Scalable Systems Aren't Built by Adding More Servers Alone!
Rohan Malhotra
Staff Engineer @ Orbitly | Distributed systems, Go, Postgres | Writing about architecture tradeoffs
Scalable Systems Aren't Built by Adding More Servers Alone!
After years of building backend systems, one lesson stands out: scalability starts with good architectural decisions, not just more infrastructure.
Here are a few principles I keep coming back to:
Design for failure: Networks fail, services go down, and timeouts happen. Build systems that can recover gracefully.
Keep services stateless where possible: Stateless services are easier to scale horizontally and recover when instances fail.
Make database decisions carefully: Indexing, connection pooling, query optimization, and thoughtful data partitioning can make a huge difference.
Measure before optimizing: Use metrics, logs, and traces to identify real bottlenecks instead of guessing.
Think about multi-tenancy: In shared systems, isolate tenant data and resources while balancing cost, performance, and reliability.
Good architecture isn't about making everything complex. It's about making the right trade-offs for the problem you're solving.
Backend engineers: What's the most challenging scalability problem you've faced — database performance, traffic spikes, or service reliability?
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