Databricks vs Lightdash

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

Databricks

+45%

est. 2Y upside i

AI & ML

Rank

#835

Sector

Data and AI Platform

Est. Liquidity

~2Y

Data Quality

Data: High

The equity offers moderate upside with high risk.

Last updated: July 19, 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

Note: These companies have different risk levels. Databricks (Moderate Risk) and Lightdash (Higher Risk). A higher expected upside in a higher-risk company comes with greater uncertainty. Compare within the same risk tier for more meaningful evaluation.

Upside Comparison

Expected Upside

Databricks

+45%

Lightdash

-34%

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