Recommendation

Start with PostgreSQL for a conventional SaaS or business application.

A relational system of record is the bounded default when the domain has related records, integrity rules, transactions, and evolving analytical needs.12

Main trade-off

The database family fixes important data semantics and failure boundaries, while provider operation, query abstraction, and specialized retrieval still require separate decisions.1357

Choose the data model before the provider

The decisive questions describe the application's records and failure obligations, not a vendor feature checklist.

  1. Data shape and access

    Model relationships, aggregates, key lookups, write paths, and the queries the product must answer.7

  2. Integrity and consistency

    Declare transaction boundaries, constraints, write visibility, and acceptable stale or conflicting state.12

  3. Durability and recovery

    Set backup, restore, point-in-time recovery, availability, and geographic requirements before comparing services.12

  4. Ownership and portability

    Decide whether an engine, an integrated backend, or a runtime-native database is the intended long-term boundary.3

When the relational baseline changes

These are architecture exceptions with different ownership and portability boundaries, not interchangeable PostgreSQL hosts.

You want one integrated backend

Evaluate Supabase.

PostgreSQL, Auth, Storage, Realtime, APIs, and policy tooling can remove substantial assembly work for a small team.

Verify: Treat this as a platform decision; independently replaceable identity, storage, API, and database boundaries point elsewhere.123

You want focused elastic PostgreSQL

Evaluate Neon.

It preserves a PostgreSQL-focused service boundary while adding branching and elastic compute.

Verify: Validate suspension, connections, recovery, region availability, capacity, and usage economics against the real workload.124

The application is intentionally Cloudflare-native

Evaluate Cloudflare D1.

Workers bindings and SQLite semantics can be a coherent fit for a platform-native application.

Verify: Do not use it when PostgreSQL compatibility, provider portability, or workload behavior outside D1's documented limits is required.1256

The domain is intrinsically document-shaped

Evaluate MongoDB.

Bounded aggregates can map naturally to documents when relationships and cross-aggregate transactions are not dominant.

Verify: Choosing documents merely to avoid schema design is not enough; relational integrity and SQL-shaped access should keep PostgreSQL in front.127

Boundary: This Task chooses the source-of-truth family. Managed PostgreSQL providers, serverless elasticity, ORMs, caches, lexical search, vector search, and file storage are separate downstream decisions.

Official resources

Use the primary documentation to validate product boundaries, operating behavior, limits, and current commercial terms.

Sources

Official documentation supporting the decision routes and their boundaries.

  1. 1
    PostgreSQL documentation

    PostgreSQL · Accessed Official

  2. 2
    PostgreSQL constraints

    PostgreSQL · Accessed Official

  3. 3
    Supabase database overview

    Supabase · Accessed Official

  4. 4
    Neon introduction

    Neon · Accessed Official

  5. 5
    Cloudflare D1 documentation

    Cloudflare · Accessed Official

  6. 6
    Cloudflare D1 limits

    Cloudflare · Accessed Official

  7. 7
    MongoDB data modeling

    MongoDB · Accessed Official