liangruibupt/aws-is-how

Know How Guide and Hands on Guide for AWS

62

stars

831

commits

Jupyter Notebook

primary language

Sep 7, 2026

updated

amazon-ec2
aws-regions
china-region
know-how
lambda
sagemaker
workshop

README

aws-is-how

常见故障排除及支持手册

AWS Skill builder

freeCodeCamp

Architecture Design

Hands-on Labs (自建实验)

本人与 Kiro Crew agent 一起动手完成、验证过的端到端实验(均含可复现资产 / IaC / 实测记录):

  • Lambda MicroVMs Lab — AWS Lambda MicroVMs(Firecracker 隔离的 serverless,2026-06 GA)动手实验。单 Flask MicroVM 生命周期(create-image → run → connect → suspend/resume,验证快照状态存活)+ 多租户 aws-sample 端到端部署;实测记录、连接契约(443 + X-aws-proxy-auth + X-aws-proxy-port)、跨代状态丢失的 mount-namespace 根因分析,findings 已回报 aws-samples 上游 issue。
  • DuckDB Scenarios Explorer — DuckDB 7 个场景(NYC 出租车分析、httpfs/S3 远程 Parquet、CSV→Parquet ETL、NL→DuckDB Chat BI、Pandas 零拷贝、日志分析、多 agent AgentCore 设计),spec 驱动 + 34 用例 pytest + CI;场景 04+07 真实部署到 Bedrock AgentCore Runtime(embedded DuckDB 读 S3 hive-partitioned Parquet)验证后清零。
  • COD-Commerce Agent — COD(Cash on Delivery / 货到付款)单页电商的对话式购物 agent:Bedrock AgentCore Runtime 编排(Luna→Claude→规则链 + 工具)、三层记忆(短期事件 / Aurora 确认偏好 / AgentCore USER_PREFERENCE 推断层)、Aurora Serverless v2 + pgvector、S3+CloudFront 单页前端;含 VPC/Aurora terraform、E2E 测试 + CI 与完整实验日志。
  • StudyLens on ECS Fargate + EFS + ALB + CloudFront — 把有状态 npm 应用部署为免运维、低成本、手机/iPad 可访问的服务;容器内 adapter 将 OpenAI 兼容调用转成 Bedrock Converse(us.openai.gpt-5.6-luna,凭 task role 免密钥),CloudFront 提供免域名可信 HTTPS。含完整 Terraform IaC、架构说明与部署/运维/拆除文档。

Introducing the AWS Product Lifecycle page and AWS service availability updates

AI/ML

ML Study

ML入门的知识,以及ML项目中的一些经验总结分享

SageMaker

Jupyter Notebooks

Compute vision

GenAI Overview

Promote-Engineering

Video in GenAI

Audio in GenAI

Image in GenAI

Scenario based GenAI

Vector database

Agent database

LLM Models

Claude

OpenAI GPT

Llama

Nova

Deepseek

China otherLLM

More Open-Source Model

vllm and ollma

World Models

Bedrock practice

RLHF

Knowledge Base

RAG - retrieval-augmented generation

LLM based KB

Deep Research

AI Coding

Agent workflow and Framework

MCP

- [MCP official site](https://github.com/modelcontextprotocol/servers)
- [MCP Servers Explained: What They Are, How They Work, and Why Cline is Revolutionizing AI Tools](https://cline.bot/blog/mcp-servers-explained-what-they-are-how-they-work-and-why-cline-is-revolutionizing-ai-tools)
- [Anthropic 发布了 Streamable HTTP](https://mp.weixin.qq.com/s/9y-VBbP31I8wXur5vEN4Ug)
  - [使用 Amazon Lambda 快速部署 Streamable HTTP Github MCP Server](https://aws.amazon.com/cn/blogs/china/deploy-streamable-http-github-mcp-server-using-amazon-lambda/  l)
- [MCP Server hosting]
  - [GCR MCP on Serverless](https://github.com/aws-samples/sample-serverless-mcp-server)
  - [GCR Sample MCP Servers](https://github.com/aws-samples/aws-mcp-servers-samples)
  - [AWS MCP Server List](https://github.com/awslabs/mcp/)
  - [Introducing AWS Serverless MCP Server blog](https://aws.amazon.com/cn/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/)
  - [Playwright MCP Server on Fargate](https://www.notion.so/Playwright-MCP-Server-AWS-Fargate-EKS-1de408b04809808c8604f56fef3cf565?pvs=4)
  - [Automating AI-assisted container deployments with the Amazon ECS MCP Server](https://aws.amazon.com/cn/blogs/containers/automating-ai-assisted-container-deployments-with-amazon-ecs-mcp-server/)
  - [Accelerating application development with the Amazon EKS MCP server](https://aws.amazon.com/blogs/containers/accelerating-application-development-with-the-amazon-eks-model-context-protocol-server/)
- [MCP Demo]
  - [MCP on Amazon Bedrock](ai-ml/chatgpt/claude/mcp/demo_mcp_on_amazon_bedrock.md)
  - [sample-agentic-ai-web](https://github.com/aws-samples/sample-agentic-ai-web)
  - [A sample MCP server for understanding cloud spend](https://github.com/aws-samples/sample-cloud-spend-mcp-server)
- [Use Case]
  - [从零构建 MCP 架构下的 Agentic RAG 系统](https://mp.weixin.qq.com/s/11jlAQkL008Tuq_vEyjjTg)
  - [飞书 Remote MCP 配置](https://amzn-chn.feishu.cn/wiki/B5aawkRUdiusxgkvtkNcXAfDnkd)

Agent Infra

Agent Technology

OpenClaw

GenAI Business Application

Federated ML

ML Hardware

Robotics

Cost

Cost Explorer

Network cost

Tagging

Sustainablity

Computing

EC2

Load Balancer

System Manager

aws ssm get-parameters-by-path --path /aws/service/global-infrastructure/regions --output json --profile us-east-1 --region us-east-1 | jq '.Parameters[].Name'

aws ssm get-parameters-by-path --path /aws/service/global-infrastructure/regions --output json --profile us-east-1 --region us-east-1 | jq '.Parameters[].Name' | wc -l

HPC

Analytics

High Level Data Engineering and Data Analytics

Data integration service: Glue

Analysis: EMR

Data On EKS

Stream - Kinesis

Stream - Kafka

Ad-hoc and Interactive query: Athena

Data Warehouse: Redshfit

Search and analytics: Elasticsearch Service

Governance

BI

Delta Lake

-[DataBricks]

IOT

IoT Core

IoT Timeseries

OEE

IoT anaytics

Edge

OTA

AIOT

Security

Encryption - KMS

Credential - Secret Manager

Certificate - Certificate Manager

Asset Management and Compliance

AuthN and AuthZ

Sentitive Data

Threat detection - GuardDuty

WAF

Permission - IAM Policy, S3 Policy, RAM Policy

Multi accounts structure

SIEM and SOC

Vulnerability Assessment - Inspector and Alternative

Network

Test Performance/Latency

VPC

NAT and proxy

Load balancers

Cross data center and cloud Leasing Line - Direct Connect and VPN

Cross board transfer

Cross accounts and Cross VPCs - TGW

Acceleration network

Edge

Network Secuirty

DNS

Route 53

HTTPDNS

DNS hijacked using http dns bypass

Serverless

Serverless Workshop

Function as Service - Lambda

API Gateway

Step function

Build the serverless - SAM, Chalice, Serverless framwork, CDK

Serverless with AI/ML

Migration

Journey to Adopt Cloud-Native Architecture

Active Directory

Database

Data migration tool - DMS

Data migration tool - 3rd party tool

Cross Cloud Migration

File migration

VMware migration

Accelerating Migration Evaluator discovery for VMware environment

Modernization

Database Modernization

AWS Transform

Storage

S3 cross region or cross cloud OSS

S3

EBS

Storage Gatewway

EFS and FSx or other shared file system

Database

RDS

RDS usage

RDS Cross region, cross account, data replication and backup

RDS upgrade

RDS Security

RDS Performance

-Amazon Aurora 压力测试

Graph Database

ElastiCache

Key-Value and Document

DynamoDB

MongoDB and DocumentDB

Time series

Container

EKS

Serverless or Kubernetes on AWS

EKS networking

EKS practice

DevOps on EKS

ECS

Fargate

Istio, Envoy, App Mesh, Service discovery

ECR

DevOps

Management

[AWS Well-Architected]

[Organizing Your AWS Environment Using Multiple Accounts]

CI/CD

Serverless CICD

Container CICD

Monitoring and Tracing

Quota Monitor on AWS

Logging

Change configuration

Developer

Infra as Code

Integration

Quque, notification

Call Center

MQ

Email

Media

Video on Demand

Video Streaming

Mobile

Moible app development

GraphQL - AppSync

Business continuity

Backup

DR

RDS HA/DR

Resilience

Game

GameLift

SAP

HA/DR

Office and business application

Workspaces - VDI

AI in the office

Metaverse

Automotive

HealthCare and Life Science

Retail and ECommerce

快时尚电商行业智能体设计思路与应用实践

E-Commerce 选品和设计

Amazon Global Selling

导购和客服

物流和供应链

FSI

Banking & Online Banking

Payment

Hospitality

Contributors

liangruibupt

811 commits

dependabot[bot]

20 commits

liangruibupt/aws-is-how

Know How Guide and Hands on Guide for AWS

62

stars

831

commits

Jupyter Notebook

primary language

Sep 7, 2026

updated

amazon-ec2
aws-regions
china-region
know-how
lambda
sagemaker
workshop

README

aws-is-how

常见故障排除及支持手册

AWS Skill builder

freeCodeCamp

Architecture Design

Hands-on Labs (自建实验)

本人与 Kiro Crew agent 一起动手完成、验证过的端到端实验(均含可复现资产 / IaC / 实测记录):

  • Lambda MicroVMs Lab — AWS Lambda MicroVMs(Firecracker 隔离的 serverless,2026-06 GA)动手实验。单 Flask MicroVM 生命周期(create-image → run → connect → suspend/resume,验证快照状态存活)+ 多租户 aws-sample 端到端部署;实测记录、连接契约(443 + X-aws-proxy-auth + X-aws-proxy-port)、跨代状态丢失的 mount-namespace 根因分析,findings 已回报 aws-samples 上游 issue。
  • DuckDB Scenarios Explorer — DuckDB 7 个场景(NYC 出租车分析、httpfs/S3 远程 Parquet、CSV→Parquet ETL、NL→DuckDB Chat BI、Pandas 零拷贝、日志分析、多 agent AgentCore 设计),spec 驱动 + 34 用例 pytest + CI;场景 04+07 真实部署到 Bedrock AgentCore Runtime(embedded DuckDB 读 S3 hive-partitioned Parquet)验证后清零。
  • COD-Commerce Agent — COD(Cash on Delivery / 货到付款)单页电商的对话式购物 agent:Bedrock AgentCore Runtime 编排(Luna→Claude→规则链 + 工具)、三层记忆(短期事件 / Aurora 确认偏好 / AgentCore USER_PREFERENCE 推断层)、Aurora Serverless v2 + pgvector、S3+CloudFront 单页前端;含 VPC/Aurora terraform、E2E 测试 + CI 与完整实验日志。
  • StudyLens on ECS Fargate + EFS + ALB + CloudFront — 把有状态 npm 应用部署为免运维、低成本、手机/iPad 可访问的服务;容器内 adapter 将 OpenAI 兼容调用转成 Bedrock Converse(us.openai.gpt-5.6-luna,凭 task role 免密钥),CloudFront 提供免域名可信 HTTPS。含完整 Terraform IaC、架构说明与部署/运维/拆除文档。

Introducing the AWS Product Lifecycle page and AWS service availability updates

AI/ML

ML Study

ML入门的知识,以及ML项目中的一些经验总结分享

SageMaker

Jupyter Notebooks

Compute vision

GenAI Overview

Promote-Engineering

Video in GenAI

Audio in GenAI

Image in GenAI

Scenario based GenAI

Vector database

Agent database

LLM Models

Claude

OpenAI GPT

Llama

Nova

Deepseek

China otherLLM

More Open-Source Model

vllm and ollma

World Models

Bedrock practice

RLHF

Knowledge Base

RAG - retrieval-augmented generation

LLM based KB

Deep Research

AI Coding

Agent workflow and Framework

MCP

- [MCP official site](https://github.com/modelcontextprotocol/servers)
- [MCP Servers Explained: What They Are, How They Work, and Why Cline is Revolutionizing AI Tools](https://cline.bot/blog/mcp-servers-explained-what-they-are-how-they-work-and-why-cline-is-revolutionizing-ai-tools)
- [Anthropic 发布了 Streamable HTTP](https://mp.weixin.qq.com/s/9y-VBbP31I8wXur5vEN4Ug)
  - [使用 Amazon Lambda 快速部署 Streamable HTTP Github MCP Server](https://aws.amazon.com/cn/blogs/china/deploy-streamable-http-github-mcp-server-using-amazon-lambda/  l)
- [MCP Server hosting]
  - [GCR MCP on Serverless](https://github.com/aws-samples/sample-serverless-mcp-server)
  - [GCR Sample MCP Servers](https://github.com/aws-samples/aws-mcp-servers-samples)
  - [AWS MCP Server List](https://github.com/awslabs/mcp/)
  - [Introducing AWS Serverless MCP Server blog](https://aws.amazon.com/cn/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/)
  - [Playwright MCP Server on Fargate](https://www.notion.so/Playwright-MCP-Server-AWS-Fargate-EKS-1de408b04809808c8604f56fef3cf565?pvs=4)
  - [Automating AI-assisted container deployments with the Amazon ECS MCP Server](https://aws.amazon.com/cn/blogs/containers/automating-ai-assisted-container-deployments-with-amazon-ecs-mcp-server/)
  - [Accelerating application development with the Amazon EKS MCP server](https://aws.amazon.com/blogs/containers/accelerating-application-development-with-the-amazon-eks-model-context-protocol-server/)
- [MCP Demo]
  - [MCP on Amazon Bedrock](ai-ml/chatgpt/claude/mcp/demo_mcp_on_amazon_bedrock.md)
  - [sample-agentic-ai-web](https://github.com/aws-samples/sample-agentic-ai-web)
  - [A sample MCP server for understanding cloud spend](https://github.com/aws-samples/sample-cloud-spend-mcp-server)
- [Use Case]
  - [从零构建 MCP 架构下的 Agentic RAG 系统](https://mp.weixin.qq.com/s/11jlAQkL008Tuq_vEyjjTg)
  - [飞书 Remote MCP 配置](https://amzn-chn.feishu.cn/wiki/B5aawkRUdiusxgkvtkNcXAfDnkd)

Agent Infra

Agent Technology

OpenClaw

GenAI Business Application

Federated ML

ML Hardware

Robotics

Cost

Cost Explorer

Network cost

Tagging

Sustainablity

Computing

EC2

Load Balancer

System Manager

aws ssm get-parameters-by-path --path /aws/service/global-infrastructure/regions --output json --profile us-east-1 --region us-east-1 | jq '.Parameters[].Name'

aws ssm get-parameters-by-path --path /aws/service/global-infrastructure/regions --output json --profile us-east-1 --region us-east-1 | jq '.Parameters[].Name' | wc -l

HPC

Analytics

High Level Data Engineering and Data Analytics

Data integration service: Glue

Analysis: EMR

Data On EKS

Stream - Kinesis

Stream - Kafka

Ad-hoc and Interactive query: Athena

Data Warehouse: Redshfit

Search and analytics: Elasticsearch Service

Governance

BI

Delta Lake

-[DataBricks]

IOT

IoT Core

IoT Timeseries

OEE

IoT anaytics

Edge

OTA

AIOT

Security

Encryption - KMS

Credential - Secret Manager

Certificate - Certificate Manager

Asset Management and Compliance

AuthN and AuthZ

Sentitive Data

Threat detection - GuardDuty

WAF

Permission - IAM Policy, S3 Policy, RAM Policy

Multi accounts structure

SIEM and SOC

Vulnerability Assessment - Inspector and Alternative

Network

Test Performance/Latency

VPC

NAT and proxy

Load balancers

Cross data center and cloud Leasing Line - Direct Connect and VPN

Cross board transfer

Cross accounts and Cross VPCs - TGW

Acceleration network

Edge

Network Secuirty

DNS

Route 53

HTTPDNS

DNS hijacked using http dns bypass

Serverless

Serverless Workshop

Function as Service - Lambda

API Gateway

Step function

Build the serverless - SAM, Chalice, Serverless framwork, CDK

Serverless with AI/ML

Migration

Journey to Adopt Cloud-Native Architecture

Active Directory

Database

Data migration tool - DMS

Data migration tool - 3rd party tool

Cross Cloud Migration

File migration

VMware migration

Accelerating Migration Evaluator discovery for VMware environment

Modernization

Database Modernization

AWS Transform

Storage

S3 cross region or cross cloud OSS

S3

EBS

Storage Gatewway

EFS and FSx or other shared file system

Database

RDS

RDS usage

RDS Cross region, cross account, data replication and backup

RDS upgrade

RDS Security

RDS Performance

-Amazon Aurora 压力测试

Graph Database

ElastiCache

Key-Value and Document

DynamoDB

MongoDB and DocumentDB

Time series

Container

EKS

Serverless or Kubernetes on AWS

EKS networking

EKS practice

DevOps on EKS

ECS

Fargate

Istio, Envoy, App Mesh, Service discovery

ECR

DevOps

Management

[AWS Well-Architected]

[Organizing Your AWS Environment Using Multiple Accounts]

CI/CD

Serverless CICD

Container CICD

Monitoring and Tracing

Quota Monitor on AWS

Logging

Change configuration

Developer

Infra as Code

Integration

Quque, notification

Call Center

MQ

Email

Media

Video on Demand

Video Streaming

Mobile

Moible app development

GraphQL - AppSync

Business continuity

Backup

DR

RDS HA/DR

Resilience

Game

GameLift

SAP

HA/DR

Office and business application

Workspaces - VDI

AI in the office

Metaverse

Automotive

HealthCare and Life Science

Retail and ECommerce

快时尚电商行业智能体设计思路与应用实践

E-Commerce 选品和设计

Amazon Global Selling

导购和客服

物流和供应链

FSI

Banking & Online Banking

Payment

Hospitality

Contributors

liangruibupt

811 commits

dependabot[bot]

20 commits

Languages

Jupyter Notebook

96.7%

Python

2.4%