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Microservices vs Monolith: What We Learned After 50+ Projects

Alex Rivera10 min readSeptember 22, 2024

The honest truth about when to split your architecture — and when the monolith is the smarter choice.

Introduction

Building production-grade software requires more than just writing code — it demands a deep understanding of system design, performance constraints, and the real-world conditions your software will face. In this guide, we share the exact lessons we've learned from shipping 50+ projects to production.

“The difference between a demo and a product is the ability to handle the unexpected gracefully.”

The Core Principles

Every production system we build starts with three non-negotiable principles: observability, idempotency, and graceful degradation. Without these, you're flying blind when something inevitably goes wrong.

Observability means structured logging, distributed tracing, and metrics that tell you not just what happened, but why it happened and how to prevent it happening again.

Implementation Details

Let's look at a concrete example. When we built the NexaPay payment platform, the key architectural decision was to make every payment operation idempotent using a client-generated idempotency key.

// Idempotent payment processing
async function processPayment(payload: PaymentPayload) {
  const key = generateIdempotencyKey(payload);
  const cached = await redis.get(key);
  if (cached) return JSON.parse(cached);
  // ... process and cache result
}

Key Takeaways

  • Design for failure from the start — not as an afterthought.
  • Observability is not optional in production systems.
  • Idempotency prevents duplicate processing nightmares.
  • Graceful degradation keeps your system available during partial failures.
#Architecture#Microservices#Engineering
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Alex Rivera

Engineer at Codemaxxers. Writes about software architecture, AI, and shipping products that scale.

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