AI Automation Engineer
An AI Automation Engineer designs, builds, and maintains intelligent automation pipelines that leverage large language models, com…
Skill Guide
The practice of programmatically provisioning, configuring, and orchestrating cloud resources using serverless compute (Lambda, Cloud Functions), workflow orchestration (Step Functions), and event routing (EventBridge) to eliminate manual operations and build reactive, scalable systems.
Scenario
Automatically create a thumbnail whenever a user uploads an image to an S3 bucket.
Scenario
Build a decoupled system where placing an order triggers inventory check, payment processing, and notification via independent services.
Scenario
Deploy a mission-critical REST API that serves global traffic with automatic failover if a primary region experiences an outage.
SAM is AWS-native and tightly integrated with CloudFormation for defining serverless resources. Serverless Framework is cloud-agnostic and plugin-rich. Terraform is the standard for multi-cloud, complex infrastructure provisioning. Use SAM/Serverless for pure serverless apps; use Terraform when managing broader cloud infra.
CloudWatch is the foundational tool for logs and basic metrics. X-Ray/Cloud Trace provide distributed tracing to debug latency in orchestrated workflows. Third-party tools like Datadog or Lumingo offer superior visualization and anomaly detection for complex serverless systems.
The Schema Registry discovers and stores the structure of events, enabling code generation and validation. CloudEvents is a vendor-neutral specification for event data, ensuring portability and consistency when building multi-cloud or hybrid event-driven architectures.
Answer Strategy
Demonstrate understanding of orchestration vs. choreography. The answer should highlight Step Functions for complex, long-running workflows with error handling, retries, and visibility needs. Mention the cost per state transition versus Lambda invocation cost and the value of the visual execution history for debugging.
Answer Strategy
Test knowledge of serverless failure modes and resilience patterns. Focus on asynchronous invocation, DLQs, idempotency, and timeout configurations.
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