Starburst vs Lightdash

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

Starburst

-12%

est. 2Y upside i

DevOps & Infra

Rank

#3200

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

-11%

est. 2Y upside i

DevOps & InfraSeries A

Rank

#3175

Sector

Business Intelligence, Developer Tools

Est. Liquidity

~5Y

Data Quality

Data: Low

Lightdash is a high-risk equity position with a negative probability-weighted expected return of approximately -11% over a 2-year horizon.

Last updated: May 5, 2026

Upside Comparison

Expected Upside

Starburst
-12%
Lightdash
-11%

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