Software regained a leadership role as investor concerns around AI eased, lifting consensus expectations for 2026 sector earnings growth to 20.6% from 13.8% at the end of March. The recovery is being driven in particular by cybersecurity and enterprise automation names.
Analysts generally look for three converging signals when judging the probability of an earnings upside surprise:
- Recent consecutive earnings beats
- Positive estimate revisions
- Revenue growth that underpins the earnings outlook
Using those criteria, several software stocks stand out ahead of upcoming report dates. The following snapshot highlights timing, the surprise setup and a quick valuation read. Earnings dates, estimates and revision figures reflect the earnings data available on October 12, 2026.
- Fortinet (FTNT) - Oct 28, before open: Four straight EPS beats; 90-day EPS revisions +12.09%; forward P/E 55.9x. Noted for the most consistent beat record.
- Cloudflare (NET) - Oct 29, before open: Four straight EPS beats; revenue growth 33.5%; forward P/E 272.9x. Stands out for growth momentum.
- Alphabet A (GOOGL) - Oct 27, before open: Four straight EPS beats; 90-day revenue revisions +2.98%; forward P/E 25.5x. Viewed as the best risk-adjusted setup.
- Microsoft (MSFT) - Oct 28, after close: Four straight EPS beats; revenue growth 17.8%; forward P/E 27.2x. Characterized as a quality compounder.
- Palantir Tech (PLTR) - Nov 9, before open: Four straight EPS beats; revenue revisions +8.77% over 90 days; forward P/E 121.7x. Flagged for potentially large upside but elevated expectations risk.
- Snowflake (SNOW) - Dec 2, before open: Four straight EPS beats; 60-day EPS revisions +16.33%; forward P/E 156.1x. Noted for the strongest revision momentum.
Why Fortinet is highlighted
Fortinet presents the cleanest pattern of earnings outperformance in the group. Its most recent four EPS surprises were 21.62%, 32.26%, 9.46% and 17.46%, and revenue estimates have increased 5.64% over the last 90 days. That combination suggests execution rather than a one-off comparison advantage. The primary caveat is valuation - at a 55.9x forward P/E there is limited room for conservative guidance.
Cloudflare as the contrarian pick
Cloudflare offers what the analysis describes as the most notable contrarian setup. The company has delivered four straight EPS beats and revenue growth stands at 33.5%. Street expectations ahead of the print call for EPS of $0.34 and revenue near $736.8 million. The offset is intensely high valuation - a 272.9x forward P/E - meaning a beat alone may not be sufficient; management would likely have to lift its growth trajectory to materially alter market reaction.
Large-cap, lower-risk pairings
Alphabet combines four quarters of EPS beats with a mid-teens valuation metric by comparison, trading at a 25.5x forward P/E. Recent analyst discussion has highlighted the company’s AI model rollouts and demand for Google Cloud as possible catalysts behind the earnings cadence.
Microsoft is less driven by recent estimate revisions but still carries a track record of beats. Its latest EPS outperformance reached 11.79% and was followed by a 14.68% price reaction. The market’s focal question is whether cloud and AI investments are translating into accelerating earnings.
Watch areas of caution
Meta Platforms presents a more mixed picture. Despite notable growth overall, the most recent quarter produced an EPS miss of 13.81%, and EPS estimates have declined 8.60% over the past 90 days. That downward revision trend reduces the likelihood of a clean upside surprise in the near term.
Similarly, Palantir and Snowflake offer high potential earnings torque given recent revision momentum, but their elevated forward P/Es - 121.7x and 156.1x, respectively - mean market reactions to results could be unforgiving if guidance disappoints.
Bottom line: For the highest probability of an upside surprise, Fortinet, Alphabet and Cloudflare sit atop the shortlist. Investors seeking the largest earnings momentum should also monitor Palantir and Snowflake, while recognizing the valuation risk that could amplify negative reactions.
Note: Screener valuation, growth and return figures are snapshot views and may lag live market prices. Earnings dates, estimates and revisions are based on the data available on October 12, 2026.