Case StudyBy Omri Wallach

Kubernetes Consulting for Mercedes-Benz Speech Cloud

Enterprise Kubernetes orchestration for Mercedes-Benz Speech Cloud. Azure AKS, Golang, gRPC, Terraform, Datadog SRE for multi-cluster vehicle platform.

Mercedes-Benz Speech Cloud Kubernetes Architecture

Mercedes-Benz Speech Cloud — Multi-Cluster Kubernetes on Azure

Context

Mercedes-Benz Speech Cloud is a global platform for real-time audio commands serving millions of connected vehicles. The architecture relied on microservices-based Kubernetes on Azure Cloud, requiring extreme reliability for mission-critical driver interactions.

Engineering Challenges

Observability in Distributed Systems

Dozens of microservices required identifying error rates and latency spikes across the fleet for SRE workflows.

Performance & Latency

Real-time audio processing demands high-throughput communication; legacy protocols created overhead.

Massive Scale Management

Multi-cluster deployments requiring vertical and horizontal pod scalability during peak global traffic.

Architectural Solutions

gRPC & Protobuf

Optimized service communication with gRPC/ProtoBuf, reducing payload sizes and improving response times.

Terraform IaC

Infrastructure as code using Terraform for stable, repeatable deployments across Azure.

Datadog & OpsGenie SRE

Datadog and OpsGenie for real-time alerting and proactive incident response.

Quality Engineering

TDD/BDD with Golang testing and Mockito, optimized Azure DevOps CI/CD.

Measurable Impact

Architectural Clarity

Comprehensive documentation: entity, infrastructure, and database schema diagrams.

Production Stability

Optimized logging and monitoring improved service quality standards.

Scalable Delivery

Balanced Golang/Java development with stakeholder-aligned leadership.

Technical Stack

Azure AKSGolangJava Spring BootTerraformgRPCDatadogOpsGenieHelmRedisTDD/BDD
Omri Wallach
Omri Wallach
Senior Cloud Engineer & Solution Architect

7+ years delivering mission-critical cloud platforms for Mercedes-Benz, Yara International, and leading European enterprises.