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In this episode, Drew Oetzel sits down with Ryan Aguiano, Staff Architect at @WhatIfMediaGroup to discuss their massive migration of #apachekafka from legacy EC2 instances to #kubernetes using the @Strimzi operator. Ryan shares deep technical insights into how they optimized their data streaming architecture, including their use of #aws EKS, EBS storage striping, and why the 12-Factor App methodology was the key to migrating over 100 services in just a few months. Key topics covered: Transitioning from manual EC2/Ansible/Terraform provisioning to Kubernetes. Why Strimzi is the go-to operator for Kafka on K8s. Storage optimization: Configuring multiple EBS volumes per node for high performance. Implementing the 12-Factor App methodology for cloud-native success. How Lenses provides an easy on-ramp for developers to visualize Kafka data and consumer lag. Avoiding migration pitfalls: The danger of hidden legacy systems. #Kafka #Kubernetes #Strimzi #AWS #DataStreaming #SoftwareArchitecture #12FactorApp #Helm #Lenses #WhatIfMedia 00:00 - Intro: Managing Disparate Tech Stacks 01:07 - Welcome to the Lenses Pod with Ryan Aguiano 01:40 - The Role of a Systems Architect at What If Media 02:34 - Migrating Kafka from EC2 to Kubernetes 03:21 - Why Strimzi? Benefits of Open-Source Kafka Operators 04:52 - Handling High Volume Data & Compaction in Kafka 06:05 - Storage Optimization: Multiple EBS Volumes on EKS 07:28 - Empowering Developers with Lenses & Async Communication 09:23 - The 'One Helm Chart to Rule Them All' Project 13:36 - The Power of the 12-Factor App Methodology 15:15 - Production Config & Local Development Best Practices 16:26 - Migration Pitfalls: The Mystery of Hidden Legacy Systems 19:00 - Career Journey: From Flash & PHP to Systems Architecture 20:30 - Beyond Tech: Music, Italy, and Retro Gaming