Waqas Ahmad — Software Architect & Technical Consultant

Specializing in

Distributed Systems

.NET ArchitectureCloud-Native ArchitectureAzure Cloud EngineeringAPI ArchitectureMicroservices ArchitectureEvent-Driven ArchitectureDatabase Design & Optimization

👋 Hi, I'm Waqas — a Software Architect and Technical Consultant specializing in .NET, Azure, microservices, and API-first system design..
I help companies build reliable, maintainable, and high-performance backend platforms that scale.

Experienced across engineering ecosystems shaped by Microsoft, the Cloud Native Computing Foundation, and the Apache Software Foundation.

Available for remote consulting (USA, Europe, Global) — flexible across EST, PST, GMT & CET.

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Latency

Definition

Batch: minutes to hours; streaming: seconds to minutes; key differentiator for choice.

As defined in the knowledge graph

Caching reduces latency by avoiding backend calls. — From: Caching Strategies: Redis, In-Memory, and Distributed in .NET
Speed of completion; Copilot often lowest; more context can increase latency. — From: Cursor vs Claude Code vs Copilot: Which AI IDE Actually Helps?
gRPC often lower due to binary and HTTP/2. — From: gRPC vs REST for .NET APIs: When to Choose Which
Request duration; p50, p95, p99; key metric for performance and alerts. — From: Observability for .NET on Azure
Duration of spans; identify slow service or dependency. — From: OpenTelemetry and Distributed Tracing in .NET

Related concepts

Backpressure Caching Codebase Context Decision Framework gRPC Metrics Span

Articles mentioning this concept

Caching Strategies: Redis, In-Memory, and Distributed in .NET Cursor vs Claude Code vs Copilot: Which AI IDE Actually Helps?Data Engineering: Batch vs Streaming In-Depth gRPC vs REST for .NET APIs: When to Choose Which Observability for .NET on Azure OpenTelemetry and Distributed Tracing in .NET