Top software stocks to watch this earnings season for upside surprises

Fortinet is flagged as the highest-conviction upside-surprise candidate with four straight EPS beats and 90-day EPS revisions up 12.09%.

Likely upward pressure if results and guidance confirm the recent EPS beat and estimate revisions; otherwise valuation risk could cap upside.

The article cites a consistent beat profile and rising EPS estimates, but also highlights a high 55.9x forward P/E that can amplify downside on any guidance caution.

Cloudflare is presented as the notable setup with four consecutive EPS beats and 33.5% revenue growth, despite a 272.9x forward P/E.

Shares may rise on a strong beat, but could face selling if management does not raise the revenue trajectory enough to justify the valuation.

The piece emphasizes both strong growth and consecutive EPS beats, while explicitly warning that the forward multiple is demanding and a beat may not be sufficient.

Alphabet A is listed as a safer large-cap setup with four straight EPS beats and a comparatively moderate 25.5x forward P/E.

Moderate upside bias if earnings confirm the recent beat streak and revenue revisions remain supportive; less valuation-driven downside than higher-multiple names.

The article ties the setup to consecutive EPS beats and a lower forward P/E, and mentions AI model rollout and Google Cloud demand as catalysts.

Microsoft is included as a quality compounder with four straight EPS beats and the article notes a prior 14.68% price reaction after an 11.79% EPS beat.

Potentially positive reaction if results show earnings acceleration consistent with the recent beat; otherwise the market may fade the narrative.

The article provides setup metrics but does not disclose a fresh, new earnings datapoint in this text beyond referencing a prior reaction, reducing decision edge.

Palantir is flagged for maximum upside torque with four straight EPS beats and 90-day revenue revisions of +8.77%, but high expectations.

Likely volatility with upside bias if the company sustains revision momentum; downside risk if guidance disappoints relative to expectations.

The article explicitly frames PLTR as biggest upside with biggest expectations risk, supported by revision and beat streak references and a high 121.7x forward P/E.

Snowflake is listed with four straight EPS beats and 60-day EPS revisions up 16.33%, positioned as strongest revision momentum.

Upward pressure likely if earnings and guidance validate the revision trend; limited upside if the company fails to accelerate.

The article highlights strong EPS revision momentum and consecutive beats, while noting valuation at 156.1x forward P/E as a constraint.

Meta is described as a trap for upside-surprise setups after its latest EPS missed by 13.81% and EPS estimates fell 8.60% over 90 days.

Downward or muted reaction risk if results do not quickly reverse the negative revision trend.

The article directly cites an EPS miss and falling estimates over 90 days, which typically weighs on the probability of an upside surprise.