Starburst vs Lightdash

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

Starburst

-12%

est. 2Y upside i

DevOps & Infra

Rank

#2643

Sector

Database Software

Est. Liquidity

~2Y

Data Quality

Data: Medium

Equity upside is expected negative (-12.4% over 2 years) due to high incumbent competition, preference overhang, and dilution.

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

Starburst

-12%

Lightdash

-34%

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