Panera Bread

Challenge

Panera Bread was investing heavily in digital ordering — mobile apps, kiosks, web ordering — and the underlying platform needed to keep pace. The existing infrastructure was provisioned manually, deployments were bi-weekly events that required coordination across multiple teams, and scaling for peak ordering periods (lunch rush, promotions) was a manual process that often started too late.

The restaurant technology space has a unique constraint: downtime during peak hours directly translates to lost revenue and frustrated customers. The platform needed to be both more agile and more reliable — usually competing priorities, but both non-negotiable.

Approach

Kubernetes strategy: Designed a Kubernetes adoption roadmap tailored to Panera’s operational reality. This wasn’t a greenfield deployment — it meant containerizing existing services, establishing orchestration patterns, and building the operational knowledge within the team to manage a container platform in production.

Ordering platform modernization: Worked with the engineering team to decompose the ordering platform into services that could be deployed and scaled independently. The ordering flow, inventory management, and payment processing each had different scaling characteristics and needed to be managed accordingly.

Operational readiness: Built monitoring, alerting, and auto-scaling configurations specific to restaurant ordering patterns. Peak lunch hours, promotional campaigns, and seasonal variations all required different scaling behaviors. The platform needed to anticipate demand, not react to it.

Outcomes

• Deployment frequency increased from bi-weekly to multiple times daily, enabling rapid iteration on digital ordering features
• Ordering platform uptime significantly improved during peak hours
• Infrastructure provisioning time reduced from weeks to hours through container orchestration and infrastructure-as-code
• Auto-scaling capabilities enabled the platform to handle promotional traffic spikes without manual intervention

Technologies Used

Kubernetes, Docker, Helm, cloud infrastructure, monitoring and observability (Prometheus, Grafana), CI/CD pipelines, infrastructure-as-code