Section 13

When to Use Each System

Pick the right deployment for your scenario.

ScenarioUse
Single user, small dataDuckDB
Small team, app integrationPostgres
Growing org, compliance needsAWS
Large analytics workloadsSnowflake
  • DuckDB: no infrastructure, local execution
  • Postgres: transactional + API support
  • AWS: scalable, managed services
  • Snowflake: optimized for analytics

Decision framework

FactorDuckDBPostgresAWSSnowflake
Data Size< 200GB< 1TB1TB+1TB+
Users11–55–2020+
CostFreeLowMediumHigh
Setup ComplexityVery LowLowMediumHigh
Use CaseLocal analysisApp + analyticsScalable systemsLarge analytics

DuckDB

  • Single machine
  • No infrastructure
  • Best for local analytics

Postgres

  • Supports applications + analytics
  • Good for small teams
  • Requires basic setup

AWS

  • Scalable infrastructure
  • Managed services
  • Suitable for growing organizations

Snowflake

  • Designed for analytics
  • High scalability
  • Higher cost