Background: Spoturr runs on Firebase and GCP: auth, real-time sync between co-drivers, a scheduled alarm dispatcher, and a Node.js REST API on App Engine with Cloud SQL, covered by 570+ automated tests. It also has a monthly data pipeline: Cloud Run functions spin up Compute Engine batch jobs, scale them, and shut them down, orchestrated with Bash. Those jobs turn raw city sign data into pre-rendered map tiles.