Embrace Eventual Consistency: Avoid ACID in Distributed Systems with Sagas and Outbox Patterns

August 12, 2026
Embrace Eventual Consistency: Avoid ACID in Distributed Systems with Sagas and Outbox Patterns
  • Begin with a well-structured monolith, keep it modular, and only split when concrete signals justify the added complexity; avoid a distributed monolith by enforcing clear boundaries and evolving incrementally.

  • Start with one large application and only fragment it when real signals demand it, to prevent premature complexity.

  • Be aware of hidden microservice costs: higher latency, lack of cross-service transactions, more complex CI/CD, heavier observability and on-call burdens, and increased cognitive load.

  • While microservices offer independent deployment, ownership, and fault isolation, they introduce costs like network latency, eventual consistency, and elevated CI/CD and monitoring requirements.

  • Do not rely on ACID distributed transactions; accept eventual consistency and coordinate across services with sagas or outbox patterns.

  • Further reading and author contact information are available on arnavsharma.dev.

  • (note: empty placeholder retained for completeness)

  • Prioritize practical domain-driven design and organizational considerations over chasing architectural trends.

  • Architecture exists on a spectrum: monolith, modular monolith, microservices, and distributed monolith—the last being a common pitfall to avoid.

  • Conway's Law suggests architecture should reflect organizational structure; align architecture with team size and composition.

  • Avoid splitting services by technical layers; instead partition by business capabilities such as orders, payments, and inventory.

  • Plan for failure from the start: implement timeouts, retries, circuit breakers, and bulkheads to withstand partial failures.

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Sources

Microservices Pitfalls to Avoid Early

DEV Community • Aug 12, 2026

Microservices Pitfalls to Avoid Early

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