Platform Engineering Playbook Podcast

**Is your company bleeding $43,800 annually on hidden Kubernetes costs?** Most platform teams have no idea they're paying this "invisible tax" – but the smartest engineers are already eliminating it. In today's Platform Engineering Playbook, we expose the shocking truth about Kubernetes cost isolation and dive deep into virtual clusters as the solution. Plus, we break down the biggest platform eng...

**Why do 87% of AI models never reach production? It's not the AI - it's the infrastructure underneath.** In this deep dive episode of Platform Engineering Playbook, we tackle the critical challenge of building cloud-native platforms that can actually support AI workloads at scale. While everyone's talking about model performance, the real bottleneck is happening at the infrastructure layer. **Wha...

**What happens when AI agents in your Kubernetes cluster start making their own scaling decisions without proper guardrails?** In this episode of Platform Engineering Playbook, we dive deep into the emerging world of cloud native agentic standards and why they're becoming mission-critical for modern infrastructure. As AI agents become more autonomous in managing our clusters, the need for standard...

What happens when hundreds of AI agents start running in your Kubernetes cluster but can't communicate with each other? By 2026, this isn't a hypothetical problem—it's the reality platform engineers are facing right now. In this episode of Platform Engineering Playbook, we dive deep into the CNCF's new cloud-native agentic standards and what they mean for your infrastructure. We'll break down why...

**Are you burning through your LLM budget with zero visibility into why?** You're not alone - 73% of production deployments are facing this exact problem right now. In today's Platform Engineering Playbook, we tackle the monitoring crisis plaguing AI infrastructure and break down five game-changing developments reshaping how we deploy and secure production systems. **🎯 What You'll Learn:** • How...

**What if 94% of Helm chart vulnerabilities could be prevented with one unexpected technology?** Today's Platform Engineering Playbook dives deep into the surprising intersection of WebAssembly and Kubernetes security, plus breaking news that every platform engineer needs to know. **What You'll Learn:** • How WebAssembly is revolutionizing Helm chart security (spoiler: it's not replacing Kubernete...

**87% of AI workloads are sitting idle on GPUs right now** - yet companies keep buying more hardware. What if the problem isn't capacity, but how we're running AI on Kubernetes? In today's Platform Engineering Playbook, we tackle the massive inefficiencies plaguing AI infrastructure at scale. You'll discover why traditional Kubernetes patterns break down with AI workloads, what's actually happenin...

**Are 73% of Kubernetes clusters really flying blind?** According to recent industry reports, most K8s deployments are drowning in meaningless metrics while missing the signals that actually matter for performance and cost optimization. In today's Platform Engineering Playbook, we tackle the Kubernetes observability crisis head-on. You'll discover why traditional monitoring approaches are failing...

**87% of enterprise AI deployments have a critical security vulnerability that red teams aren't even testing for.** Are you one of them? In today's Platform Engineering Playbook, we expose the massive security hole plaguing enterprise AI systems and dive deep into prompt injection attacks that are slipping past traditional security measures. Plus, we cover the latest platform engineering news that...

**Is your Kubernetes cluster blind to AI model poisoning attacks?** 73% of companies running AI workloads can't detect when their models are compromised - and traditional monitoring tools are completely useless against these threats. In today's Platform Engineering Playbook, we dive deep into why AI workloads are breaking traditional Kubernetes observability strategies and what platform teams need...

**87% of AI companies are burning cash on the wrong cloud infrastructure - and they have no idea.** In this episode of Platform Engineering Playbook, we expose the costly mistakes plaguing AI infrastructure and reveal the framework that's helping platform teams save millions while scaling smarter. **What You'll Learn:** • The 6 categories of AI cloud infrastructure that matter in 2026 • How to tra...

**Is your monitoring bill about to explode? AI-generated code is creating 10x more observability data than human-written code.** In this deep dive episode of Platform Engineering Playbook, we unpack the hidden observability crisis that's quietly hitting DevOps teams everywhere. While AI accelerates development, it's also flooding your monitoring systems with unprecedented amounts of telemetry data...

**Are you throwing money away on Kubernetes compute costs?** 87% of clusters waste up to half their resources on idle nodes - but there's a solution that's changing everything. In today's Platform Engineering Playbook, we dive deep into **Karpenter**, the game-changing autoscaler that's revolutionizing how teams think about Kubernetes resource management. You'll discover why traditional cluster au...

**Why do 70% of AI projects crash and burn before they ever see production?** Spoiler alert: it's not the AI that's broken. In today's Platform Engineering Playbook, we're diving deep into the AI infrastructure crisis that's keeping CTOs awake at night. While everyone's racing to deploy the latest AI models, most organizations are discovering their legacy systems simply can't handle the load. **Wh...

**Why do 97% of companies using Kubernetes never scale beyond their original expert team?** It's not a skills problem - it's an architecture problem that Internal Developer Platforms (IDPs) are uniquely positioned to solve. In today's episode of Platform Engineering Playbook, we dive deep into the Kubernetes scaling crisis and explore how IDPs can democratize container orchestration across your en...

**What if your AWS bill has a hidden line item costing you thousands that doesn't even show up in Cost Explorer?** Today on Platform Engineering Playbook, we expose the sneaky cloud costs that are bleeding your budget dry and dive deep into the AWS Well-Architected Framework's six pillars to help you architect cost-efficient, secure platforms. **What You'll Learn:** ✅ How to identify and eliminat...

**87% of production Ansible playbooks have critical flaws - but AI just revealed how to fix them.** Today's Platform Engineering Playbook dives deep into how AI is revolutionizing infrastructure automation and Ansible development. We'll explore groundbreaking research showing most production playbooks lack proper error handling, and how collaborative AI approaches are changing the game for platfor...

**GrafanaCON 2026 just dropped their agenda, and every attendee will build an AI agent from scratch on day one. What does this tell us about the future of platform engineering?** In today's Platform Engineering Playbook, we dissect the GrafanaCON 2026 agenda to uncover what it reveals about emerging trends in observability and platform tooling. We analyze why hands-on AI workshops are becoming con...

What if your observability stack could debug and fix production issues while you sleep? That future might be closer than you think. In today's Platform Engineering Playbook, we explore the cutting edge of agentic AI in observability systems and break down the biggest platform engineering news shaping March 2026. **🎯 WHAT YOU'LL LEARN:** • How self-healing observability stacks are revolutionizing...

What happens when a major AI platform goes dark while secretly pursuing billion-dollar government contracts? Claude's massive outage reveals critical lessons about platform engineering resilience that every infrastructure team needs to understand. In today's Platform Engineering Playbook, we dissect Anthropic's Claude outage and uncover the hidden platform engineering challenges of serving classif...

**What if Spotify's secret weapon for managing 2,800 microservices could transform your entire platform engineering strategy?** Today's Platform Engineering Playbook dives deep into the Backstage revolution that's quietly reshaping how engineering teams operate at scale. We break down what a production-grade Backstage implementation actually looks like in 2026, complete with real-world examples an...

**70% of Kubernetes clusters will go dark in March 2026 when ingress-nginx support officially ends. Are you ready?** Today's Platform Engineering Playbook dives deep into the massive ingress-nginx migration that's about to impact millions of Kubernetes workloads. We'll break down your migration options, timeline, and practical steps to avoid the chaos. **What You'll Learn:** ✅ Why ingress-nginx i...

**What if 87% of developer productivity loss just became a thing of the past?**  Anthropic's Claude Computer Use capability is reshaping how platform engineers think about developer workflows, and today we're breaking down exactly what this means for your platform strategy. **In this episode:** • **Deep dive into Claude's Computer Use** - How remote control capabilities are eliminating context swi...

**Is PostgreSQL really obsolete for AI workloads?** Databricks just dropped Lakebase and it's shaking up everything we thought we knew about database architecture for machine learning pipelines. In today's Platform Engineering Playbook, we're diving deep into Databricks' game-changing announcement and what it means for your data infrastructure strategy. Plus, we're covering the week's biggest plat...

**Your AI agents have root access to your infrastructure right now - and you don't even know it.** What happens when we give AI agents the keys to our entire platform? In today's Platform Engineering Playbook, we dive deep into the hidden security risks of AI infrastructure automation and explore practical solutions for implementing least-privilege access controls. **What You'll Learn:** • How to...