Monte Carlo vs Alation

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

Monte Carlo

-36%

est. 2Y upside i

DevOps & InfraSeries D+

Rank

#3440

Sector

Data Infrastructure

Est. Liquidity

~3Y

Data Quality

Data: Medium

Fair valuation at 32x ARR. dbt native expansion is key threat.

Last updated: March 22, 2026

Alation

-73%

est. 2Y upside i

Data & Analytics

Rank

#3454

Sector

Data Catalog/Governance

Est. Liquidity

~3Y

Data Quality

Data: Medium

Alation: Fairly Valued with 15% expected upside.

Last updated: March 22, 2026

Upside Comparison

Expected Upside

Monte Carlo
-36%
Alation
-73%

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