
The kill line is the research note's own test. The portfolio sells on business facts, not on a price. How the portfolio decides
Three months against the kill line
Daily closes, to . Red: the kill line, a daily close below $94.39, on record since 11 November 2026. The shares are up 20.0% since the close; the S&P 500 is down 2.1% over the same sessions. Figures in the note can cover a different window.
Kill line
A daily close below $94.39, the 30 October 2026 close before the November software sell-off, which would put the shares back in their pre-report range. Fourth-quarter 2026 revenue below the $183M low end of the guide would also break the case.
Research onlyNot in the portfolio.
Key figures from the filings · Technology
Quarter to 30 September 2026, filed 6 November 2026; valuation at the 13 November 2026 close
- Revenue, latest quarter ($M)
- 179
- Revenue, change on a year (%)
- +30.9
- Gross margin (%)
- 79.6
- Operating margin (%)
- −1.0
- Free cash flow, four quarters ($M)
- 207
- Net cash, cash less debt ($M)
- 881
- Enterprise value to sales (×)
- 20.7
- Free-cash-flow yield (%)
- 1.5
All filed numbers
What JFrog reports to the SEC in its quarterly and annual filings. Each group states its period and filing date once; a figure dated otherwise says so. Built from the filings known on .
| Quarter to | Revenue ($M) | On a year (%) | Gross margin (%) | Operating margin (%) |
|---|---|---|---|---|
| first filed | 179 | +30.9 | 79.6 | −1.0 |
| first filed | 164 | +28.7 | 77.9 | −8.1 |
| first filed | 154 | +25.8 | 78.2 | −8.4 |
| first filed | 145 | +25.2 | 77.9 | −14.7 |
| first filed | 137 | +25.5 | 77.4 | −15.8 |
| first filed | 127 | +23.5 | 76.3 | −20.4 |
| Pre-tax income ($M) | 6.2 |
| Net income ($M) four quarters: −21.1 | 6.6 |
| Diluted shares, change on a year (%) against the quarter to 30 September 2025 | +10.4 |
| Operating cash flow ($M) | 215 |
| Capital spending ($M) | 8.0 |
| Free cash flow ($M) | 207 |
| Cash and short-term investments ($M) | 881 |
| Debt ($M) | None reported |
| Net cash, cash less debt ($M) no debt reported | 881 |
| Deferred revenue ($M) +36.9% on a year | 423 |
| Backlog, orders not yet delivered ($M) +59.9% on a year | 812 |
| Receivables ($M) | 137 |
| Inventory ($M) | Not reported |
| Shareholders' equity ($M) | 1,010 |
| Market value ($M) | 14,157 |
| Enterprise value, market value plus net debt ($M) no debt reported | 13,276 |
| Enterprise value to sales (×) no debt reported | 20.7 |
| Enterprise value to operating income (×) | Not meaningful |
| Price to earnings (×) | Not meaningful |
| Price to book value (×) | 14.0 |
| Free-cash-flow yield (%) | 1.5 |
Short interest (FINRA, settled 15 October 2026, published 26 October 2026): 5.8% of shares outstanding sold short, 4.6 days of average trading to cover, +10.3% since the previous report.
| Window | Bought | Sold |
|---|---|---|
| 90 daysfrom | $0 | $71.8M |
| 12 monthsfrom | $0 | $255.5Mand 1 trade without a stated price |
The thesis
JFrog's third-quarter report showed growth speeding up, not just a beat. That supports the shares leading the S&P 500 over the next three months. The test is whether the fourth quarter meets the $183M-$185M revenue guide that came with the 5 November 2026 report. Revenue was $179.2M, up 31% year over year, against a $164M-$166M guide. Full-year 2026 guidance rose to $680M-$682M from $648M-$652M, per JFrog's 5 November 2026 results release (8-K Exhibit 99.1).
The $87.60 kill line was crossed on 2 November 2026, when the shares closed at $85.11. The price test failed. A software-wide sell-off on 2 November 2026 took the shares lower, and they closed at $74.62 on 5 November 2026, hours before the report. The business test then passed in full: revenue cleared the top of the guide and the full-year range rose a second time. The shares closed at $100.98 on 6 November 2026 and at $109.51 on 11 November 2026.
The price already reflects most of the raised outlook. The 11 November 2026 close of $109.51 sits within a dollar of Canaccord Genuity's $110 target and below the $118-$125 targets that KeyBanc, Truist, RBC Capital and Guggenheim set on 6 November 2026, per Benzinga. The rating is Medium because growth is accelerating and contracted revenue is rising, but the shares now trade near most post-report targets and still move with software-wide selling.
Bullish and bearish views on JFrog Ltd.
The bull case on JFrog Ltd. (FROG), in brief: cloud growth sped up again. The bear case: Q4 guidance implies lower margins.
Bull case
- Cloud growth sped up again. Cloud revenue was $101.5M in Q3 2026, up 60% year over year and 57% of total revenue, per the 5 November 2026 release. Earnings Whispers on 5 November 2026 put the quarterly cloud growth rates at 42%, 50%, 53% and 60%.
- Contracted revenue grew faster than sales. Remaining performance obligations (RPO), revenue under contract but not yet recognised, were $812.4M at 30 September 2026, up 60%, per the release. At Q2 the figure was $659.0M, up 38%.
- The full-year range rose a second time. FY26 revenue guidance is $680M-$682M, up from $648M-$652M in August and $623M-$628M at the start of the year, per Earnings Whispers on 5 November 2026. Q4 is guided to $183M-$185M.
- Large customers spend more. There were 112 customers above $1M in annual recurring revenue (ARR) at Q3, up from 71, per the release. Trailing net dollar retention was 124%, up from 118% a year earlier.
- A large cloud contract closed. JFrog signed a $76M multiyear SaaS deal with a global telecom, bundled with AI security and AppTrust governance, per Earnings Whispers on 5 November 2026.
- The business makes cash. Q3 free cash flow was $66.5M. Cash and investments were $880.9M at 30 September 2026, and Q3 diluted EPS was $0.05 on a GAAP basis, per the release.
Bear case
- Q4 guidance implies lower margins. Q4 non-GAAP operating income is guided to $36.2M-$38.2M and EPS to $0.28-$0.30, against $0.32 non-GAAP EPS in Q3, per the release. Earnings Whispers read the guide on 5 November 2026 as a sequential margin pause.
- Self-managed growth is slowing. Self-managed growth slowed to 6% from 9%, per Earnings Whispers on 5 November 2026. License revenue fell to $7.6M from $8.0M, per the release.
- Software sell-offs override company news. On 2 November 2026 JFrog fell 5.7% in the morning session as software stocks were repriced on AI-spending worries, per StockStory. It fell 10.8% on 16 October 2026 with no company news, per GuruFocus.
- One broker is still neutral. Piper Sandler kept Neutral and raised its target to $95 on 6 November 2026, per Benzinga. That target is below the 11 November 2026 close.
- Insiders keep selling. CEO Shlomi Ben Haim sold 15,000 shares at an average $97.42 on 6 November 2026, and director Frederic Simon sold 120,000 at an average $97.24 on 1 October 2026. Both sales ran under Rule 10b5-1 plans, per SEC Form 4 filings.
- Security revenue is still not disclosed. Management declined on 5 November 2026 to put a number on security or AI-artifact revenue before year end, per Earnings Whispers.
Price setup
The shares closed at $109.51 on 11 November 2026, 3.3% below the $113.23 intraday 52-week high set the same day. The 52-week closing low is $34.75, from 23 February 2026. The shares are up 15.1% over three months, against a $95.15 reference close on 13 August 2026.
The report moved the price in one session: $74.62 on 5 November 2026, then $100.98 on 6 November 2026. Closes since then were $108.18 on 9 November 2026 and $103.55 on 10 November 2026. As of 11 November 2026, the 50-day moving average is $94.04 and the 200-day is $73.26. The shares are well above both.
The 6 November 2026 close of $100.98 is the first price after the report. A return below it would hand back all of the gains made after the report.
Catalysts ahead
- ~12 February 2027 (est.): Q4 and full-year 2026 results; JFrog has not announced the date. Tests revenue against the $183M-$185M Q4 guide, whether margins recover from the guided pause, and the first 2027 outlook.
What would change the view
A daily close below $94.39, the 30 October 2026 close before the November software sell-off, which would put the shares back in their pre-report range. Fourth-quarter 2026 revenue below the $183M low end of the guide would also break the case.
The line before it, a daily close below $87.60 set on 1 November 2026, was crossed on 2 November 2026: the shares closed at $85.11.
The risks this note tracks, each with what would confirm it:
- Margins slip as Q4 spending rises, and investors re-rate the shares on profit rather than growth. Confirmed by: Q4 2026 non-GAAP EPS below the $0.28 low end of the guide, or a 2027 margin outlook below 2026.
- Software-wide selling on AI-spending worries drags JFrog down regardless of its results, as on 16 October 2026 and 2 November 2026. Confirmed by: another session in which large-cap software names fall together and JFrog falls more than the Nasdaq Composite without company news.
- Customers cut back on self-managed licences faster than cloud growth makes up for it. Confirmed by: self-managed growth turning negative, or cloud growth falling back toward the 52%-54% full-year baseline, in the Q4 report.
- Security tools from AI model providers compete with JFrog's security products and slow expansion with existing customers. Confirmed by: trailing net dollar retention below the 122% floor management set on 5 November 2026.
What it trades with
JFrog trades with large-cap software and AI-spending sentiment more than with developer-tools peers. On 2 November 2026 it fell alongside Cloudflare, MongoDB, Datadog and Elastic. StockStory tied that sell-off to Oracle's $20 billion financing and to hyperscaler capital spending weighing on free cash flow. Its rise on 6 November 2026 came in a session when the Nasdaq rose 1.5%, per Benzinga. The company is incorporated in Israel, so regional disruption is an exposure US-based peers do not carry.
The evidence, claim by claim (8)
- Q3 2026 revenue $179.2M, up 31% year over year, against a $164M-$166M guide; cloud revenue $101.5M, up 60%, 57% of total. JFrog Q3 2026 results release, 8-K Exhibit 99.1 · as of
- RPO $812.4M, up 60%; 112 customers above $1M ARR, up from 71; trailing net dollar retention 124%, up from 118%. JFrog Q3 2026 results release, 8-K Exhibit 99.1 · as of
- FY26 revenue guidance raised to $680M-$682M from $648M-$652M; Q4 2026 guided to $183M-$185M revenue and $0.28-$0.30 non-GAAP EPS. JFrog Q3 2026 results release, 8-K Exhibit 99.1 · as of
- Q3 2026 free cash flow $66.5M; cash and investments $880.9M at 30 September 2026; GAAP diluted EPS $0.05, non-GAAP $0.32. JFrog Q3 2026 results release, 8-K Exhibit 99.1 · as of
- JFrog signed a $76M multiyear SaaS agreement with a global telecom; self-managed growth slowed to 6% from 9%. Earnings Whispers Q3 2026 review · as of
- Post-report targets: Guggenheim $125, RBC Capital $121, Truist $120 (from $115), KeyBanc $118, Canaccord Genuity $110; Piper Sandler Neutral, $95. Benzinga analyst-action headlines · as of
- CEO Shlomi Ben Haim sold 15,000 shares at an average $97.42 on 6 November 2026 under a Rule 10b5-1 plan. SEC Form 4 filed 10 November 2026 · as of
- JFrog fell 5.7% in the morning session of a software-wide sell-off tied to AI-spending concerns. StockStory · as of
Sources
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