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Cloud Architecture 12 MIN READ

Scaling to
1B Requests Strategy.

Toplogic Infrastructure
Oct 12, 2025

"Latency is the new downtime. In a global marketplace, delivering content from a single region is no longer a viable strategy for scale."

Executive Summary

Handling one billion requests per month requires more than just bigger servers; it demands a fundamental shift in how we think about request routing and data locality. The traditional single-region database with CDN caching is insufficient for dynamic, write-heavy applications.

Our approach leverages a multi-cloud edge strategy, utilizing distributed gRPC nodes and a global mesh to ensure that computation happens as close to the user as possible, reducing latency by up to 60%.

Global Mesh Architecture

Legacy Cloud

  • ✕ Centralized Database
  • ✕ High Latency Hops
  • ✕ Single Point of Failure

Multi-Cloud Edge

  • Distributed State
  • Edge Computation
  • Geo-Redundancy

We utilize Pulumi to define our infrastructure as code, allowing us to deploy identical stacks across AWS, GCP, and Azure regions simultaneously, creating a resilient global mesh.

Infrastructure Specs

Zero-Latency Mesh.

Our custom mesh layer intercepts requests at the edge. Read operations are served from local read-replicas, while write operations are asynchronously propagated using CRDTs (Conflict-free Replicated Data Types) to ensure eventual consistency without locking.

99.99%
Uptime SLA
12ms
Global Latency
1B+
Monthly Requests

Cost Analysis

Surprisingly, distributed architectures can reduce costs. By routing traffic to the most cost-effective provider in a given region and minimizing cross-region data transfer fees through smart caching, we lowered our infrastructure bill by 22% while increasing capacity.

Toplogic Infrastructure

Our specialized cloud engineering team focuses on extreme scale, distributed systems, and reliability engineering for next-generation platforms.

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Engineer Your Digital Future.

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