Technology

AWS SAM Development — Serverless Application Model in Production

Serverless apps defined and shipped with AWS SAM — Lambda, API Gateway, Step Functions, and everything you need to deploy from a single template.

What we build with AWS SAM

  • SAM templates for Lambda, API Gateway, Step Functions, EventBridge, and SQS
  • SAM CLI for local invoke, testing, and rapid iteration
  • Pipeline-driven deploys via SAM Pipelines, CodePipeline, or GitHub Actions
  • Lambda layers and shared code patterns across multiple functions
  • Nested stacks for complex applications
  • Migration paths from Serverless Framework, plain CloudFormation, or CDK

Why DiveScale

Built by engineers who ship AWS SAM in production

AWS SAM is the AWS-native way to define serverless apps. DiveScale uses SAM when teams want serverless deployment that does not invent its own abstractions — SAM is just CloudFormation with sensible defaults for Lambda, API Gateway, and event sources.

We pair SAM with CI/CD from day one — SAM Pipelines, CodePipeline, or GitHub Actions, depending on what your org already runs. Local invoke for fast iteration, deploy gates for safety.

Where teams have outgrown SAM (custom resources, complex multi-stack apps), we migrate cleanly to CDK without rewriting the application code. The choice between SAM and CDK is reversible.

AWS SAM use cases we deliver

Greenfield serverless apps

New serverless services with SAM as the IaC layer — Lambda, API Gateway, DynamoDB in one template.

Internal APIs & automations

Internal tools and admin APIs shipped fast with SAM, with proper IAM and observability.

Event-driven workflows

EventBridge + SQS + Lambda + Step Functions architectures defined in a single SAM template.

Multi-environment deploys

SAM with parameter overrides and environment-specific configs for dev, staging, and production.

SAM to CDK migration

When SAM stops scaling for your architecture, we migrate to CDK without rewriting app logic.

SAM audits

We audit SAM templates against AWS best practices, fix IAM and security gaps, and bring deployment under proper CI/CD.

How we deliver

Our AWS SAM delivery process

  1. 01

    Template design

    We design the SAM template structure — single stack vs. nested, resource boundaries, and parameter strategy.

  2. 02

    Local dev loop

    SAM CLI invoke, lambda-local, and proper test fixtures so the dev loop is fast.

  3. 03

    CI/CD + safety

    Pipeline-driven deploys with stage gates, canary rollouts where supported, and rollback on alarms.

  4. 04

    Operate & evolve

    Quarterly template review, dependency updates, and migration to CDK when SAM stops being the right tool.

AWS SAM — Frequently Asked Questions

SAM when you want AWS-native, small surface area, and great Lambda defaults. CDK when you need typed IaC and complex resource composition. Serverless Framework when an existing team already runs it — though new builds we steer to SAM or CDK.

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