Starburst vs Lightdash

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

Starburst

-15%

est. 2Y upside i

DevOps & InfraSeries D+

Rank

#4026

Sector

Data & Analytics Infrastructure

Est. Liquidity

~4Y

Data Quality

Data: Medium

Starburst has a high-risk equity profile: $1B secondary vs $3.35B primary is a flashing signal.

Last updated: March 20, 2026

Lightdash

-11%

est. 2Y upside i

DevOps & InfraSeries A

Rank

#3760

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
-15%
Lightdash
-11%

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