How to raise venture capital for a data or analytics infrastructure startup in 2026.
Data and analytics infrastructure — Snowflake, Databricks, Fivetran, dbt Labs, Airbyte, Confluent, MotherDuck, Rill, Hex, ClickHouse, Materialize — is one of the largest venture categories, with consumption-based revenue models, warehouse-ecosystem positioning, and enterprise-grade sales cycles.
Data-infra rounds are underwritten on consumption-based revenue quality, warehouse ecosystem positioning (Snowflake, Databricks, BigQuery), and the ability to expand within accounts as data volume grows. Snowflake and Databricks reset the ceiling; consumption-pricing volatility (2022–2023 optimization wave) reset the discipline required.
Data-focused / infra-heavy: Amplify Partners, Redpoint, Bessemer, Accel, Andreessen Horowitz (infra), Sequoia, Kleiner Perkins, Lightspeed, Battery, Greylock, Coatue, Insight Partners, Tiger Global, ICONIQ, NEA, and Meritech.
Emerging / thesis-driven: MADRONA (Seattle data), Emergence, IVP, and DCVC.
Strategic: Snowflake Ventures, Databricks Ventures, MongoDB Ventures, Confluent (Halyard), Salesforce Ventures, GV, and Microsoft M12.
Snowflake ecosystem: Snowpark, Native Apps, Streamlit, Powered by Snowflake — investors weight ecosystem placement and marketplace GTM.
Databricks ecosystem: Delta Sharing, Unity Catalog integration, Lakehouse Apps, Partner Connect.
BigQuery / GCP ecosystem: BigQuery Studio, Dataproc integration, Google Cloud Marketplace.
Cross-warehouse portability is a moat versus single-warehouse lock-in — investors value both, differently priced.
Consumption revenue is higher-quality when net revenue retention holds through customer optimization cycles. 2022–2023 taught investors to underwrite NRR through downturn, not just at peak. Land-and-expand math: cohort revenue growth 12–18 months post-onboarding is the diagnostic.
ARR growth (100%+ at Series B, 60–100% at growth stage), NRR (130%+ is category baseline for consumption models), gross margin (70–80% for hosted infra), and cohort expansion (net cohort revenue up 40–80% by month 18).
Overstating NRR at peak without showing optimization-cycle behavior. Weak warehouse ecosystem story. Confusing usage with revenue. Missing enterprise motion (SOC 2, HIPAA, VPC, private link) at Series B. No answer for hyperscaler / warehouse-native competitive response.
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