Sigma Computing vs Lightdash

Side-by-side comparison of model-estimated upside.

Sigma Computing

+24%

est. 2Y upside i

Series D+

Rank

#1442

Sector

Business Intelligence & Analytics

Est. Liquidity

~2Y

Data Quality

Data: High

Sigma offers a strong growth story with a 23.9% expected 2-year upside, but high bear probability (45%) due to critical incumbent threats.

Last updated: July 3, 2026

Lightdash

-34%

est. 2Y upside i

Data & AnalyticsSeries B

Rank

#2999

Sector

Business Intelligence, Data Analytics, SaaS

Est. Liquidity

~3Y

Data Quality

Data: Medium

The equity is a lottery ticket at best: Lightdash has $11M ARR, only 6% YoY growth, and a $37.5M preferred stack above the $33M valuation, so the common stock is already underwater.

Last updated: August 3, 2026

Upside Comparison

Expected Upside

Sigma Computing

+24%

Lightdash

-34%

Disclaimer: These rankings are AI-generated estimates and do not constitute financial or career advice. Always conduct your own due diligence.