Azure Container Apps: Serverless Deployment for AI Workloads
AI applications often have variable load patterns with periods of high demand followed by quiet periods. Container Apps scales to zero during idle times…
27 articles
AI applications often have variable load patterns with periods of high demand followed by quiet periods. Container Apps scales to zero during idle times…
Many organizations run GPU workloads at 30-40% utilization, paying for idle compute. Understanding workload patterns and implementing optimization…
Configure Azure Monitor alerts when subscriptions approach quota limits. Provide self-service usage dashboards so customers can track their consumption and…
Strategic capacity planning ensures AI systems can scale efficiently within budget.
Platform engineering enables scale while maintaining quality and consistency. Build platforms that make the right thing easy and the wrong thing hard.
The GPU crunch will ease, but strategic capacity planning remains important. Use managed services where possible, and reserve capacity for predictable…
Infrastructure will increasingly abstract away the complexity of AI, making it as easy to add AI as it is to add a database today.
Self-hosted agents provide flexibility for specialized build requirements and secure access to internal resources.
Agent pools provide flexible compute resources for diverse build requirements.
The future is developers who can move fast within safe guardrails. Self-service infrastructure makes that possible.
Platform engineering is about creating golden paths - paved roads that make it easy for developers to do the right thing. It's infrastructure as a product…
Azure Stack HCI provides a modern hyperconverged infrastructure platform with deep Azure integration. It's ideal for organizations that need on-premises…
Azure Arc-enabled servers bring Azure's management capabilities to your entire server estate, regardless of where those servers run. This unified management…
Node pools are the AKS mechanism for running heterogeneous workloads on a single cluster—different VM SKUs, OS types, and node configurations within the…
Hybrid cloud is the trend right now I see in a lot of companies and enterprises. The term hybrid has grown too in the last couple of years. It used to be…
DSC works with three key components: Configurations : PowerShell scripts defining desired state Resources : Building blocks for configurations (files,…
Set up Azure Automation: Create a runbook for VM management: Create a Python runbook for resource cleanup: Create schedules for automated execution: Create…
Traditional NSG rules use IP addresses, which creates challenges: IP addresses change when VMs are recreated Rules become hard to read with many IP ranges…
NSG rules are evaluated by priority (100 4096, lower = higher priority): Direction : Inbound or Outbound Priority : 100 4096 (lower numbers processed first)…
Azure Firewall rules are the configuration work that determines whether your network security posture is genuinely restrictive or accidentally permissive.…
Set up a private DNS zone for your organization: Complete Private DNS setup with Terraform: Create DNS zones for Azure Private Link services: Integrate…
NAT Gateway solves several problems: SNAT Port Exhaustion : Each NAT Gateway supports up to 64,000 concurrent connections per public IP Simplified…
Azure offers two SKUs: Basic : Free, limited features, no SLA Standard : Zone redundant, SLA backed, supports availability zones Set up an internet facing…
VNet peering is the network connectivity primitive I configure in almost every Azure architecture. The pitch is simple: two virtual networks, connected via…
Private Cloud Dedicated VMware environment Clusters Groups of ESXi hosts (minimum 3) vSAN Software defined storage NSX T Software defined networking HCX…
Azure Dedicated Host is the offering I typically reach for when a client's security or compliance team says "I can't be on shared hardware." The use cases…
Share VPN/ExpressRoute gateway across peered VNets. VNet peering is the foundation of Azure network architecture.