Platform Engineering Playbook Podcast

**What happens when a single configuration change takes down 20% of the internet for six hours?** In this episode of Platform Engineering Playbook, we dissect the massive Cloudflare outage from February 20th, 2026 - a catastrophic failure that started with a routine BYOIP pipeline update and ended with Cloudflare accidentally deleting their own customers' networks. **What You'll Learn:** • The tec...

**Is AI about to revolutionize how we build infrastructure? The CNCF CTO says we're not prepared for what's coming.** In this episode of Platform Engineering Playbook, we dive deep into the future of cloud native infrastructure and why 2026 might be the year everything changes. Based on Chris Aniszczyk's latest insights, we explore how AI agents are moving beyond just consuming our platforms to ac...

**Why do 92% of ML models never reach production?** It's not a code problem—it's a platform engineering problem. In today's episode of Platform Engineering Playbook, we tackle the massive infrastructure gap that's keeping AI initiatives stuck in notebooks while your data science teams wonder why their brilliant models never see the light of day. **What You'll Learn:** ✅ The real reasons ML models...

Your AI agents are using five different databases right now - and you don't even know it. This database sprawl is silently killing your platform's performance and your team's sanity. In today's Platform Engineering Playbook, we dive deep into SurrealDB's multi-model approach and how it's revolutionizing AI infrastructure. Plus, breaking news on vulnerability management patterns that every platform...

**What if API integration nightmares could disappear without writing a single line of code?** Agoda just dropped a game-changing solution that transforms any API into MCP (Model Context Protocol) with zero deployments - and it's about to reshape how platform teams approach AI integrations. In today's Platform Engineering Playbook, we break down this revolutionary no-code approach and explore what...

**LocalStack just killed their open-source edition - but what does this really mean for your platform engineering stack?** In today's episode of Platform Engineering Playbook, we break down LocalStack's shocking decision to discontinue their Community Edition and what it means for teams relying on AWS local development. Plus, we dive into the ripple effects across the developer ecosystem and provi...

**Is your infrastructure strategy about to become obsolete?** By 2025, half of all Terraform installations could be running OpenTofu - and the implications for platform engineering teams are massive. In today's deep dive, we break down the OpenTofu vs. Terraform battle that's reshaping infrastructure as code. You'll learn the real mechanics behind migrating between these tools, practical decision...

**Is running databases in Kubernetes about to become legacy technical debt overnight?** By 2026, the inference cloud revolution is forcing platform engineers to completely rethink database architecture - and the implications are massive. In today's deep dive, we break down the "container paradox" that's reshaping how we think about stateful workloads in Kubernetes. You'll discover why the rise of...

**Why did 47% of CNCF projects slow down their development velocity in 2025 — and why platform engineers should celebrate this trend?** In today's Platform Engineering Playbook, we decode what declining commit velocity across cloud native projects actually reveals about infrastructure maturity and what it means for your platform strategy. **What You'll Learn:** • How to interpret CNCF project velo...

**Are 87% of DevOps teams unknowingly creating security vulnerabilities with AI-generated infrastructure code?** Today's Platform Engineering Playbook dives deep into the hidden risks of AI in DevOps workflows and reveals the specialized skills that top-performing teams use to harness AI safely and effectively. **What You'll Learn:** • Why AI-generated infrastructure code is creating blind spot vu...

97% of Docker containers can't reproduce the exact same build six months later—what does this mean for platform engineering, and why should you care? In today's episode of the Platform Engineering Playbook, we delve into the critical issue of reproducibility in Docker containers. Discover why this seemingly technical detail could significantly impact your workflows and productivity. We'll explore...

**What happens when 2 billion daily metadata events could crash Netflix's entire platform with one bad transformation?** Today's Platform Engineering Playbook dives deep into Netflix's Data Canary system - a masterclass in building trust and validation into your data pipelines at scale. Plus, we cover the latest platform engineering news that's reshaping how we deploy and monitor distributed syste...

**Claude Opus 4.6 just demolished GPT-4 on every coding benchmark - and it's about to reshape how we think about platform engineering automation.** In today's episode, we break down Anthropic's game-changing AI release and what it means for platform teams worldwide. We dive deep into the autonomous capabilities that could revolutionize how we handle infrastructure operations, but also explore the...

**Will 87% of DevOps teams really be obsolete by 2026?** As AI agents take control of production infrastructure, we're witnessing the biggest transformation in platform engineering history. In today's episode, we dive deep into **autonomous AI agents in DevOps workflows** and explore how they're reshaping everything from monitoring to incident response. You'll discover real-world examples of AI ag...

"90% of Kubernetes clusters are running Ingress NGINX—abandoned in 16 months with zero maintainers left! What does this mean for your production systems? In this episode, we dive deep into the urgent need for migration and the alternatives available as the clock ticks down. With the retirement of Ingress NGINX set for March 2026, it's critical to understand how this affects millions of deployments...

**OpenAI just made 73% of coding assistants obsolete overnight - but what does this mean for platform engineers?** Today's episode breaks down OpenAI's game-changing macOS app for "agentic coding" and its massive implications for platform engineering workflows. We'll analyze why this isn't just another coding assistant, but a fundamental shift in how we approach infrastructure automation and devel...

**Are your container security scans missing 98% of critical vulnerabilities?** New research from Chainguard reveals a shocking blind spot that could be exposing your infrastructure to massive security risks. In today's Platform Engineering Playbook, we unpack this bombshell finding and explore why traditional container scanning is failing at scale. You'll discover where these hidden vulnerabilitie...

Why are forward-deployed engineers making 40% more than traditional backend developers, and why can't companies hire enough of them? In today's Platform Engineering Playbook, we dive deep into tech's hottest new role and explore three critical platform engineering developments reshaping the industry. **What You'll Learn:** • The explosive rise of forward-deployed engineers and why they're commandi...

**Why do 73% of AWS DevOps Agent deployments crash and burn in their first week?** It's not what you think. In this episode of Platform Engineering Playbook, we uncover the hidden culprits behind these shocking failure rates and reveal the systematic approach that separates successful platform teams from the rest. **What You'll Learn:** • The real reasons AWS DevOps Agent deployments fail (hint: i...

What if AI agents could flip the script on SRE work, turning 87% of firefighting into 87% prevention? That's exactly what's happening in the "agentic revolution" transforming platform engineering teams. In today's Platform Engineering Playbook, we dive deep into how AI agents are reshaping SRE workflows and what this means for your platform strategy. We'll cut through the hype to examine the real-...

**DevOps is dead - and the companies that created it are the ones pulling the trigger.** But what's replacing it might be the most significant shift in software delivery since containerization. In today's Platform Engineering Playbook, we dive deep into how Internal Developer Platforms are fundamentally reshaping the DevOps landscape. We'll explore why platform engineering has shed its experimenta...

**What happens when 47 countries lose internet access in just 3 months—and it's not cyberattacks?** Today's Platform Engineering Playbook dives deep into the shocking Q4 2025 internet disruption data that reveals critical infrastructure vulnerabilities every platform engineer needs to understand. We'll analyze how cable cuts, storms, and DNS failures brought down entire regions, and more important...

**What if two missing characters could compromise every AWS-managed GitHub repository?** That's exactly what happened in a critical regex vulnerability that exposed massive supply-chain risks. In today's Platform Engineering Playbook, we break down this shocking security flaw and explore how platform engineers can protect their infrastructure from similar attacks. You'll discover the technical det...

**Why will 90% of AI workloads fail without Kubernetes in the next 18 months?** Most platform teams are walking into a disaster they can't see coming. In today's Platform Engineering Playbook, we break down the CNCF's shocking new survey results showing 82% of organizations are unprepared for AI infrastructure demands. Plus, we cover the Cloudflare BGP incident t hat took down major services and w...

OpenAI is running ChatGPT for ~800 million users on PostgreSQL — and according to their own disclosures, it’s actually working.   In this episode of the Platform Engineering Playbook Daily Podcast, we break down how PostgreSQL was pushed to hyperscale, the architectural tradeoffs behind a single-primary model, and the operational playbook that makes this kind of scale possible.   This isn’t a gene...