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API Architecture Patterns for Scalable Systems

RM
Remi Martins
·Head of Product·Feb 14, 2026·9 min read

The API design you start with will either accelerate or constrain every product decision that follows. There's no single right answer — but there are very clear wrong ones for each stage.

REST: The Boring Default That Usually Works

For most products at the 0-to-1 stage, REST is the right call. It's well understood, tooling is mature, and every engineer on the team can reason about it without a learning curve.

When GraphQL Is Worth the Overhead

GraphQL earns its complexity when clients have wildly different data requirements — mobile vs. web vs. third-party integrations. The cost is schema management, resolver complexity, and N+1 risks. Don't pay that cost if your clients are homogeneous.

gRPC for Internal Services

gRPC shines for high-throughput internal service communication where typed contracts and binary serialisation matter. It's not a public API format — it's an infrastructure primitive.

  • REST: Default choice, excellent tooling, easy to evolve
  • GraphQL: Heterogeneous clients, complex data graphs
  • gRPC: High-throughput internal services, strict contracts
  • Event-driven: Asynchronous workflows, eventual consistency acceptable

The Hidden Cost of Mixed Patterns

The real danger isn't choosing one pattern over another — it's mixing patterns inconsistently across the same product. Cognitive overhead compounds fast when different teams make different choices without a shared standard.

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