Amazon Web Services (AWS) announced that AWS Lambda now supports SnapStart for functions packaged as container images, reducing startup times from several seconds to as low as sub-second. ^[1] Customers can activate SnapStart for new or existing container image functions using the AWS Lambda API, AWS Console, AWS CLI, AWS CloudFormation, AWS Serverless Application Model (AWS SAM), AWS SDK, or AWS Cloud Development Kit (AWS CDK). ^[2] Lambda SnapStart for container images is available in all commercial AWS Regions except Asia Pacific (New Zealand) and Asia Pacific (Taipei). ^[3] Lambda SnapStart works by taking a snapshot of the initialized execution environment during function deployment, caching it, and resuming from that cached snapshot on invocation instead of initializing from scratch. ^[4] Support operations teams face challenges including fragmented knowledge across SOPs, recordings, and tribal expertise, rising ticket volumes, strict SLA requirements, and reactive prioritization that leads to late detection of SLA breaches. ^[5] The AWS solution automates Standard Operating Procedure (SOP) creation from training videos using generative AI. ^[6] The solution applies Retrieval Augmented Generation (RAG) to guide ticket resolution by automatically identifying the correct procedure from the content of the request. ^[7] The solution uses machine learning to optimize workload distribution and predict SLA risk, surfacing risks before they impact SLAs. ^[8]