Monte Carlo vs Starburst

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

Starburst

-53%

est. 2Y upside i

DevOps & InfraSeries D+

Rank

#4134

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

Note: These companies have different risk levels. Monte Carlo (Moderate Risk) and Starburst (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

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