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Amazon Doubles Down: The $25 Billion Anthropic Bet

On April 20, 2026, Amazon announced it would invest up to an additional $25 billion in Anthropic, stacking on top of the $8 billion it has already poured into the AI startup over recent years. In return, Anthropic committed to spending more than $100 billion on Amazon Web Services over the next ten years. This isn’t just another funding round. It’s one of the largest compute-for-capital deals in the history of the technology industry. ...

April 21, 2026 · 5 min · James M
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Snowflake Storage for Apache Iceberg: Enterprise Open Data Comes to AWS and Azure

A New Era for Open Data Formats Snowflake has announced the general availability of Snowflake Storage for Apache Iceberg on both AWS and Azure, marking a significant shift in how enterprises can build open, interoperable data lakehouses. This development combines Snowflake’s enterprise reliability and governance capabilities with the flexibility and openness of Apache Iceberg, one of the most promising open table formats in the data ecosystem. What is Snowflake Storage for Apache Iceberg? Snowflake Storage for Apache Iceberg enables users to query and manage Iceberg tables using Snowflake’s SQL engine while storing data in their own cloud object storage. This is fundamentally different from traditional Snowflake architectures—you get: ...

April 18, 2026 · 4 min · James M

AWS S3 Files - Bridging File Systems and Object Storage

Amazon Web Services recently introduced AWS S3 Files, a service that addresses a persistent challenge in cloud computing - how to give file-based applications direct access to object storage without duplicating data or building custom connectors. The Problem S3 Files Solves Traditionally, applications designed around file systems faced a difficult choice when working with Amazon S3: Use object APIs - Build custom integration code and refactor applications Duplicate data - Copy data between S3 and separate file systems, creating sync challenges and increased costs Accept performance trade-offs - Work with slower, network-dependent access patterns S3 Files eliminates these constraints by providing a native file system interface directly over S3 data. ...

April 9, 2026 · 4 min · James M

ETL Tools & Data Integration Platforms

What is ETL? ETL is a foundational data engineering process that powers modern analytics: Extract - Retrieve data from various sources (databases, APIs, files, cloud services, streaming platforms) Transform - Clean, validate, deduplicate, and reshape data into required data models Load - Move processed data into data warehouses, data lakes, or analytical systems ETL ensures data quality, consistency, and accessibility for analytics and reporting. Modern variants include ELT (Extract-Load-Transform), which leverages cloud data warehouse compute for transformation. ...

April 19, 2025 · 2 min · James M

DevOps Cheatsheets

Cheatsheets are one of the most under-rated learning tools in the DevOps toolbox. When you are three hours into debugging a broken pipeline, you don’t want a 400-page book - you want the one page that reminds you which flag does what. This page collects quick references I keep within arm’s reach. Cloud Computing A concise summary of the core cloud service models (IaaS, PaaS, SaaS), deployment patterns, and the shared responsibility model is a good starting point for anyone new to cloud infrastructure. ...

December 16, 2023 · 2 min · James M

AWS Summit London (2023) - Video Highlights

The AWS Summit London 2023 keynote was posted to AWS’s event channel shortly after the event, and it is the single best hour of content to watch if you are trying to calibrate where AWS is pushing the ecosystem. This post pulls out the session and the themes I found most useful. Keynote The opening keynote featured the typical mix of AWS leadership, senior AWS product voices, and UK customer stories. ...

June 7, 2023 · 2 min · James M

AWS Summit London (2023) - Agenda

Code Item Level AIM201 Building a data science platform on AWS to help Britain achieve net zero 200 - Intermediate AWS AIM202 Data-Driven Success: How INEOS Grenadiers Cycling Team Leverages No-code ML for Competitive Advantage 200 - Intermediate AWS AIM203 The AI Revolution: How Large Language Models are Shaping the Future 200 - Intermediate AWS AIM204 How Aviva built a scalable, secure and reliable MLOps platform on AWS 200 - Intermediate AWS AIM205 Solving global sustainability challenges using Geospatial ML with Amazon SageMaker 200 - Intermediate AWS AIM206 Transform your Enterprises with Generative AI industry accelerators 200 - Intermediate AWS AIM207 Accelerate Enterprise transformation with Amazon Kendra and LLMs 200 - Intermediate AWS AIM301 Implement MLOps Best Practices with Amazon SageMaker 300 - Advanced AWS AIM302 How to create delightful conversational experiences using Amazon Lex 300 - Advanced AWS AIM303 AWS DeepRacer: Get hands-on with machine learning 300 - Advanced AWS AIM304 AWS DeepRacer: Get hands-on with machine learning 300 - Advanced AWS AIM305 Unlock insights into your data with Amazon SageMaker Low Code No Code - Usage Patterns and Show Cases 300 - Advanced AWS ANA101 Beauty Bay and BJSS Make over Customer Experience using AWS 100 - Introductory AWS ANA102 Democratising Data at Direct Line Group 100 - Introductory AWS ANA201 Scaling Insights and Data-Driven Culture: a Modern Data Architecture Implementation 200 - Intermediate AWS ANA202 How Motability Operations built a Connected Vehicles Platform on AWS 200 - Intermediate AWS ANA203 Stages of a Data & Analytics Driven Startup 200 - Intermediate AWS ANA204 How Holland & Barrett built a “3-Michelin Star” data platform on an AWS modern data architecture to power insights at the speed of thought 200 - Intermediate AWS ANA205 Privacy-enhanced collaboration with AWS Clean Rooms 200 - Intermediate AWS ANA301 Running mission critical workloads on Amazon Redshift 300 - Advanced AWS ANA302 Building an Enterprise Data & Analytics Platform in AWS From 1 to 100 teams ARC302 Patterns and practices for building resilient applications 300 - Advanced AWS ARC303 Verify priority architecture characteristics to design well-architected applications 300 - Advanced AWS BIZ101 How Amazon Connect is helping deliver exceptional CX to Community Fibre, London’s biggest, fastest 100% full fibre broadband company 100 - Introductory AWS BIZ102 Contact Centre enabling Digital Transformation at speed with Amazon Connect and AI/ML Services 100 - Introductory AWS BIZ103 Lower risks and optimize costs with AWS Supply Chain 200 - Intermediate AWS BIZ301 Proactively engage your customers with Amazon Connect, using ML to improve your customer experience 300 - Advanced AWS BSI201 Simplify the path from data to action with Amazon QuickSight 200 - Intermediate AWS CMP201 How Ably optimised its compute costs and performance with AWS Graviton 200 - Intermediate AWS CMP301 Migrating latency sensitive workload to AWS Region and edge services 300 - Advanced AWS CMP401 AWS Inferentia2 – Making Generative AI predictions faster than ever 400 - Expert AWS COP201 Best practices for implementing observability in a modern application 200 - Intermediate AWS COP202 Cost Optimization as Culture 200 - Intermediate AWS COP203 How to implement AWS cost optimization strategy that works 200 - Intermediate AWS COP301 Unlocking Application Visibility with AWS Observability Tools 200 - Intermediate AWS DAT201 How to manage a Managed Service – A journey of ElastiCache at scale 200 - Intermediate AWS DAT301 Migrating Deliveroo’s Dispatcher Service to Amazon DynamoDB 300 - Advanced AWS DAT302 Amazon DynamoDB: Peeling the onion 300 - Advanced AWS DEV201 Maximizing Developer Productivity with Amazon CodeWhisperer 200 - Intermediate AWS DEV202 Catalyzing software development with Amazon CodeCatalyst 200 - Intermediate AWS DEV301 A deployment is not a release: Control your launches w/ feature flags 300 - Advanced AWS DEV302 Architecting multi-tenant SaaS workloads on AWS 300 - Advanced AWS DOP301 Create Modern and Sustainable Apps with Amazon CodeGuru 300 - Advanced AWS DOP302 Database DevOps on AWS: The Forgotten Automation 300 - Advanced AWS ENT201 Data Centre Migration to AWS & Navigating AWS Partner Programmes with Vitality Health 200 - Intermediate AWS ENT202 Cost as a Proxy for Sustainable Outcomes 200 - Intermediate AWS ENU201 Build and Grow your ClimateTech Startup at AWS 200 - Intermediate AWS EUC301 Picking the right AWS EUC service for your needs 300 - Advanced AWS FSI102 How NatWest and AWS worked together to boost personalised insight generation: A machine learning approach to transaction categorisation 100 - Introductory AWS FSI201 Amazon EKS production grade Kubernetes GMD-1 AWS GameDay - F1 League 2023 200 - Intermediate AWS GMD-3 AWS GameDay - New Frontier GameDay Challenge with LaunchDarkly 200 - Intermediate LaunchDarkly HLC101 Introducing artificial intelligence into IVF laboratories 100 - Introductory AWS IOT201 Scaling Connected Smart Homes with AWS 200 - Intermediate AWS IOT301 Building an IoT SuperNetwork on top of the AWS Global Infrastructure 300 - Advanced AWS ISV-01 Mega trends in SaaS 200 - Intermediate AWS ISV-02 The investor perspective on software 200 - Intermediate AWS ISV-03 Applying the power of AI Responsibly and Effectively within the Enterprise 200 - Intermediate AWS ISV-04 Delivering value via data monetisation 200 - Intermediate AWS KUB201 Accelerating your Kubernetes journey with Amazon EKS Blueprints 200 - Intermediate AWS KUB301 How Skyscanner Built a Resilient k8s Platform on EC2 Spot/EKS and Saved 73% of Their Cloud Spend 300 - Advanced AWS MGR201 Thinking Asynchronously: application integration patterns for microservices 200 - Intermediate AWS MGR202 Genius Sports: Migrating and modernising to a scalable cloud architecture 200 - Intermediate AWS MKT201 Digital Supply Chain Marketplaces, a gamechanger? 200 - Intermediate AWS MKT202 Modernize and govern your digital supply chain with AWS Marketplace 200 - Intermediate AWS NEA202 How AWS is making quantum technologies a practical reality 200 - Intermediate AWS NEA301 Quickly design and build serverless applications on AWS 300 - Advanced AWS NET201 Simplify and scale your hybrid global networking with AWS 200 - Intermediate AWS NET301 The power of cloud network innovation 300 - Advanced AWS OPN301 Speeding up the development of Containerized Applications 300 - Advanced AWS PAR-01 Streamlined AI/ML via Snowflake and Sagemaker 200 - Intermediate Snowflake PAR-02 Bridging the Gap Between Security and Development Teams in Less Than 7-minutes 100 - Introductory Trend Micro PAR-03 Building A Log Strategy So You Can Sleep Better at Night 200 - Intermediate Datadog PAR-04 How great leaders adapt to change with a Cloud-First mindset 100 - Introductory Deliotte PAR-05 Pending 100 - Introductory Reply PAR-06 How to secure your workloads from Ransomware attacks - VMware Cloud Disaster Recovery 100 - Introductory VMware PAR-07 Securing Applications from Code to Cloud with Prisma Cloud 100 - Introductory Palo Alto Networks PAR-08 Modernize faster with serverless and end-to-end observability 100 - Introductory Dynatrace PAR-09 Peeling the onion of Cloud Costs to achieve true business transformation 100 - Introductory Apptio PAR-10 Reducing the Fear of Releases and Technology Migrations 200 - Intermediate LaunchDarkly PAR-11 Intelligent Automation is nothing if it isn’t human-first 100 - Introductory Accenture PAR-12 How Wiz helps esure take a modern approach to cloud security 100 - Introductory Wiz PAR-13 Scaling Mobile Apps & Simplifying Payment Infrastructure to Enable Perfect Holidays 100 - Introductory MongoDB PAR-14 Securing Cloud Native Applications 100 - Introductory Snyk PS100 What’s next? Future tech trends for Public Sector 200 - Intermediate AWS PS101 Cloud-powered science: How UK research organisations are using the AWS Cloud to fuel scientific innovation. 200 - Intermediate AWS PS102 Accelerating datadriven transformation with AWS Modern Data Platform in-a-box 100 - Introductory AWS PS103 AWS Well-Architected for Secure, Sustainable, CostEffective Systems in Public Sector 200 - Intermediate AWS PS104 AWS legacy transformation methodology: Accelerating public sector modernisation 100 - Introductory AWS PS105 Transforming Customer Service with Amazon Connect: A Case Study of Citizens Advice 100 - Introductory SEC201 MoneySuperMarket journey to modernise customer identity solution with Amazon Cognito 200 - Intermediate AWS SEC202 Threat detection and incident response on AWS 200 - Intermediate AWS SEC203 Secure access to your internal applications on AWS with Zero Trust 200 - Intermediate AWS SEC301 Defending your Serverless App against the OWASP top 10 300 - Advanced AWS SER201 Small Teams, Big Ideas: Empowering Microservices with Serverless Architecture 200 - Intermediate AWS SER202 Building modern API architectures: Which front door should I use? 200 - Intermediate AWS SER301 Designing and deploying cloudoptimized Java applications 300 - Advanced AWS SER302 Adopting AWS serverless in your organisation 300 - Advanced AWS SER303 Refactoring to serverless 300 - Advanced AWS SER304 Building lowcode applications with serverless workflows 300 - Advanced AWS STG101 Optimising cost and performance of your data lake on Amazon S3 100 - Introductory AWS STG201 How to understand and improve the resiliency of your AWS applications 200 - Intermediate AWS STG301 Building ARMs Cost optimized Data Platform in AWS 300 - Advanced AWS SUS101 Decarbonising digital products & scaling sustainable innovation 100 - Introductory AWS SUS201 Architecting for Sustainability 200 - Intermediate AWS SUS301 How Channel 4 Optimize for Sustainability with AWS Well-Architected 300 - Advanced AWS SUS302 Carbon emissions reporting using AWS Modern Data Architecture 300 - Advanced AWS

June 7, 2023 · 8 min · James M

List of DevOps Courses

Amazon Web Services (AWS) AWS Associate Level Exams A Cloud Guru AWS Certified Developer (Associate) AWS Certified Solutions Architect (Associate) AWS Certified SysOps Administrator (Associate) Introduction to Amazon Cognito CBT Nuggets AWS Certified Cloud Practitioner AWS Certified Solutions Architect (Associate) AWS Certified SysOps Administrator (Associate) CloudAcademy AWS Solutions Architect – Associate (SAA-C03) Certification Preparation for AWS Pluralsight AWS Certified Developer (Associate) AWS Certified Solutions Architect (Associate) AWS Certified SysOps Administrator (Associate) Whizlabs AWS Certified Developer (Associate) AWS Certified Solutions Architect (Associate) AWS Certified SysOps Administrator (Associate) AWS Professional Level Exams A Cloud Guru AWS Certified DevOps Engineer (Professional) AWS Certified Solutions Architect (Professional) Pluralsight AWS Certified DevOps Engineer (Professional) Command-line Interface (CLI) Pluralsight Mastering AWS Command-line Interface Operations Continous Integration / Continous Deployment (CI/CD) Pluralsight Continuous Delivery and DevOps with Azure DevOps: Source Control with Git Getting Started with Jenkins Practicing CI/CD with AWS CodePipeline Whizlabs Deploying Microservices to Kubernetes using Azure DevOps Advanced Azure DevOps and AKS Patterns for Scalable Solutions Cost Optimization CloudAcademy AWS Cost Management and Customer Support Data & Databases Pluralsight Big Data on Amazon Web Services Foundations of Document Databases with MongoDB SQL on Hadoop - Analyzing Big Data with Hive General CBT Nuggets AWS Technical Essentials CloudAcademy Introduction to Amazon Web Services (AWS) How to Move Your Website to AWS with PHP, MySQL, and Apache High Availability CloudAcademy How to Architect with a Design for Failure Approach Lambda CloudAcademy AWS Lambda Networking A Cloud Guru AWS Certified Advanced Networking Specialty Pluralsight AWS Networking AWS Networking Deep Dive: Virtual Private Cloud (VPC) AWS VPC Operations Introduction to Amazon Virtual Private Cloud (VPC) Storage CloudAcademy Automated Data Management with EBS, S3, and Glacier Storage Fundamentals for AWS Whitepapers Blue/Green Deployments on AWS Development and Test on Amazon Web Services Introduction to DevOps on AWS Practicing Continuous Integration and Continuous Delivery on AWS Running Containerized Microservices on AWS Azure CloudAcademy Getting Started With Azure Virtual Machine Microsoft Azure Fundamentals Pluralsight Microsoft Azure Fundamentals CompTIA Pluralsight CompTIA Storage+ Part 1: Storage Fundamentals CompTIA Storage+ Part 2: Network Storage & Data Replication CompTIA Storage+ Part 3: Data Protection & Storage Docker & Containers CloudAcademy Docker in Depth Coursera Containerized Applications on AWS DataCamp Introduction to Docker KodeKloud Docker Certified Associate Exam Course Docker – SWARM | SERVICES | STACKS – Hands-on Docker Training Course for the Absolute Beginner Pluralsight Docker Deep Dive Docker Fundamentals for Developers Udemy Docker Mastery: with Kubernetes +Swarm from a Docker Captain Docker and Kubernetes: The Complete Guide Git Codecademy Learn Git & GitHub Coursera Introduction to Git and GitHub GitOps KodeKloud GitOps with ArgoCD Google Cloud Platform (GCP) CBT Nuggets Developing Solutions for Google Cloud Platform CloudAcademy Google Cloud Platform Fundamentals Integrated Development Environments (IDEs) Pluralsight Visual Studio Data Tools for Developers Infrastructure-as-Code A Cloud Guru HashiCorp Certified Terraform Associate HashiCorp Packer KodeKloud HashiCorp Certified: Consul Associate Certification HashiCorp Certified: Terraform Associate Certification HashiCorp Certified: Vault Associate Certification Pluralsight Hands-on Ansible Whizlabs HashiCorp Certified Consul Associate HashiCorp Certified Terraform Associate Certification HashiCorp Certified Vault Associate Kubernetes A Cloud Guru EKS Basics Istio in Kubernetes Kubernetes Essentials Kubernetes Deep Dive Kubernetes the Hard Way Coursera Architecting with Google Kubernetes Engine Specialization GitHub Open Source Curriculum for CNCF Certification Courses Certified Kubernetes Administrator (CKA) Certified Kubernetes Application Developer (CKAD) Certified Kubernetes Security Specialist (CKS) Kubernetes and Cloud Native Associate (KCNA) Prometheus Certified Associate (PCA) Killer Kubernetes Exam Simulator KodeKloud Certified Kubernetes Administrator (CKA) Certified Kubernetes Application Developer (CKAD) Certified Kubernetes Security Specialist (CKS) Helm for Beginners Istio Service Mesh Kubernetes Challenges Kubernetes for the Absolute Beginners – Hands-on Tutorial Kustomize Lens: Kubernetes IDE Linode: Kubernetes Engine OpenShift 4 Prometheus Certified Associate (PCA) Ultimate Certified Kubernetes Administrator (CKA) Mock Exam Series Ultimate Certified Kubernetes Application Developer (CKAD) Mock Exam Series KubeCampus: Free Kubernetes Training Pluralsight Certified Kubernetes Administrator (CKA) Certified Kubernetes Application Developer (CKAD) Certified Kubernetes Application Developer: Services and Networking Certified Kubernetes Security Specialist (CKS) Getting Started with Kubernetes StackSimplify Kubernetes for Absolute Beginners on AWS EKS Udemy Docker and Kubernetes: The Complete Guide Learn DevOps: The Complete Kubernetes Course Whizlabs Deploying Microservices to Kubernetes using Azure DevOps Tutorials EKS Workshop Kubernetes The Hard Way Articles Kubernetes Failure Stories Linux CBT Nuggets CentOS System Administrator Prep Pluralsight Getting Started with Ubuntu LPIC-1: Linux Administrator (101-500 and 102-500) LPIC-2: Linux Engineer (201-450 and 202-450) Manage Linux with sed and awk Red Hat Enterprise Linux Shell Fundamentals RHCSA: Red Hat Certified System Administrator (EX200) Udemy The Complete Ubuntu Linux Server Administration Course ! Networking CBT Nuggets Building a Network Design OpenStack Pluralsight Getting Started with OpenStack Introduction to OpenStack Programming CBT Nuggets Python Programming Language Pluralsight Python: Beyond The Basics Python Desktop Application Development Python Developers Toolkit Unit Testing With Python Search Pluralsight Getting Started With Enterprise Search Using Apache Solr Security CBT Nuggets CompTIA Security+ Security Threats, Attacks & Vulnerabilities Virtualization Pluralsight Introduction to Versioning Environments With Vagrant Archived These are no longer available ...

May 28, 2023 · 4 min · James M

AWS Summit London (2023) - Agenda Announcement

The AWS Summit London agenda for 2023 went live in mid-May, and the schedule shape will be familiar to anyone who has attended a Summit before - a morning keynote followed by parallel technical tracks, hands-on workshops, and partner sessions spread across the afternoon. What to expect AWS Summits are the free regional cousins of re:Invent. You lose the service-launch spectacle but gain something useful: the content is pitched at the realities of running AWS in your region, often with local customer case studies that simply would not make the Vegas keynote stage. ...

May 18, 2023 · 2 min · James M

AWS re:Invent Slides (2022)

This is the set of re:Invent 2022 slide decks I found most useful when they were published, grouped by topic. Each entry links to the official AWS-hosted PDF and carries a short, plain-language note about what the session is useful for in practice - so you can decide which decks are worth reading before committing the time. For the full session video recordings, see the AWS Events channel on YouTube. DevOps Amazon’s approach to high-availability deployment The practices Amazon’s own delivery teams use to reach near-zero deployment failure rates. Most of the value is in the guardrail patterns - pre-production gates, automated rollback triggers, and how to design a release process that protects itself from human error. ...

December 3, 2022 · 4 min · James M