Traditional scheduling used fixed time execution such as cron jobs and hourly synchronization. Modern cloud computing and DevOps shift automation toward event-driven systems that run workflows immediately when triggers occur. Workflows start from file events like creation, update, or deletion in storage locations, avoiding polling. Status events trigger on system state changes such as successful deployments, healthy Kubernetes pod confirmations, or service recovery. API webhooks start workflows in real time from external HTTP requests like Git pushes or ticket creation. Database change events run on inserts, updates, or deletes using CDC or change logs for real-time analytics and syncing. Dependency management patterns include conditional flows that branch based on runtime results and parallel execution that runs independent tasks concurrently with synchronization.
"Dependency management patterns: Modern orchestration systems use dependency patterns to manage complex, event-driven workflows. Conditional flows: Execution paths change based on runtime results, turning workflows into decision-based structures. Parallel execution: Independent tasks run concurrently to improve speed. This can be simple parallelism or parallel tasks followed by a synchronisation step."
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