Cloud

Cloud

Azure architecture, infrastructure design, and delivery practices.

2 articles published

Each post in this domain is written in case-study format: situation, issue, solution, usage context, and delivery impact.

• 16 min read

The Architecture of Speed: Real-Time Telemetry and Generative AI in 2026 Motorsport

A deep dive into the cloud architectures, real-time data streaming capabilities, and Generative AI setups powering Formula 1 and Formula E in 2026.

Cloud
Issue Processing millions of high-velocity data points per second for immediate broadcast insights and race strategy required moving beyond traditional databases to highly decoupled, event-driven streaming architectures capable of sub-millisecond HTAP and GenAI integrations.
Solution A technical deep dive into F1's AWS 'Track Pulse' architecture utilizing Kinesis sharding and DynamoDB caching, compared alongside Formula E's GCP HTAP architecture leveraging Pub/Sub, AlloyDB's columnar engine, and Vertex AI for real-time coaching.
system-architecturedata-engineeringawsgoogle-cloud
• 3 min read

Automating Firebase Deployments: Multi-Account Routing and Discord Notifications

A documented deployment automation pattern for Firebase: scripted CLI operations, account profiles, environment routing, and Discord webhook alerts.

Cloud
Issue Manual Firebase deployments are easy to mis-target (wrong project/hosting target), hard to audit, and slow to coordinate without realtime status notifications.
Solution Centralized deployment configuration into an `accounts.json` profile, added API endpoints for account switching, and integrated Discord webhooks for start/success/failure notifications with log snippets.
firebasedevopsautomationdiscord