Naveen Kumar Birru
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Posts tagged "scalability"

32 posts found

WASM Runtime Architecture: Performance and Security Trade-offs

July 14, 2025

Architectural considerations for building high-performance WebAssembly runtimes with robust security isolation

architecturesecurityplatform-engineeringscalability

Distributed AI System Design: Architectural Patterns for Scale

June 17, 2025

Designing distributed architectures for AI systems that handle massive scale, geographic distribution, and complex coordination requirements

architecturedistributed-systemsaiscalability

LLMOps Platform Architecture: Building Production AI Infrastructure

March 18, 2025

Architectural patterns for building robust LLMOps platforms that handle model serving, prompt management, observability, and cost optimization at scale

architectureplatform-engineeringaiscalability

AI at Scale: Architectural Lessons from 2024

December 28, 2024

Reflecting on a year of building and scaling AI infrastructure—key architectural insights, patterns that worked, mistakes made, and what's next for production AI systems.

aiarchitectureplatform-engineeringsystem-designscalability

Production AI System Design: Principles for Building Reliable ML at Scale

November 18, 2024

Core architectural principles and design patterns for building AI systems that are reliable, maintainable, and scalable in production environments.

aiarchitecturesystem-designplatform-engineeringscalability

Distributed AI Training Infrastructure: Architectural Patterns for Scale

August 11, 2024

Exploring architectural approaches to building distributed training infrastructure that scales from single machines to hundreds of GPUs across multiple data centers.

aiarchitecturedistributed-systemsscalabilityplatform-engineering

Achieving 5x Latency Reduction: Architectural Decisions That Matter

July 14, 2024

Deep dive into the architectural decisions and trade-offs that enabled reducing system latency by 5x in a production security platform.

architectureperformancesystem-designscalability

2022 Reflections: Architectural Lessons from Scaling to 100M+ Events Daily

December 28, 2022

A year-end reflection on architectural lessons learned from operating large-scale distributed systems, managing 60+ microservices, and optimizing systems processing hundreds of millions of events.

architecturedistributed-systemsscalabilityperformancesystem-design

System Design for 100M+ Events Per Day: Architecture Patterns and Lessons

November 18, 2022

Architectural patterns and design decisions for building systems that process hundreds of millions of events daily, covering scalability, reliability, and performance optimization.

architecturedistributed-systemsscalabilityevent-drivenperformance

Cloud-Native Data Platform Architecture: Design Principles and Patterns

October 27, 2022

Architectural patterns for building scalable, resilient data platforms in the cloud, covering storage strategies, compute orchestration, and multi-region data management.

architecturedata-engineeringplatform-engineeringdistributed-systemsscalability

API Design Patterns and Evolution Strategies for Long-Lived Systems

September 23, 2022

Architectural approaches to designing APIs that evolve gracefully over years, balancing stability for existing clients with innovation for new capabilities.

architecturesystem-designmicroservicesplatform-engineeringscalability

Data Mesh Architecture: Decentralizing Data Ownership at Scale

June 22, 2022

Exploring data mesh principles and architectural patterns for scaling data platforms across large organizations with distributed ownership and federated governance.

architecturedata-engineeringplatform-engineeringdistributed-systemsscalability

ML Feature Pipeline Architecture: Building Reliable Real-Time Feature Platforms

May 18, 2022

Architectural patterns and design decisions for building scalable ML feature pipelines that serve predictions in real-time while maintaining consistency and reliability.

architectureaidata-engineeringplatform-engineeringscalability

The Path from 400ms to 50ms: A Performance Optimization Journey

April 14, 2022

A detailed walkthrough of systematic performance optimization that achieved 8x latency improvement through measurement, analysis, and targeted fixes.

performancescalabilitydistributed-systemsjavaobservability

Managing 60+ Microservices: Lessons from Large-Scale Systems

March 17, 2022

Practical strategies for operating dozens of microservices, from service mesh to observability, deployment automation, and organizational patterns that work.

microservicesdistributed-systemsplatform-engineeringscalabilityobservability

Real-Time Data Processing: From Batch to Streaming

February 15, 2022

Transitioning from batch data processing to real-time streaming architectures, with practical migration strategies and lessons learned.

data-engineeringevent-streamingdistributed-systemskafkascalability

Event Streaming Best Practices: Lessons from Processing Billions of Events

January 20, 2022

Advanced patterns and best practices for building reliable, high-throughput event streaming platforms based on real-world experience at massive scale.

event-streamingkafkadistributed-systemsscalabilityperformance

2021 in Review: Lessons from Building at Scale

December 30, 2021

Reflecting on a year of building distributed systems, managing large engineering teams, and the key technical and organizational lessons learned.

distributed-systemsplatform-engineeringscalabilitymicroservices

Platform Engineering: Building Internal Developer Platforms That Scale

November 18, 2021

Strategies for building internal developer platforms that improve productivity, reduce cognitive load, and enable teams to move faster while maintaining reliability.

platform-engineeringdistributed-systemsmicroservicesscalability

GraphQL Federation: Building Distributed Graph APIs at Scale

October 21, 2021

Practical guide to implementing GraphQL Federation for microservices, enabling teams to build a unified API while maintaining service autonomy.

microservicesdistributed-systemsplatform-engineeringscalability

Multi-Region Deployments: Strategies for Global Scale

September 16, 2021

Architectural patterns and implementation strategies for deploying applications across multiple regions while maintaining consistency, performance, and availability.

distributed-systemsscalabilityplatform-engineeringperformance

Edge Computing Patterns: Bringing Compute Closer to Users

July 14, 2021

Exploring edge computing architectures, CDN integration, and strategies for distributing computation to reduce latency and improve user experience.

edge-computingdistributed-systemsperformancescalability

Data Pipeline Architectures: Lambda vs Kappa vs Delta

June 17, 2021

Comparing modern data pipeline architectures for real-time and batch processing, with practical implementation patterns and trade-offs.

data-engineeringdistributed-systemsevent-streamingkafkascalability

AI/ML in Production: Building Platforms That Actually Work

May 22, 2021

Real-world strategies for deploying and scaling machine learning systems in production, from model serving to feature pipelines and monitoring.

aimachine-learningplatform-engineeringscalabilitypython

Latency Optimization: How We Reduced API Response Time from 400ms to 50ms

April 18, 2021

A detailed walkthrough of performance optimization techniques that achieved an 8x latency reduction in a high-scale distributed system.

performancescalabilitydistributed-systemsjava

Breaking the Monolith: A Practical Guide to Microservices Migration

March 20, 2021

Step-by-step approach to decomposing monolithic applications into microservices, with real-world patterns, pitfalls to avoid, and migration strategies that work.

microservicesdistributed-systemsplatform-engineeringscalability

Kafka Stream Processing: From Theory to Production at Scale

February 12, 2021

Practical guide to building production-grade Kafka stream processing applications, covering architecture patterns, performance optimization, and operational best practices.

kafkaevent-streamingdistributed-systemsscalabilitydata-engineering

Event-Driven Architectures: Building Systems That Scale to Billions of Events

January 15, 2021

Deep dive into designing event-driven architectures that can handle massive scale, exploring patterns, anti-patterns, and real-world implementation strategies.

event-streamingdistributed-systemskafkascalabilitymicroservices

Implementing Distributed Consensus with Raft for FC-Redirect

November 18, 2014

Building a production Raft implementation to provide distributed consensus and high availability for FC-Redirect's control plane

distributed-systemsarchitectureciscostorage-networkingscalability

2013 Year in Review: Scaling, Performance, and Growth

December 20, 2013

Reflecting on a year of scaling FC-Redirect from 1K to 12K flows, achieving 20% performance improvements, and lessons learned along the way

distributed-systemsscalabilityperformanceciscostorage-networking

High Availability at Scale: Lessons from 99.999% Uptime

August 18, 2013

Deep dive into the architecture patterns and operational practices that enable five-nines availability in FC-Redirect at massive scale

distributed-systemsarchitectureciscostorage-networkingscalability

Scaling FC-Redirect: From 1K to 12K Flows

January 15, 2013

Deep dive into the architectural challenges and solutions for scaling FC-Redirect from 1,000 to 12,000 concurrent flows while maintaining performance

distributed-systemsscalabilityciscostorage-networkingfibre-channel

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