dbt Labs vs Lightdash

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

dbt Labs

-9%

est. 2Y upside i

DevOps & InfraSeries D+

Rank

#2794

Sector

Data Infrastructure

Est. Liquidity

~3Y

Data Quality

Data: Medium

Given the negative expected return (-8.6%), moderate confidence, and high risk, the equity upside is unattractive over a 2-year horizon.

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

dbt Labs
-9%
Lightdash
-11%

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