#Load Balancing

Articles about Load Balancing — exploring patterns, best practices, and real-world implementations in production systems.

3 posts tagged with load balancing. ← All posts

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Pratik Dhanave · ·5 min read

Routing and Load Balancing

Once every model call flows through one place, that place can make an intelligent decision on every request: which model should serve this, and through which of your capacity? Routing picks the right model for the task; load balancing spreads traffic across providers and keys so no single limit or outage bottlenecks you. Together they turn the gateway from a passthrough into a control plane.

Once every model call flows through one place, that place can make an intelligent decision on every request: which model should serve this, and through which of your capacity? Routing picks the right model for the task; load balancing spreads traffic across providers and keys so no single limit or outage bottlenecks you. Together they turn the gateway into a control plane.

#AI Gateway#LLM Infrastructure#Load Balancing#AI Engineering#LLMs
Pratik Dhanave · ·6 min read

gRPC in Production

A gRPC service that works on localhost is a long way from one that runs reliably at scale. Production raises questions localhost never does: how do calls get load-balanced when connections are long-lived? How do you secure them, expose them to browsers, observe them, and evolve the contract without breaking anyone? This closing post covers what it takes to run gRPC for real.

A gRPC service that works on localhost is far from one that runs reliably at scale. Production raises questions localhost never does: how do calls get load-balanced when connections are long-lived? How do you secure them, expose them to browsers, observe them, and evolve the contract without breaking anyone? This closing post covers running gRPC for real.

#gRPC#Production#Load Balancing#Backend Engineering#APIs
Pratik Dhanave · ·15 min read

Scaling Fundamentals

How systems grow under load — vertical vs horizontal scaling, why statelessness is the real enabler, load balancing from L4 to L7, consistent hashing, read/write scaling, the scale cube, and when the honest answer is "don't scale yet."

How systems grow: vertical vs horizontal scaling, statelessness as the enabler of horizontal scale, load balancing (L4/L7, consistent hashing), read/write scaling with replicas — and knowing when not to scale.

#System Design#Scalability#Load Balancing#Architecture#Distributed Systems

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.