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WG Day:

Menlo Park, California
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Aishwarya Tirumala

Scaling GraphQL on AWS: Production Architecture for High-Volume Data Systems

Ana of California
Production InsightHuge Scale

Session description

This presentation explores production-scale GraphQL architecture on AWS, demonstrating how to handle millions of requests and complex data operations at enterprise scale. Drawing from real-world pricing systems that serve thousands of internal clients, we'll examine the architectural decisions behind building resilient, high-performance GraphQL services using AWS AppSync, Lambda, and DynamoDB. The session covers critical production considerations including query optimization strategies, caching layers, connection pooling, and event-driven architectures that power real-time notifications at scale. Attendees will learn how GraphQL simplifies data access across massive datasets while maintaining performance and reliability. We'll discuss scaling patterns, monitoring strategies, and lessons learned from operating GraphQL services that handle billions of daily operations across global marketplaces. This technical deep-dive is designed for engineers interested in understanding how to architect and operate GraphQL systems at huge scale, with practical insights from Amazon's production environments.


Session speakers

Aishwarya Tirumala

Amazon, Amazon Pricing GraphQL Developer

Huge Scale

Aishwarya is a Software Engineer on Amazon's Retail Pricing Platform team, where she builds the GraphQL based infrastructure that powers pricing data access across Amazon's global marketplace. She's passionate about leveraging GraphQL to simplify complex data access patterns and building event-driven architectures that keep distributed systems in sync at massive scale. She presented on GraphQL at GraceHopperConference 2025 sharing insights from operating production services at enterprise scale.

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