342: Eight Minutes to Midnight: When AI Helps Hackers Speed Run Your AWS Account

Welcome to episode 342 of The Cloud Pod, where the forecast is always cloudy! Justin, Ryan, and Matt are in the studio today to bring you all the latest in cloud and AI news this week. How do you feel about ads? How do you feel about ads while using AI? We’ve got options! We’ve got a round-up of tech Super Bowl ads, AI ads, Earnings reports (who frankly need the ad revenue), and a plethora of Opus 4.6 announcements, plus more. Let’s get started! 

Titles we almost went with this week

• ChatGPT Goes Full Mad Men: Your AI Assistant Now Comes With Commercial Breaks
• Heroku’s New Feature: No New Features
• AWS Gives EC2 Instances a Storage Growth Spurt: 22.8TB of Local NVMe Now Available
• Identity Crisis Averted: IAM Identity Center Learns to Replicate Itself
• JSON Schema Enforcement: Because Your LLM Needs Structure in Its Life
• From Zero to Admin in 480 Seconds: A Serbian Speedrun Story
• From Proof of Concept to Proof of Claw: DigitalOcean Tames AI Agent Infrastructure
• Azure’s Growth Hits the Clouds: Microsoft’s 39% Increase Still Not Enough for Wall Street
• One Lake to Rule Them All: Microsoft and Snowflake Finally Stop Fighting Over Your Data
• Free Lunch Officially Over: ChatGPT Learns That Servers Cost Money
• Claude Won’t Sell You Anything (Except Maybe Peace of Mind)
• IAM Identity Center Goes Multi-Regional: Because One Region to Rule Them All Wasn’t Enough
• Databricks Takes the Base Out of Database with Lakebase GA
• I’m a Chrome Tab hoarder

General News 

01:30 Superbowl Ads of Note

• OpenAI: https://www.youtube.com/watch?v=aCN9iCXNJqQ
• Microsoft CoPilot: https://www.youtube.com/watch?v=Ndj9Jk-tGKo
• Base44?: https://www.youtube.com/watch?v=iKEUWtqvsis 
• Gemini: https://www.youtube.com/watch?v=Z1yGy9fELtE
• Anthropic: https://www.youtube.com/watch?v=gmnjDLwZckA 
• ai.com: https://www.youtube.com/watch?v=n7I-D4YXbzg&t=3s

16:35 Justin -If you ever want to knowif there’s a bubble, spending dumb money on the Super Bowl on an ad that makes no sense is probably your number one clue.” 

16:53 It’s Earnings Time!

Microsoft (MSFT) Q2 earnings report 2026

• Microsoft Q2 2026 earnings show Azure cloud growth slowing to 39% from 40% in the prior quarter, missing analyst expectations of 39.4% and causing shares to drop 7% in after-hours trading. 
• The company’s gross margin hit a three-year low at 68% due to substantial AI infrastructure investments totaling $37.5 billion in capital expenditures, up 66% year over year.
• OpenAI now represents 45% of Microsoft’s $625 billion remaining commercial performance obligation after the company committed to a $250 billion cloud services deal during the quarter. 
• This concentration raises questions about revenue dependence on a single customer, though Microsoft maintains that the remaining backlog is still larger and more diversified than most competitors, with 28% growth.
• Microsoft 365 Copilot adoption reached 15 million seats out of 450 million total paid commercial seats, representing only 3.3% penetration. 
• The company plans to raise prices on commercial Office subscriptions in July to help offset AI infrastructure costs and improve margins, while Q3 guidance projects Azure growth of 37-38% at constant currency.
• The More Personal Computing segment declined 3%, with gaming revenue down 9.5% due to an unspecified impairment charge, reflecting ongoing challenges in the Xbox division. 
• Microsoft added nearly one gigawatt of data center capacity in the quarter alone, but continues to face supply constraints that cannot keep pace with customer demand for AI services. 

20:27 Alphabet (GOOGL) Q4 2025 earnings

• Alphabet plans to spend between $175 billion and $185 billion on capital expenditures in 2026, more than double its 2025 spending, primarily targeting AI compute capacity for DeepMind and meeting cloud customer demand. 
• This represents one of the largest infrastructure investments in tech history and signals the scale of resources required to compete in enterprise AI.
• Google Cloud revenue grew 48% year-over-year to $17.66 billion and beat analyst expectations, with backlog reaching $240 billion after increasing 55% sequentially. 
• The cloud division’s performance demonstrates strong enterprise adoption of Google’s AI services and positions it as a more competitive alternative to AWS and Azure.
• Gemini AI now has 750 million monthly active users, up from 650 million last quarter, while Google reduced Gemini serving costs by 78% throughout 2025 through model optimizations and efficiency improvements. 
  • This cost reduction is critical for maintaining profitability as AI services scale to hundreds of millions of users.
• YouTube advertising revenue of $11.38 billion missed analyst expectations of $11.84 billion, which Alphabet attributed to difficult year-over-year comparisons against strong US election spending in Q4 2024. 
  • This shortfall highlights how political advertising cycles create volatility in digital ad revenue forecasting.
• Waymo recorded a $2.1 billion stock-based compensation charge following its $16 billion valuation fundraising round, contributing to Other Bets losses exceeding $3.6 billion despite serving 15 million autonomous rides across six US markets. 
  • The charge reflects the high cost of retaining talent in competitive autonomous vehicle development.

22:05 Justin – “Gemini adoption must be ramping up much faster than I realized, because the fact that Microsoft was missing on earnings, and they’re the OpenAI provider for the most part… makes me question how well OpenAI is actually doing.”   

22:50 AWS Q4 earnings report 2025

• AWS Q4 2025 revenue reached $35.58 billion with 24% year-over-year growth, maintaining its market leadership position, while operating margins improved to 35%. 
• The cloud unit now represents 17% of Amazon’s total revenue but generates the majority of the company’s profits at $12.47 billion in operating income.
• Amazon plans to invest $200 billion in capital expenditures for 2026, primarily for AWS infrastructure, which significantly exceeds analyst expectations of $148.86 billion. 
• The company added 4 gigawatts of computing capacity in 2025 and plans to double that by the end of 2027, with most investment directed toward AI workloads rather than traditional cloud services.
• AWS growth rate of 24% trails competitors Google Cloud at 48% and Azure at 39%, suggesting potential market share shifts in AI-driven cloud services. Both competitors are reporting stronger growth attributed to artificial intelligence workloads, which may indicate AWS is losing ground in the AI infrastructure race despite its overall market leadership.
• The company secured a $38 billion spending commitment from OpenAI and launched Nova Forge for advanced AI model customization at $100,000 annually. 
• These moves demonstrate AWS’s strategy to compete in the generative AI training market, though the pricing and approach differ from competitors’ offerings.
• Capital expenditure guidance reveals that non-AI workloads are growing faster than anticipated, requiring additional infrastructure investment beyond AI capacity. 
• This indicates traditional cloud computing demand remains strong and may be underestimated in current market analysis focused primarily on AI growth.

25:11 Capex Growth By Quarter 

24:14 Justin – “They also took a major write-off on Amazon Fresh, because they’re shutting that down as well. So just bad, bad all the way around for Amazon.”  

29:23 An Update on Heroku

• Heroku is moving to a sustaining engineering model, meaning no new features wil