<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: ほうき星</title>
    <description>The latest articles on DEV Community by ほうき星 (@h0uk1st4r).</description>
    <link>https://dev.to/h0uk1st4r</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3830337%2Fa8824c64-2aad-4f61-8646-518664668ee9.jpg</url>
      <title>DEV Community: ほうき星</title>
      <link>https://dev.to/h0uk1st4r</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/h0uk1st4r"/>
    <language>en</language>
    <item>
      <title>I Built a CLI Tool to Delete Default VPCs Across All AWS Regions</title>
      <dc:creator>ほうき星</dc:creator>
      <pubDate>Thu, 04 Jun 2026 12:39:47 +0000</pubDate>
      <link>https://dev.to/aws-builders/i-built-a-cli-tool-to-delete-default-vpcs-across-all-aws-regions-4iab</link>
      <guid>https://dev.to/aws-builders/i-built-a-cli-tool-to-delete-default-vpcs-across-all-aws-regions-4iab</guid>
      <description>&lt;p&gt;This article is a machine translation of the contents of the following URL, which I wrote in Japanese:&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/286d58e4ce7dd3229d23" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.1.1%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjEuMSZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9YTkzNmVjN2ExNWM4OWUxZjA4ZmIyN2IyNjBjZWQzMTY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253D906111cc8720b94f5bcc516e754c3fa4%3Fixlib%3Drb-4.1.1%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-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%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0xYWQ2MDNlMmUyZDdhZjdhODcxODRiOWExYTVmM2E0Zg%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3D21d2fd0d2edd4c599b08a37644687441" height="630" class="m-0" width="1200"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/286d58e4ce7dd3229d23" rel="noopener noreferrer" class="c-link"&gt;
            AWS 全リージョンのデフォルト VPC を一括削除する CLI ツールを作った #Python - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星 @H0ukiStar です。 AWS アカウントを作成すると、デフォルト VPC と呼ばれる VPC が各リージョンに 1 つずつ作成されます。 このデフォルト VPC はパブリックサブネットのみで構成されており、これらのサブネットでは E...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico" width="120" height="120"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Hello, I’m &lt;a href="https://x.com/H0ukiStar" rel="noopener noreferrer"&gt;@H0ukiStar&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;When you create an AWS account, a VPC called the &lt;strong&gt;default VPC&lt;/strong&gt; is automatically created in each region.&lt;/p&gt;

&lt;p&gt;This default VPC consists only of public subnets, and the default subnets are configured to automatically assign public IP addresses when launching EC2 instances. When launching an EC2 instance from the AWS Management Console, this default VPC is also selected by default, which can lead to resources being created with unintended network configurations depending on your environment.&lt;/p&gt;

&lt;p&gt;For this reason, if the default VPC is not needed in your organization’s network design, some teams choose to delete it in advance as part of their operational baseline.&lt;/p&gt;

&lt;p&gt;In this article, I’ll introduce a CLI tool I created to delete default VPCs across all available regions in an AWS account.&lt;/p&gt;

&lt;h2&gt;
  
  
  CLI Tool for Deleting Default VPCs: aws-default-vpc-cleaner
&lt;/h2&gt;

&lt;p&gt;The tool is available in the following repository:&lt;/p&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/H0ukiStar" rel="noopener noreferrer"&gt;
        H0ukiStar
      &lt;/a&gt; / &lt;a href="https://github.com/H0ukiStar/aws-default-vpc-cleaner" rel="noopener noreferrer"&gt;
        aws-default-vpc-cleaner
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      A tool to delete default VPCs and related resources across all AWS regions.
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;AWS Default VPC Cleaner&lt;/h1&gt;
&lt;/div&gt;
&lt;p&gt;&lt;a href="https://www.python.org/downloads/" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/13466c63b4f964f1bc47e46eabb6ea9ebff2cb7777cba82af790a55719bbbfda/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d332e31302532422d626c75652e737667" alt="Python Version"&gt;&lt;/a&gt;
&lt;a href="https://github.com/H0ukiStar/aws-default-vpc-cleaner/LICENSE" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/8bb50fd2278f18fc326bf71f6e88ca8f884f72f179d3e555e20ed30157190d0d/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f6c6963656e73652d4d49542d677265656e2e737667" alt="License"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;A tool to delete default VPCs and related resources across all AWS regions.&lt;/p&gt;
&lt;p&gt;AWSアカウント上のすべてのリージョンに存在するデフォルトVPCと関連リソースを削除するツール。&lt;/p&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Features / 機能&lt;/h2&gt;
&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Multi-Region Support&lt;/strong&gt; / &lt;strong&gt;複数リージョン対応&lt;/strong&gt;: Delete default VPCs across all AWS regions or specific regions / すべてのAWSリージョンまたは特定のリージョンのデフォルトVPCを削除&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Dry Run Mode&lt;/strong&gt; / &lt;strong&gt;ドライランモード&lt;/strong&gt;: List resources without deleting them / 削除せずにリソースをリスト表示&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Safe Deletion&lt;/strong&gt; / &lt;strong&gt;安全な削除&lt;/strong&gt;: Deletes resources in the correct order to avoid dependency issues / 依存関係の問題を回避するために正しい順序でリソースを削除&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Multi-Language&lt;/strong&gt; / &lt;strong&gt;多言語対応&lt;/strong&gt;: Supports English and Japanese output / 英語と日本語の出力をサポート&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Verbose Mode&lt;/strong&gt; / &lt;strong&gt;詳細モード&lt;/strong&gt;: Detailed logging of operations / 操作の詳細なログ出力&lt;/li&gt;
&lt;/ul&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Deleted Resources / 削除されるリソース&lt;/h2&gt;
&lt;/div&gt;
&lt;p&gt;The tool deletes the following resources in order:
ツールは以下のリソースを順番に削除します:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Internet Gateways (detached then deleted) / インターネットゲートウェイ（デタッチ後に削除）&lt;/li&gt;
&lt;li&gt;Subnets / サブネット&lt;/li&gt;
&lt;li&gt;Route Tables (excluding main route table) / ルートテーブル（メインルートテーブルを除く）&lt;/li&gt;
&lt;li&gt;Security Groups (excluding default security group) / セキュリティグループ（デフォルトセキュリティグループを除く）&lt;/li&gt;
&lt;li&gt;Network ACLs (excluding default ACL) / ネットワークACL（デフォルトACLを除く）&lt;/li&gt;
&lt;li&gt;VPC / VPC&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Installation / インストール&lt;/h2&gt;

&lt;/div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;Prerequisites / 前提条件&lt;/h3&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Python 3.10 or higher /…&lt;/li&gt;
&lt;/ul&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/H0ukiStar/aws-default-vpc-cleaner" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;h3&gt;
  
  
  Installing the Tool
&lt;/h3&gt;

&lt;p&gt;Build artifacts for both Linux and Windows are available in the &lt;strong&gt;Releases&lt;/strong&gt; section.&lt;/p&gt;

&lt;p&gt;Below is an installation example on CloudShell (Amazon Linux 2023).&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;wget https://github.com/H0ukiStar/aws-default-vpc-cleaner/releases/download/v1.0.0/aws-default-vpc-cleaner-v1.0.0-linux-x64
～omitted～
2026-05-21 14:35:22 &lt;span class="o"&gt;(&lt;/span&gt;29.2 MB/s&lt;span class="o"&gt;)&lt;/span&gt; - ‘aws-default-vpc-cleaner-v1.0.0-linux-x64’ saved &lt;span class="o"&gt;[&lt;/span&gt;34495320/34495320]
&lt;span class="nv"&gt;$ &lt;/span&gt;&lt;span class="nb"&gt;chmod&lt;/span&gt; +x aws-default-vpc-cleaner-v1.0.0-linux-x64 
&lt;span class="nv"&gt;$ &lt;/span&gt;
&lt;span class="nv"&gt;$ &lt;/span&gt;./aws-default-vpc-cleaner-v1.0.0-linux-x64 &lt;span class="nt"&gt;--help&lt;/span&gt;
usage: aws-default-vpc-cleaner &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;-h&lt;/span&gt;&lt;span class="o"&gt;]&lt;/span&gt; &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--regions&lt;/span&gt; REGION &lt;span class="o"&gt;[&lt;/span&gt;REGION ...]] &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--dry-run&lt;/span&gt;&lt;span class="o"&gt;]&lt;/span&gt; &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--yes&lt;/span&gt;&lt;span class="o"&gt;]&lt;/span&gt; &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--lang&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;en,ja&lt;span class="o"&gt;}]&lt;/span&gt; &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--verbose&lt;/span&gt;&lt;span class="o"&gt;]&lt;/span&gt; &lt;span class="o"&gt;[&lt;/span&gt;&lt;span class="nt"&gt;--version&lt;/span&gt;&lt;span class="o"&gt;]&lt;/span&gt;

Delete default VPCs and related resources across AWS regions

options:
  &lt;span class="nt"&gt;-h&lt;/span&gt;, &lt;span class="nt"&gt;--help&lt;/span&gt;            show this &lt;span class="nb"&gt;help &lt;/span&gt;message and &lt;span class="nb"&gt;exit&lt;/span&gt;
  &lt;span class="nt"&gt;--regions&lt;/span&gt; REGION &lt;span class="o"&gt;[&lt;/span&gt;REGION ...]
                        Specify target regions &lt;span class="o"&gt;(&lt;/span&gt;default: all regions&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="nt"&gt;--dry-run&lt;/span&gt;             List resources without deleting them
  &lt;span class="nt"&gt;--yes&lt;/span&gt;, &lt;span class="nt"&gt;-y&lt;/span&gt;             Skip confirmation prompts
  &lt;span class="nt"&gt;--lang&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;en,ja&lt;span class="o"&gt;}&lt;/span&gt;        Language &lt;span class="k"&gt;for &lt;/span&gt;output &lt;span class="o"&gt;(&lt;/span&gt;en/ja&lt;span class="o"&gt;)&lt;/span&gt;
  &lt;span class="nt"&gt;--verbose&lt;/span&gt;, &lt;span class="nt"&gt;-v&lt;/span&gt;         Enable verbose output
  &lt;span class="nt"&gt;--version&lt;/span&gt;             show program&lt;span class="s1"&gt;'s version number and exit

Examples / 使用例:
  # Delete default VPCs in all regions (with confirmation)
  # 全リージョンのデフォルトVPCを削除 (確認あり)
  aws-default-vpc-cleaner

  # Delete default VPCs in specific regions
  # 特定リージョンのデフォルトVPCを削除
  aws-default-vpc-cleaner --regions us-east-1 us-west-2

  # List default VPCs without deleting (dry-run)
  # 削除せずにデフォルトVPCをリストアップ (ドライラン)
  aws-default-vpc-cleaner --dry-run

  # Delete without confirmation
  # 確認なしで削除
  aws-default-vpc-cleaner --yes

  # Use Japanese language output
  # 日本語出力を使用
  aws-default-vpc-cleaner --lang ja

  # Verbose output
  # 詳細出力
  aws-default-vpc-cleaner --verbose
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Deleting Default VPCs with the Tool
&lt;/h3&gt;

&lt;p&gt;Before deleting default VPCs, it’s a good idea to first use the &lt;code&gt;--dry-run&lt;/code&gt; option to check what resources will be affected.&lt;/p&gt;

&lt;p&gt;As shown below, the tool lists default VPCs in all available regions, along with related resources such as internet gateways and subnets.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;./aws-default-vpc-cleaner-v1.0.0-linux-x64 &lt;span class="nt"&gt;--dry-run&lt;/span&gt;
Starting AWS Default VPC Cleaner...
DRY RUN MODE - No resources will be deleted
Fetching available regions...
Found 17 regions
Default VPC found: vpc-0dfe2040fc98de87c
Default VPC found: vpc-0088a011ef4fd1a43
～omitted～
Processing region: ap-south-1
Would delete InternetGateway: igw-0d46d61ebaff6cb2d
Would delete Subnet: subnet-0c5d458b14c891426
Would delete Subnet: subnet-0f875743062c40fd8
Would delete Subnet: subnet-07a484491ecaaf387
Would delete VPC: vpc-0dfe2040fc98de87c
Region ap-south-1 completed
～omitted～

&lt;span class="o"&gt;===&lt;/span&gt; Summary &lt;span class="o"&gt;===&lt;/span&gt;
Regions processed: 17
VPCs deleted: 0
Resources deleted: 0
Errors: 0

Operation completed successfully
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If the resources look correct, you can run the tool without &lt;code&gt;--dry-run&lt;/code&gt; to actually delete them.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;./aws-default-vpc-cleaner-v1.0.0-linux-x64 &lt;span class="nt"&gt;--yes&lt;/span&gt;
Starting AWS Default VPC Cleaner...
Fetching available regions...
Found 17 regions
Default VPC found: vpc-0dfe2040fc98de87c
Default VPC found: vpc-0088a011ef4fd1a43
～omitted～
Processing region: ap-south-1
Deleted InternetGateway: igw-0d46d61ebaff6cb2d
Deleted Subnet: subnet-0c5d458b14c891426
Deleted Subnet: subnet-0f875743062c40fd8
Deleted Subnet: subnet-07a484491ecaaf387
Deleting VPC: vpc-0dfe2040fc98de87c
VPC deleted successfully: vpc-0dfe2040fc98de87c
Region ap-south-1 completed
～omitted～

&lt;span class="o"&gt;===&lt;/span&gt; Summary &lt;span class="o"&gt;===&lt;/span&gt;
Regions processed: 17
VPCs deleted: 17
Resources deleted: 89
Errors: 0

Operation completed successfully
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Available Options
&lt;/h3&gt;

&lt;h4&gt;
  
  
  &lt;code&gt;--dry-run&lt;/code&gt;
&lt;/h4&gt;

&lt;p&gt;As shown in the example above, this option lists the default VPCs and related resources that would be deleted, but does not actually delete anything.&lt;/p&gt;

&lt;p&gt;Instead of deleting resources immediately, it is recommended to review the list first and confirm that the targets are correct.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;code&gt;--yes&lt;/code&gt;
&lt;/h4&gt;

&lt;p&gt;If &lt;code&gt;--yes&lt;/code&gt; is not specified, the tool prompts for confirmation before deleting resources.&lt;/p&gt;

&lt;p&gt;If &lt;code&gt;--yes&lt;/code&gt; is specified, deletion proceeds without confirmation.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;code&gt;--regions REGION [REGION ...]&lt;/code&gt;
&lt;/h4&gt;

&lt;p&gt;Specifies which regions to target for deleting default VPCs.&lt;/p&gt;

&lt;p&gt;If not specified, the tool runs against &lt;strong&gt;all available regions&lt;/strong&gt;.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;code&gt;--lang {en,ja}&lt;/code&gt;
&lt;/h4&gt;

&lt;p&gt;Specifies the language used for the tool’s output.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;code&gt;--verbose&lt;/code&gt;
&lt;/h4&gt;

&lt;p&gt;Enables verbose output during execution.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Default VPCs are a convenient feature automatically created when an AWS account is provisioned, but depending on your environment, they may not always be necessary. When multiple regions are involved, deleting them manually can also become tedious.&lt;/p&gt;

&lt;p&gt;I created &lt;code&gt;aws-default-vpc-cleaner&lt;/code&gt; as a CLI tool to make it easier to review and remove default VPCs across all available regions in one go.&lt;/p&gt;

&lt;p&gt;I hope this tool and article are helpful for anyone facing the same challenge.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>vpc</category>
      <category>python</category>
    </item>
    <item>
      <title>Trying AWS IoT Core's New GetConnection and ListSubscriptions APIs</title>
      <dc:creator>ほうき星</dc:creator>
      <pubDate>Fri, 29 May 2026 14:10:41 +0000</pubDate>
      <link>https://dev.to/aws-builders/trying-aws-iot-cores-new-getconnection-and-listsubscriptions-apis-3f8g</link>
      <guid>https://dev.to/aws-builders/trying-aws-iot-cores-new-getconnection-and-listsubscriptions-apis-3f8g</guid>
      <description>&lt;p&gt;This article is a machine translation of the contents of the following URL, which I wrote in Japanese:&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/5d44ac768059b6ecc4b9" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.1.1%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjEuMSZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9YTkzNmVjN2ExNWM4OWUxZjA4ZmIyN2IyNjBjZWQzMTY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253D906111cc8720b94f5bcc516e754c3fa4%3Fixlib%3Drb-4.1.1%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-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%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0xYWQ2MDNlMmUyZDdhZjdhODcxODRiOWExYTVmM2E0Zg%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3D1a51a1afb9614ce1f26398e6facc61f4" height="630" class="m-0" width="1200"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/5d44ac768059b6ecc4b9" rel="noopener noreferrer" class="c-link"&gt;
            AWS IoT Core 単体で MQTT クライアントの接続状態を取得できるようになったので試す #awsIoT - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星 @H0ukiStar です。 本日 AWS IoT Core に以下のようなアップデートがありました。 Posted on: May 28, 2026 Today, AWS IoT Core launches two new MQTT c...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico" width="120" height="120"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Hello, I'm &lt;a href="https://x.com/H0ukiStar" rel="noopener noreferrer"&gt;@H0ukiStar&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Today, AWS IoT Core announced the following update.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Posted on: May 28, 2026&lt;br&gt;
Today, AWS IoT Core launches two new MQTT connection management APIs, GetConnection and ListSubscriptions, enabling you to easily access MQTT client connection and subscription information for your Internet of Things (IoT) devices. These APIs help you troubleshoot connectivity issues, monitor client behavior, and audit connection patterns across your device fleet.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;a href="https://aws.amazon.com/about-aws/whats-new/2026/05/aws-iot-core-apis-mqtt/" rel="noopener noreferrer"&gt;https://aws.amazon.com/about-aws/whats-new/2026/05/aws-iot-core-apis-mqtt/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Previously, checking device connection status required using Fleet Indexing or implementing your own state management with features such as Device Shadow. With this update, it is now possible to check device connection status directly using AWS IoT Core alone.&lt;/p&gt;

&lt;p&gt;I previously introduced methods for checking connection status using Fleet Indexing and Device Shadow in the following article, so feel free to check it out as well.&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/e80c2a47766e71974de6" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.1.1%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjEuMSZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9YTkzNmVjN2ExNWM4OWUxZjA4ZmIyN2IyNjBjZWQzMTY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253D906111cc8720b94f5bcc516e754c3fa4%3Fixlib%3Drb-4.1.1%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTk2MCZoPTMyNCZ0eHQ9QVdTJTIwSW9UJTIwQ29yZSUyMCVFMyU4MSVBNyVFMyU4MyVBMiVFMyU4MyU4RSVFMyU4MSVBRSVFNiU4RSVBNSVFNyVCNiU5QSVFNyU4QSVCNiVFNiU4NSU4QiVFMyU4MiU5MiVFMyU4MiVBQSVFMyU4MyVCMyVFMyU4MyU4NyVFMyU4MyU5RSVFMyU4MyVCMyVFMyU4MyU4OSVFMyU4MSVBNyVFNSU4RiU5NiVFNSVCRSU5NyVFMyU4MSU5OSVFMyU4MiU4QjIlRTMlODElQTQlRTMlODElQUUlRTYlOTYlQjklRTYlQjMlOTUmdHh0LWFsaWduPWxlZnQlMkN0b3AmdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT01NiZ0eHQtcGFkPTAmcz0wYjNhMDBjMWZhNThiYmY5MDJiZWQzMmEwNzIwOWI3Nw%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0xYWQ2MDNlMmUyZDdhZjdhODcxODRiOWExYTVmM2E0Zg%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3Df91f7c61308188c3fc094bcb8ff62c7f" height="630" class="m-0" width="1200"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/e80c2a47766e71974de6" rel="noopener noreferrer" class="c-link"&gt;
            AWS IoT Core でモノの接続状態をオンデマンドで取得する2つの方法 #lambda - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星です。 皆さんは、AWS IoT Core に接続した自作 IoT デバイス（Raspberry Pi / ESP32 など）が 「今オンラインなのか、それともオフラインなのか」を確認したいと思ったことはありませんか？ 私は自作した IoT ...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico" width="120" height="120"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;h3&gt;
  
  
  Trying It Out
&lt;/h3&gt;

&lt;p&gt;Let's try the new APIs.&lt;/p&gt;

&lt;p&gt;At the time of writing, these APIs do not appear to be available in the AWS SDK yet, so the API requests must be signed manually using SigV4.&lt;/p&gt;

&lt;p&gt;This time, I used &lt;code&gt;awscurl&lt;/code&gt; for signing. You can install it with the following command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;awscurl
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;You can also retrieve the API endpoint using the AWS CLI as shown below.&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;aws iot describe-endpoint &lt;span class="nt"&gt;--endpoint-type&lt;/span&gt; iot:Data-ATS

&lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="s2"&gt;"endpointAddress"&lt;/span&gt;: &lt;span class="s2"&gt;"abcd1234567890-ats.iot.ap-northeast-1.amazonaws.com"&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h3&gt;
  
  
  GetConnection
&lt;/h3&gt;

&lt;p&gt;This API allows you to retrieve information such as the connection status and Keep Alive configuration of a specified MQTT client.&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body flex items-center justify-between"&gt;
        &lt;a href="https://docs.aws.amazon.com/iot/latest/developerguide/mqtt.html#get-connection-api" rel="noopener noreferrer" class="c-link fw-bold flex items-center"&gt;
          &lt;span class="mr-2"&gt;docs.aws.amazon.com&lt;/span&gt;
          

        &lt;/a&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;



&lt;p&gt;Send the following request using &lt;code&gt;awscurl&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;awscurl &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--service&lt;/span&gt; iotdevicegateway &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--region&lt;/span&gt; ap-northeast-1 &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="s2"&gt;"https://abcd1234567890-ats.iot.ap-northeast-1.amazonaws.com/connections/&amp;lt;clientId&amp;gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;blockquote&gt;
&lt;p&gt;[!WARNING]&lt;br&gt;
For SigV4 signing, you must specify &lt;code&gt;iotdevicegateway&lt;/code&gt; as the service name instead of &lt;code&gt;iot&lt;/code&gt;.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;You can retrieve information such as whether the client is currently connected and when the connection was established.&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"connected"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"cleanSession"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"clientId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clientId"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"thingName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"thingName"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"keepAliveDuration"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;15&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"connectedSince"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1780061470032&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;You can also retrieve socket information by adding &lt;code&gt;includeSocketInformation=true&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;awscurl &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--service&lt;/span&gt; iotdevicegateway &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--region&lt;/span&gt; ap-northeast-1 &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="s2"&gt;"https://abcd1234567890-ats.iot.ap-northeast-1.amazonaws.com/connections/&amp;lt;clientId&amp;gt;?includeSocketInformation=true"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"connected"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"cleanSession"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"clientId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"clientId"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"thingName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"thingName"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"sourceIp"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"sourceIp"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"sourcePort"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;sourcePort&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"targetIp"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"targetIp"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"targetPort"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;8883&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"keepAliveDuration"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;15&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"connectedSince"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1780061470032&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h2&gt;
  
  
  ListSubscriptions
&lt;/h2&gt;

&lt;p&gt;This API allows you to retrieve the topics subscribed to by a specified client.&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body flex items-center justify-between"&gt;
        &lt;a href="https://docs.aws.amazon.com/iot/latest/developerguide/mqtt.html#list-subscriptions-api" rel="noopener noreferrer" class="c-link fw-bold flex items-center"&gt;
          &lt;span class="mr-2"&gt;docs.aws.amazon.com&lt;/span&gt;
          

        &lt;/a&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;



&lt;p&gt;Send the following request using &lt;code&gt;awscurl&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;awscurl &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--service&lt;/span&gt; iotdevicegateway &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--region&lt;/span&gt; ap-northeast-1 &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="s2"&gt;"https://abcd1234567890-ats.iot.ap-northeast-1.amazonaws.com/connections/&amp;lt;clientId&amp;gt;/subscriptions"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;blockquote&gt;
&lt;p&gt;[!WARNING]&lt;br&gt;
For SigV4 signing, you must specify &lt;code&gt;iotdevicegateway&lt;/code&gt; as the service name instead of &lt;code&gt;iot&lt;/code&gt;.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;You can retrieve the topics currently subscribed to by the specified client as shown below.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"nextToken"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"subscriptions"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
            &lt;/span&gt;&lt;span class="nl"&gt;"topicFilter"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"$aws/things/&amp;lt;thingName&amp;gt;/shadow/update/delta"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
            &lt;/span&gt;&lt;span class="nl"&gt;"qos"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;With the newly introduced GetConnection and ListSubscriptions APIs, it is now possible to retrieve MQTT client connection status and subscription information directly from AWS IoT Core.&lt;/p&gt;

&lt;p&gt;Previously, checking connection status often required custom implementations using Fleet Indexing, Device Shadow, or Lifecycle Events. With these new APIs, monitoring client state should become much simpler.&lt;/p&gt;

&lt;p&gt;Although the APIs do not yet appear to be available in the AWS SDK, they can already be used today by manually signing requests with SigV4.&lt;/p&gt;

&lt;p&gt;If you're interested, give them a try.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>iotcore</category>
    </item>
    <item>
      <title>Automatically Healing CloudFormation Drift with Durable Functions</title>
      <dc:creator>ほうき星</dc:creator>
      <pubDate>Sun, 17 May 2026 02:34:59 +0000</pubDate>
      <link>https://dev.to/aws-builders/automatically-healing-cloudformation-drift-with-durable-functions-bhm</link>
      <guid>https://dev.to/aws-builders/automatically-healing-cloudformation-drift-with-durable-functions-bhm</guid>
      <description>&lt;p&gt;This article is a machine translation of the contents of the following URL, which I wrote in Japanese:&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/2e6b02077baf64581f50" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.1.1%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjEuMSZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9YTkzNmVjN2ExNWM4OWUxZjA4ZmIyN2IyNjBjZWQzMTY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253D906111cc8720b94f5bcc516e754c3fa4%3Fixlib%3Drb-4.1.1%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTk2MCZoPTMyNCZ0eHQ9RHVyYWJsZSUyMEZ1bmN0aW9ucyUyMCVFMyU4MiU5MiVFNyU5NCVBOCVFMyU4MSU4NCVFMyU4MSVBNiUyMENsb3VkRm9ybWF0aW9uJTIwJUUzJTgxJUFFJUUzJTgzJTg5JUUzJTgzJUFBJUUzJTgzJTk1JUUzJTgzJTg4JUUzJTgyJTkyJUU4JTg3JUFBJUU1JThCJTk1JUU0JUJGJUFFJUU1JUJFJUE5JUUzJTgxJTk5JUUzJTgyJThCJnR4dC1hbGlnbj1sZWZ0JTJDdG9wJnR4dC1jb2xvcj0lMjMxRTIxMjEmdHh0LWZvbnQ9SGlyYWdpbm8lMjBTYW5zJTIwVzYmdHh0LXNpemU9NTYmdHh0LXBhZD0wJnM9NDNmMTA4NDkzMzIzYzU4ZjU5NjA5MTllYWU4M2Y1N2Q%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0xYWQ2MDNlMmUyZDdhZjdhODcxODRiOWExYTVmM2E0Zg%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3D4c0d4c41995e02c822c4f05e1d0657bf" height="630" class="m-0" width="1200"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/2e6b02077baf64581f50" rel="noopener noreferrer" class="c-link"&gt;
            Durable Functions を用いて CloudFormation のドリフトを自動修復する #AWS - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星 @H0ukiStar です。 皆さんは昨年(2025年)の11月に CloudFormation がアップデートされ、ドリフト状態の修正に利用可能なドリフト認識変更セットが追加されたことをご存じでしょうか？ 本機能の登場以前は、ドリフ...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico" width="120" height="120"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Hello, I’m &lt;a href="https://x.com/H0ukiStar" rel="noopener noreferrer"&gt;@H0ukiStar&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Did you know that in November 2025, AWS introduced a new CloudFormation feature called &lt;em&gt;drift-aware change sets&lt;/em&gt;?&lt;/p&gt;

&lt;p&gt;&lt;a href="https://aws.amazon.com/about-aws/whats-new/2025/11/configuration-drift-enhanced-cloudformation-sets/" rel="noopener noreferrer"&gt;https://aws.amazon.com/about-aws/whats-new/2025/11/configuration-drift-enhanced-cloudformation-sets/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Before this feature was introduced, repairing drift typically required making a temporary dummy change to the stack, updating the stack, and then reverting the change afterward.&lt;/p&gt;

&lt;p&gt;Now, by specifying &lt;code&gt;--deployment-mode REVERT_DRIFT&lt;/code&gt; when creating a change set, CloudFormation can recognize differences between the IaC definition and the actual infrastructure, and automatically generate a change set specifically for drift remediation.&lt;/p&gt;

&lt;p&gt;In this article, I’ll show how I implemented a Configuration Healing mechanism using Durable Functions that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Detects CloudFormation stack drift&lt;/li&gt;
&lt;li&gt;Automatically creates a drift-aware change set&lt;/li&gt;
&lt;li&gt;Repairs the drift automatically&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Trying Drift-Aware Change Sets
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Deploying a Sample Stack
&lt;/h3&gt;

&lt;p&gt;First, let’s see how drift-aware change sets work.&lt;/p&gt;

&lt;p&gt;I deployed the following CloudFormation template with the stack name &lt;code&gt;test&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;AWSTemplateFormatVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;2010-09-09&lt;/span&gt;
&lt;span class="na"&gt;Description&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Stack for testing drift-aware change sets&lt;/span&gt;

&lt;span class="na"&gt;Resources&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;TestParameter&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;Type&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;AWS::SSM::Parameter&lt;/span&gt;
    &lt;span class="na"&gt;Properties&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;Name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;/drift-test/sample&lt;/span&gt;
      &lt;span class="na"&gt;Type&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;String&lt;/span&gt;
      &lt;span class="na"&gt;Value&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;initial-value&lt;/span&gt;
      &lt;span class="na"&gt;Description&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Parameter for drift testing&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;Immediately after deployment, the stack is not drifted.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fozy0gadb4p8ix8lqim8n.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fozy0gadb4p8ix8lqim8n.png" alt="Drift status immediately after stack deployment" width="800" height="123"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;[!WARNING]&lt;br&gt;
The stack was deployed using a dedicated CloudFormation execution role.&lt;/p&gt;

&lt;p&gt;The IAM role template is omitted here for brevity.&lt;br&gt;
Please refer to the following GitHub repository for the complete template definition.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/H0ukiStar/sample-aws-cfn-configuration-healing" rel="noopener noreferrer"&gt;sample-aws-cfn-configuration-healing&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h3&gt;
  
  
  Introducing Drift
&lt;/h3&gt;

&lt;p&gt;Next, I intentionally introduced drift by modifying the SSM parameter value with the following command.&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;aws ssm put-parameter &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--name&lt;/span&gt; /drift-test/sample &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--value&lt;/span&gt; updated-value &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--overwrite&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;You can confirm from the CloudFormation drift detection screen that the stack is now drifted.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Funexzgkvvzykn2n0m7fc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Funexzgkvvzykn2n0m7fc.png" alt="Drift status after modifying the SSM parameter" width="800" height="122"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h3&gt;
  
  
  Repairing Drift with a Drift-Aware Change Set
&lt;/h3&gt;

&lt;p&gt;On the CloudFormation drift screen, CloudFormation displays guidance indicating that the drift can be repaired using a drift-aware change set.&lt;/p&gt;

&lt;p&gt;Select &lt;strong&gt;Create change set&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl7tl2wg6s1isn0if5o9c.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl7tl2wg6s1isn0if5o9c.png" alt="Creating a change set" width="800" height="159"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Make sure the change set type is set to &lt;strong&gt;Drift-aware change set&lt;/strong&gt;, then follow the instructions to create it.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fh8kqi1wyfpq73li6ajbj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fh8kqi1wyfpq73li6ajbj.png" alt="Creating a drift-aware change setn" width="800" height="316"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you review the generated change set, you can see that CloudFormation correctly detects the drifted resource and prepares the remediation changes automatically.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fboj922j5imscjoz4u9xf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fboj922j5imscjoz4u9xf.png" alt="Reviewing the generated change set" width="800" height="313"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;After executing the change set, the drift is resolved.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1kv0cehzzom2luo1oqr1.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1kv0cehzzom2luo1oqr1.png" alt="Drift status after applying the change set" width="800" height="123"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h2&gt;
  
  
  Configuration Healing with Durable Functions
&lt;/h2&gt;

&lt;p&gt;CloudFormation drift detection and change set creation are asynchronous operations, which means polling is required until completion.&lt;/p&gt;

&lt;p&gt;Implementing this behavior using only standard Lambda functions can quickly become complicated due to retry handling, wait control, and state management.&lt;/p&gt;

&lt;p&gt;This time, I used Durable Functions to simplify these wait operations and state transitions.&lt;/p&gt;

&lt;p&gt;Durable Functions are designed for long-running workflows, making them a great fit for asynchronous APIs like CloudFormation.&lt;/p&gt;

&lt;p&gt;Especially for workflows like:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Start operation&lt;/li&gt;
&lt;li&gt;Wait for completion&lt;/li&gt;
&lt;li&gt;Check status&lt;/li&gt;
&lt;li&gt;Proceed to the next step&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Durable Functions make the orchestration logic much easier to implement and maintain.&lt;/p&gt;
&lt;h3&gt;
  
  
  Workflow
&lt;/h3&gt;

&lt;p&gt;The implementation follows the workflow below to detect and repair CloudFormation stack drift.&lt;/p&gt;

&lt;p&gt;Durable Functions make it straightforward to implement waiting logic for both drift detection and change set creation.&lt;/p&gt;

&lt;p&gt;In addition, by passing &lt;code&gt;CreateChangeSetOnly: true&lt;/code&gt; in the Lambda event payload, the workflow can stop after creating the change set without executing it automatically.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fo65w5rxpr1tnekvg88i9.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fo65w5rxpr1tnekvg88i9.png" alt="Workflow figure" width="619" height="1948"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h3&gt;
  
  
  Durable Functions Implementation Example
&lt;/h3&gt;

&lt;p&gt;The Durable Functions implementation follows the workflow shown above.&lt;/p&gt;

&lt;p&gt;The full source code, including the SAM template, is available in the following repository.&lt;/p&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/H0ukiStar" rel="noopener noreferrer"&gt;
        H0ukiStar
      &lt;/a&gt; / &lt;a href="https://github.com/H0ukiStar/sample-aws-cfn-configuration-healing" rel="noopener noreferrer"&gt;
        sample-aws-cfn-configuration-healing
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      Sample implementation of an AWS Lambda function to detect and automatically heal CloudFormation stack configuration drift.
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;CloudFormation Configuration Healing with Durable Functions&lt;/h1&gt;
&lt;/div&gt;

&lt;p&gt;Automatic detection and healing of CloudFormation stack drift using AWS Lambda with Durable Functions.&lt;/p&gt;

&lt;p&gt;This sample demonstrates how to automatically detect configuration drift in CloudFormation stacks and heal them by creating and executing change sets using the AWS Durable Execution SDK for Python.&lt;/p&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Features&lt;/h2&gt;
&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Automatic Drift Detection&lt;/strong&gt;: Detects configuration drift in CloudFormation stacks&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Automatic Healing&lt;/strong&gt;: Creates and executes change sets to restore the stack to its desired state&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Durable Functions&lt;/strong&gt;: Uses AWS Lambda Durable Execution SDK to handle long-running operations reliably&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;SNS Notifications&lt;/strong&gt;: Sends notifications about drift detection and healing operations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Error Handling&lt;/strong&gt;: Comprehensive error handling for drift detection and change set operations&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Installation&lt;/h2&gt;
&lt;/div&gt;

&lt;p&gt;Deploy using the AWS SAM CLI with the following commands:&lt;/p&gt;

&lt;div class="highlight highlight-source-shell notranslate position-relative overflow-auto js-code-highlight"&gt;
&lt;pre&gt;&lt;span class="pl-c1"&gt;cd&lt;/span&gt; configuration-healing
sam build
sam deploy --guided&lt;/pre&gt;

&lt;/div&gt;
&lt;p&gt;During the guided deployment, you will be prompted to provide:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;SNS Topic ARN&lt;/strong&gt;: The ARN of an…&lt;/li&gt;
&lt;/ul&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/H0ukiStar/sample-aws-cfn-configuration-healing" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# The complete implementation is available in the GitHub repository above.
# The code is omitted here for brevity.
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Verification
&lt;/h2&gt;

&lt;p&gt;Next, I intentionally modified the value of the SSM Parameter created in the &lt;code&gt;test&lt;/code&gt; stack to introduce drift, then executed the deployed Lambda function.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;aws lambda invoke &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--function-name&lt;/span&gt; arn:aws:lambda:&amp;lt;region&amp;gt;:&amp;lt;account-id&amp;gt;:function:cfn-drift-healing:Alias &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--invocation-type&lt;/span&gt; Event &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--cli-binary-format&lt;/span&gt; raw-in-base64-out &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--payload&lt;/span&gt; &lt;span class="s1"&gt;'{"StackName": "test"}'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  response.json
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;From the logs, you can confirm that the automatic remediation proceeds as follows:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Start drift detection&lt;/li&gt;
&lt;li&gt;Detect stack drift&lt;/li&gt;
&lt;li&gt;Create a drift-aware change set&lt;/li&gt;
&lt;li&gt;Execute the change set&lt;/li&gt;
&lt;li&gt;Resolve the drift&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxs8esxfm2i2ja8wzumxf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxs8esxfm2i2ja8wzumxf.png" alt="Lambda function execution logs" width="800" height="95"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F24yvx139f4321cuypt9r.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F24yvx139f4321cuypt9r.png" alt="Durable execution result" width="800" height="283"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can also confirm the remediation completion through SNS notifications.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzhatrldjnomtrjhav69s.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzhatrldjnomtrjhav69s.png" alt="SNS notification after successful remediation" width="800" height="169"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can also stop the workflow after creating the change set by passing &lt;code&gt;CreateChangeSetOnly: true&lt;/code&gt; in the event payload.&lt;/p&gt;

&lt;p&gt;This allows a human operator to review and execute the change set manually.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;aws lambda invoke &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--function-name&lt;/span&gt; arn:aws:lambda:&amp;lt;region&amp;gt;:&amp;lt;account-id&amp;gt;:function:cfn-drift-healing:Alias &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--invocation-type&lt;/span&gt; Event &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--cli-binary-format&lt;/span&gt; raw-in-base64-out &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--payload&lt;/span&gt; &lt;span class="s1"&gt;'{"StackName": "test", "CreateChangeSetOnly": true}'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  response.json
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvp35ev3ehlt0i37pmdqg.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvp35ev3ehlt0i37pmdqg.png" alt="Lambda function logs when stopping after change set creation" width="800" height="73"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8aas30l25s8chuuvwb9k.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8aas30l25s8chuuvwb9k.png" alt="SNS notification when stopping after change set creation" width="800" height="130"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;CloudFormation drift-aware change sets make it much safer and easier to repair configuration drift than before.&lt;/p&gt;

&lt;p&gt;In this article, I implemented a Configuration Healing mechanism using Durable Functions that automatically detects and repairs CloudFormation drift.&lt;/p&gt;

&lt;p&gt;Even when using IaC, long-running environments inevitably experience unintended configuration changes over time.&lt;/p&gt;

&lt;p&gt;By combining this workflow with services like EventBridge Scheduler for periodic execution, you can continuously and automatically remediate drift caused by:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Unintended manual changes&lt;/li&gt;
&lt;li&gt;Temporary fixes that were never reverted&lt;/li&gt;
&lt;li&gt;Configuration updates forgotten over time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This helps maintain infrastructure consistency and improve long-term IaC governance.&lt;/p&gt;

&lt;p&gt;If fully automated remediation feels too risky for production environments, you can instead stop after creating the change set and require human review before execution, as demonstrated earlier in this article.&lt;/p&gt;

&lt;p&gt;I hope this article serves as a useful example of implementing Configuration Healing with CloudFormation.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>lambda</category>
      <category>cloudformation</category>
    </item>
    <item>
      <title>How to Create an EventBridge Scheduler with ActionAfterCompletion in CloudFormation</title>
      <dc:creator>ほうき星</dc:creator>
      <pubDate>Sun, 26 Apr 2026 09:09:56 +0000</pubDate>
      <link>https://dev.to/aws-builders/how-to-create-an-eventbridge-scheduler-with-actionaftercompletion-in-cloudformation-5a30</link>
      <guid>https://dev.to/aws-builders/how-to-create-an-eventbridge-scheduler-with-actionaftercompletion-in-cloudformation-5a30</guid>
      <description>&lt;p&gt;This article is a machine translation of the contents of the following URL, which I wrote in Japanese:&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/983b5186402214e3df80" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.0.0%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjAuMCZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9MmE2OTFkMjZjYjU1OGNjMjQ3YzJmY2QwZDMzZDk4NWY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253Dbbfddb29e66023105dd54b136e4b08eb%3Fixlib%3Drb-4.0.0%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjAuMCZ3PTk2MCZoPTMyNCZ0eHQ9Q2xvdWRGb3JtYXRpb24lMjAlRTMlODElQTclRTYlOUMlQUElRTUlQUYlQkUlRTUlQkYlOUMlRTMlODElQUUlMjBBY3Rpb25BZnRlckNvbXBsZXRpb24lMjAlRTMlODIlOTIlRTYlOEMlODclRTUlQUUlOUElRTMlODElOTclRTMlODElOUYlMjBFdmVudEJyaWRnZSUyMFNjaGVkdWxlciUyMCVFMyU4MiU5MiVFNCVCRCU5QyVFNiU4OCU5MCVFMiU4MCVBNiZ0eHQtYWxpZ249bGVmdCUyQ3RvcCZ0eHQtY29sb3I9JTIzMUUyMTIxJnR4dC1mb250PUhpcmFnaW5vJTIwU2FucyUyMFc2JnR4dC1zaXplPTU2JnR4dC1wYWQ9MCZzPWY2MzVkMTI3MTQ4M2Q3ODRiZWM4YzQyNjU1ZTEyNmYy%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjAuMCZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0zMzlkNGYzMzVlM2JlN2Q4OTQ3ODRmNzYzY2FkM2JhZQ%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3De62e2f7fcc819c95f1d2f17c9fda0a88" height="630" class="m-0" width="1200"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/983b5186402214e3df80" rel="noopener noreferrer" class="c-link"&gt;
            CloudFormation で未対応の ActionAfterCompletion を指定した EventBridge Scheduler を作成する #AWS - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星 @H0ukiStar です。 皆さんは CloudFormation で ActionAfterCompletion を指定した EventBridge Schedulder を作成したいと思ったことはありませんか？ 私はあります。 Eve...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico" width="120" height="120"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Hi, I'm &lt;a href="https://x.com/H0ukiStar" rel="noopener noreferrer"&gt;@H0ukiStar&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Have you ever wanted to create an EventBridge Scheduler with &lt;code&gt;ActionAfterCompletion&lt;/code&gt; specified in CloudFormation?&lt;/p&gt;

&lt;p&gt;I have.&lt;/p&gt;

&lt;p&gt;The CloudFormation resource for creating EventBridge Scheduler schedules, &lt;code&gt;AWS::Scheduler::Schedule&lt;/code&gt;, does not currently support the &lt;code&gt;ActionAfterCompletion&lt;/code&gt; property, as shown in the official documentation below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-resource-scheduler-schedule.html" rel="noopener noreferrer"&gt;https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-resource-scheduler-schedule.html&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;My assumption is that this limitation exists because when &lt;code&gt;ActionAfterCompletion&lt;/code&gt; is set to &lt;code&gt;DELETE&lt;/code&gt;, the schedule resource is automatically deleted after execution completes. If CloudFormation allowed this property, the resource would disappear outside of CloudFormation’s control, potentially causing drift.&lt;/p&gt;

&lt;p&gt;However, there are cases where it is useful to create a schedule with &lt;code&gt;ActionAfterCompletion&lt;/code&gt; from CloudFormation. For example, if you repeatedly deploy one-time schedules through CloudFormation, being able to specify &lt;code&gt;ActionAfterCompletion: DELETE&lt;/code&gt; allows the schedule to clean itself up automatically after execution.&lt;/p&gt;

&lt;p&gt;In this article, I will show how to achieve this by using a CloudFormation custom resource.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is a CloudFormation Custom Resource (&lt;code&gt;AWS::CloudFormation::CustomResource&lt;/code&gt;)?
&lt;/h2&gt;

&lt;p&gt;A CloudFormation custom resource allows you to create resources or execute APIs that are not natively supported by CloudFormation.&lt;/p&gt;

&lt;p&gt;It can invoke an SNS topic or a Lambda function, and the invoked function can perform tasks such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Creating AWS resources not supported by native CloudFormation resources&lt;/li&gt;
&lt;li&gt;Integrating with external services through APIs&lt;/li&gt;
&lt;li&gt;Automating initialization or registration processes&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-resource-cloudformation-customresource.html" rel="noopener noreferrer"&gt;https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-resource-cloudformation-customresource.html&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;In this article, we will use a custom resource backed by AWS Lambda to create an EventBridge Scheduler schedule with &lt;code&gt;ActionAfterCompletion&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Sample Lambda Function for Creating a Schedule Resource with &lt;code&gt;ActionAfterCompletion&lt;/code&gt;
&lt;/h2&gt;

&lt;p&gt;A CloudFormation custom resource has a &lt;code&gt;ServiceToken&lt;/code&gt; property, which is used to specify the ARN of the Lambda function that handles the resource lifecycle.&lt;/p&gt;

&lt;p&gt;The Lambda function referenced by &lt;code&gt;ServiceToken&lt;/code&gt; can either be defined inline in the CloudFormation template or deployed in advance and referenced externally.&lt;/p&gt;

&lt;p&gt;In this example, I prepared the Lambda function beforehand and deployed it using AWS SAM.&lt;/p&gt;

&lt;p&gt;The complete source code, including the SAM template, is available in the following repository:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/H0ukiStar/sample-aws-cfn-schedule-with-action-after-completion" rel="noopener noreferrer"&gt;https://github.com/H0ukiStar/sample-aws-cfn-schedule-with-action-after-completion&lt;/a&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# lambda_function.py
&lt;/span&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;__future__&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;print_function&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;

&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;boto3&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;urllib3&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;pydantic&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ValidationError&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;FlexibleTimeWindowProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    Flexible time window configuration for EventBridge Scheduler.
    &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="n"&gt;MaximumWindowInMinutes&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;Mode&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TargetProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    Target configuration for EventBridge Scheduler.
    &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;DeadLetterConfigProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        Dead letter queue configuration.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="n"&gt;Arn&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;EventBridgeParametersProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        EventBridge event parameters.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="n"&gt;DetailType&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
        &lt;span class="n"&gt;Source&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;KinesisParametersProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        Kinesis stream parameters.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="n"&gt;PartitionKey&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RetryPolicyProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        Retry policy configuration.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="n"&gt;MaximumEventAgeInSeconds&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
        &lt;span class="n"&gt;MaximumRetryAttempts&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SageMakerPipelineParametersProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        SageMaker Pipeline parameters.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;PipelineParameterListItemProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
            &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
            Individual pipeline parameter.
            &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
            &lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
            &lt;span class="n"&gt;Value&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

        &lt;span class="n"&gt;PipelineParameterList&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;list&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;PipelineParameterListItemProperty&lt;/span&gt;&lt;span class="p"&gt;]]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SqsParametersProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
        SQS queue parameters.
        &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
        &lt;span class="n"&gt;MessageGroupId&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;

    &lt;span class="n"&gt;Arn&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;DeadLetterConfig&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;DeadLetterConfigProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="c1"&gt;# EcsParameters: Optional[dict] = None
&lt;/span&gt;    &lt;span class="n"&gt;EventBridgeParameters&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;EventBridgeParametersProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;Input&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;KinesisParameters&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;KinesisParametersProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;RetryPolicy&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;RetryPolicyProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;RoleArn&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;SageMakerPipelineParameters&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;SageMakerPipelineParametersProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;SqsParameters&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;SqsParametersProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;ScheduleProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseModel&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    EventBridge Scheduler schedule configuration.
    &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="n"&gt;ActionAfterCompletion&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;Description&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;EndDate&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;FlexibleTimeWindow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;FlexibleTimeWindowProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;GroupName&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;KmsKeyArn&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;
    &lt;span class="n"&gt;ScheduleExpression&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;ScheduleExpressionTimezone&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;StartDate&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;Target&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;TargetProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;lambda_handler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;object&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    AWS Lambda handler for CloudFormation custom resource managing EventBridge Scheduler schedules.

    Handles Create, Update, and Delete operations for EventBridge Scheduler schedules
    as a CloudFormation custom resource. Supports ActionAfterCompletion property to enable
    automatic schedule actions (e.g., deletion) after completion.

    Parameters
    ----------
    event : dict
        Lambda event object containing CloudFormation request details.
    context : object
        Lambda context object containing runtime information.

    Returns
    -------
    None
        Sends response to CloudFormation via HTTP callback.

    Notes
    -----
    - For Create: Creates a new schedule and returns its ARN
    - For Update: Updates existing schedule or creates new one if Name changed
    - For Delete: Deletes the schedule unless it failed during creation/update
    &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;ResourceProperties&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ScheduleProperty&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ScheduleProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ResourceProperties&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;ValidationError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Resource properties pre validation failed: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;errors&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt;

    &lt;span class="n"&gt;scheduler_client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;boto3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;client&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;scheduler&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;request_type&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;RequestType&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;request_type&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;request_type&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Create&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;model_dump&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exclude_none&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Arn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ScheduleArn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]},&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;CREATE_FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt;
    &lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="n"&gt;request_type&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Update&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;old_schedule_property&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ScheduleProperty&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ScheduleProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;OldResourceProperties&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;ValidationError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Old resource properties pre validation failed: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;errors&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt;

        &lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;PhysicalResourceId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

        &lt;span class="c1"&gt;# Create a new schedule if Name has changed
&lt;/span&gt;        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;old_schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt; &lt;span class="o"&gt;!=&lt;/span&gt; &lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="c1"&gt;# CloudFormation will automatically delete the old schedule when the physical ID changes, so no explicit deletion is needed in Update.
&lt;/span&gt;                &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;model_dump&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exclude_none&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Arn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ScheduleArn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]},&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;UPDATE_FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt;

        &lt;span class="c1"&gt;# Update the schedule if Name is the same
&lt;/span&gt;        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;existing_schedule&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="n"&gt;existing_schedule_property&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ScheduleProperty&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ScheduleProperty&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;existing_schedule&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

            &lt;span class="n"&gt;update_params&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;existing_schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;model_dump&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exclude_none&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="n"&gt;new_params&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;model_dump&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exclude_none&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="n"&gt;update_params&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;new_params&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

            &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;**&lt;/span&gt;&lt;span class="n"&gt;update_params&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Arn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ScheduleArn&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]},&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;schedule_property&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt;
    &lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="n"&gt;request_type&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Delete&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;PhysicalResourceId&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

        &lt;span class="c1"&gt;# Skip deletion and return success if CREATE_FAILED (schedule does not exist) or UPDATE_FAILED (should not delete)
&lt;/span&gt;        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;physical_resource_id&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;CREATE_FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;physical_resource_id&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;UPDATE_FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt;

        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;delete_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;exceptions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ResourceNotFoundException&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="c1"&gt;# If the schedule is already deleted, consider it a success
&lt;/span&gt;            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
        &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt;
    &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Unsupported request type: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;request_type&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt;


&lt;span class="c1"&gt;# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: MIT-0
&lt;/span&gt;&lt;span class="n"&gt;http&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;urllib3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;PoolManager&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;responseStatus&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;responseData&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;noEcho&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;responseUrl&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;ResponseURL&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

    &lt;span class="n"&gt;responseBody&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;responseStatus&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Reason&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;See the details in CloudWatch Log Stream: {}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;format&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;log_stream_name&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;PhysicalResourceId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;physicalResourceId&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;log_stream_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;StackId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;StackId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;RequestId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;RequestId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;LogicalResourceId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;LogicalResourceId&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;NoEcho&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;noEcho&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;responseData&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="n"&gt;json_responseBody&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dumps&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;responseBody&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Response body:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;json_responseBody&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;headers&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;content-type&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;''&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;content-length&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;json_responseBody&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;http&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;request&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;PUT&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;responseUrl&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;json_responseBody&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Status code:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;send(..) failed executing http.request(..):&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nf"&gt;mask_credentials_and_signature&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;mask_credentials_and_signature&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    Mask AWS credentials and signatures in error messages.

    Redacts sensitive AWS credential and signature information from messages
    before logging to prevent credential exposure.

    Parameters
    ----------
    message : str
        Error message or string that may contain AWS credentials.

    Returns
    -------
    str
        Message with credentials and signatures masked.

    Notes
    -----
    Masks the following AWS authentication parameters:
    - X-Amz-Credential
    - X-Amz-Signature
    &lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="n"&gt;message&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;X-Amz-Credential=[^&amp;amp;\s]+&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;X-Amz-Credential=*****&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;flags&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;IGNORECASE&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;X-Amz-Signature=[^&amp;amp;\s]+&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;X-Amz-Signature=*****&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;flags&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;IGNORECASE&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Pydantic validation in this sample is mainly used to convert values such as &lt;code&gt;datetime&lt;/code&gt; and &lt;code&gt;int&lt;/code&gt;. Validation for allowed strings or numeric ranges is left to the EventBridge Scheduler API through &lt;code&gt;boto3&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Warning&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;code&gt;EcsParameters&lt;/code&gt; is not implemented in this sample.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Verification
&lt;/h2&gt;

&lt;p&gt;The following sample CloudFormation template creates an EventBridge Scheduler schedule with &lt;code&gt;ActionAfterCompletion&lt;/code&gt; enabled:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;AWSTemplateFormatVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;2010-09-09&lt;/span&gt;
&lt;span class="na"&gt;Description&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Sample template for managing EventBridge Scheduler with ActionAfterCompletion using a CloudFormation custom resource&lt;/span&gt;

&lt;span class="na"&gt;Resources&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;CustomScheduleWithActionAfterCompletion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;Type&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Custom::ScheduleWithActionAfterCompletion&lt;/span&gt;
    &lt;span class="na"&gt;Properties&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;ServiceTimeout&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;30&lt;/span&gt;
      &lt;span class="c1"&gt;# Replace with the ARN of the deployed custom resource Lambda function&lt;/span&gt;
      &lt;span class="na"&gt;ServiceToken&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:lambda:ap-northeast-1:123456789012:function:cfn-custom-resource-schedule-with-aac&lt;/span&gt;

      &lt;span class="na"&gt;Name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;schedule-with-aac&lt;/span&gt;
      &lt;span class="na"&gt;ActionAfterCompletion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;DELETE&lt;/span&gt;

      &lt;span class="na"&gt;FlexibleTimeWindow&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;Mode&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;OFF&lt;/span&gt;

      &lt;span class="c1"&gt;# Replace with the desired schedule expression&lt;/span&gt;
      &lt;span class="na"&gt;ScheduleExpression&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;at(2026-04-30T00:00:00)&lt;/span&gt;

      &lt;span class="na"&gt;ScheduleExpressionTimezone&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Asia/Tokyo&lt;/span&gt;

      &lt;span class="na"&gt;Target&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="c1"&gt;# Replace with the ARN of the target resource to invoke&lt;/span&gt;
        &lt;span class="na"&gt;Arn&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:lambda:ap-northeast-1:123456789012:function:example-function&lt;/span&gt;

        &lt;span class="c1"&gt;# Replace with the ARN of the IAM role that EventBridge Scheduler assumes&lt;/span&gt;
        &lt;span class="na"&gt;RoleArn&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:iam::123456789012:role/example-scheduler-role&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Warning&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Replace &lt;code&gt;ServiceToken&lt;/code&gt; with the ARN of the deployed Lambda function&lt;/li&gt;
&lt;li&gt;Replace &lt;code&gt;Target&lt;/code&gt; with the desired schedule target configuration&lt;/li&gt;
&lt;/ul&gt;
&lt;/blockquote&gt;

&lt;p&gt;Deploy the above template with CloudFormation. If the schedule is created successfully with &lt;code&gt;ActionAfterCompletion&lt;/code&gt; set, the custom resource is working as expected.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1b5w16r6w9eoladlk1j3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1b5w16r6w9eoladlk1j3.png" alt="CloudFormation custom resource stack deployment completed successfully" width="800" height="115"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3bujostddzqfdbsqi836.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3bujostddzqfdbsqi836.png" alt="EventBridge Scheduler created with ActionAfterCompletion set to DELETE" width="800" height="266"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Notes
&lt;/h2&gt;

&lt;p&gt;As mentioned earlier, when &lt;code&gt;ActionAfterCompletion&lt;/code&gt; is set to &lt;code&gt;DELETE&lt;/code&gt;, the schedule resource is automatically removed after execution.&lt;/p&gt;

&lt;p&gt;CloudFormation custom resources do not support drift detection, so even if the schedule is deleted by EventBridge Scheduler, the CloudFormation stack will not be marked as drifted.&lt;/p&gt;

&lt;p&gt;However, when deleting the CloudFormation stack, the custom resource Lambda function receives a &lt;code&gt;Delete&lt;/code&gt; event. Therefore, it is a good idea to handle &lt;code&gt;ResourceNotFoundException&lt;/code&gt; as &lt;code&gt;SUCCESS&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;delete_schedule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;physical_resource_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
&lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;scheduler_client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;exceptions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ResourceNotFoundException&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SUCCESS&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{})&lt;/span&gt;
&lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;FAILED&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{},&lt;/span&gt; &lt;span class="n"&gt;reason&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;In this article, I showed how to create an EventBridge Scheduler schedule with &lt;code&gt;ActionAfterCompletion&lt;/code&gt; using a CloudFormation custom resource.&lt;/p&gt;

&lt;p&gt;There are many cases where AWS SDK APIs support features that CloudFormation does not yet expose as native resources or properties. The same custom resource pattern introduced here can be applied to those situations as well.&lt;/p&gt;

&lt;p&gt;I hope this article helps someone facing the same challenge.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>cloudformation</category>
      <category>lambda</category>
    </item>
    <item>
      <title>Why You Should Use context.logger in Lambda Durable Functions</title>
      <dc:creator>ほうき星</dc:creator>
      <pubDate>Thu, 19 Mar 2026 13:25:20 +0000</pubDate>
      <link>https://dev.to/aws-builders/why-you-should-use-contextlogger-in-lambda-durable-functions-11f</link>
      <guid>https://dev.to/aws-builders/why-you-should-use-contextlogger-in-lambda-durable-functions-11f</guid>
      <description>&lt;p&gt;This article is a machine translation of the contents of the following URL, which I wrote in Japanese:&lt;br&gt;


&lt;/p&gt;
&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/83542dd4d848dabdb6e6" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.0.0%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnFpaXRhLWltYWdlLXN0b3JlLnMzLmFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkYwJTJGMzg3MDU5MSUyRnByb2ZpbGUtaW1hZ2VzJTJGMTc3Mzg0NjY4Mz9peGxpYj1yYi00LjAuMCZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9MmE2OTFkMjZjYjU1OGNjMjQ3YzJmY2QwZDMzZDk4NWY%2526blend-x%253D120%2526blend-y%253D467%2526blend-w%253D82%2526blend-h%253D82%2526blend-mode%253Dnormal%2526s%253Dbbfddb29e66023105dd54b136e4b08eb%3Fixlib%3Drb-4.0.0%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjAuMCZ3PTk2MCZoPTMyNCZ0eHQ9TGFtYmRhJTIwRHVyYWJsZSUyMEZ1bmN0aW9ucyUyMCVFMyU4MSVBRSVFMyU4MyVBRCVFMyU4MiVBRSVFMyU4MyVCMyVFMyU4MiVCMCVFMyU4MSVBQiVFMyU4MSVBRiUyMGNvbnRleHQubG9nZ2VyJTIwJUUzJTgyJTkyJUU0JUJEJUJGJUU3JTk0JUE4JUUzJTgxJTk3JUUzJTgyJTg4JUUzJTgxJTg2JnR4dC1hbGlnbj1sZWZ0JTJDdG9wJnR4dC1jb2xvcj0lMjMxRTIxMjEmdHh0LWZvbnQ9SGlyYWdpbm8lMjBTYW5zJTIwVzYmdHh0LXNpemU9NTYmdHh0LXBhZD0wJnM9NzBkYzcyYzVmZGI0NTc2ZjcwOTM1MGI5MDdkZjk0YjU%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjAuMCZ3PTgzOCZoPTU4JnR4dD0lNDBoMHVrMXN0NHImdHh0LWNvbG9yPSUyMzFFMjEyMSZ0eHQtZm9udD1IaXJhZ2lubyUyMFNhbnMlMjBXNiZ0eHQtc2l6ZT0zNiZ0eHQtcGFkPTAmcz0zMzlkNGYzMzVlM2JlN2Q4OTQ3ODRmNzYzY2FkM2JhZQ%26blend-x%3D242%26blend-y%3D480%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26s%3Dfd19ceab20b8e862c1dfe35a7079f14f" height="auto" class="m-0"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://qiita.com/h0uk1st4r/items/83542dd4d848dabdb6e6" rel="noopener noreferrer" class="c-link"&gt;
            Lambda Durable Functions のロギングには context.logger を使用しよう #Python - Qiita
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            はじめに こんにちは、ほうき星 @H0ukiStar です。 皆さんは Lambda Durable Functions を使っていますでしょうか？ Lambda Durable Functions は Lambda 関数単体で Step Functions のようなマル...
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn.qiita.com%2Fassets%2Ffavicons%2Fpublic%2Fproduction-c620d3e403342b1022967ba5e3db1aaa.ico"&gt;
          qiita.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;




&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Hi, I'm &lt;a href="https://x.com/H0ukiStar" rel="noopener noreferrer"&gt;@H0ukiStar&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Have you tried using Lambda Durable Functions?&lt;/p&gt;

&lt;p&gt;Lambda Durable Functions is a feature that allows you to implement multi-step workflows—similar to Step Functions—using only a single Lambda function.&lt;/p&gt;

&lt;p&gt;When implementing logging in Lambda Durable Functions, it is recommended to use &lt;code&gt;context.logger&lt;/code&gt; and &lt;code&gt;step_context.logger&lt;/code&gt;. But why is that?&lt;/p&gt;

&lt;p&gt;In this article, I’ll explain the reason based on actual behavior and implementation details.&lt;/p&gt;

&lt;h2&gt;
  
  
  Logging with the Standard Method
&lt;/h2&gt;

&lt;p&gt;First, in a typical Lambda function (Python), logging is usually done using the built-in &lt;code&gt;logging&lt;/code&gt; module, like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;

&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Logger&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getLogger&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;setLevel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;INFO&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Loading lambda_function.py&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;


&lt;p&gt;Below is a sample where logging is performed using the &lt;code&gt;logging&lt;/code&gt; module inside both steps and the &lt;code&gt;lambda_handler&lt;/code&gt; in Lambda Durable Functions:&lt;br&gt;
&lt;/p&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;


&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.config&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Duration&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.execution&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;durable_execution&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.context&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;DurableContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;durable_step&lt;/span&gt;


&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Logger&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getLogger&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;setLevel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;logging&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;INFO&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_one&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_one: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_two&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_two&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_two: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_three&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_three&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_three: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_execution&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;lambda_handler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;DurableContext&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;msg_one&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;123&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_one&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;msg_two&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_two&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;456&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_two&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;wait&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Duration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;from_seconds&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

    &lt;span class="n"&gt;msg_three&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_three&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;789&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_three&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h3&gt;
  
  
  Execution Result
&lt;/h3&gt;

&lt;p&gt;When you run this code and check the logs in CloudWatch, you will see output like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fiokvozd1l2hhu84siuu7.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fiokvozd1l2hhu84siuu7.png" alt="CloudWatch Logs output showing duplicate log entries when using the standard Python logging module in Lambda Durable Functions. Logs before and after context.wait() are repeated due to replay behavior."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;In summary, the logs behave as follows:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;code&gt;step_one()&lt;/code&gt; runs → &lt;code&gt;"Hello from step_one"&lt;/code&gt; is logged&lt;/li&gt;
&lt;li&gt;The return value &lt;code&gt;"from step_one: arg=123"&lt;/code&gt; is logged (①)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;step_two()&lt;/code&gt; runs → &lt;code&gt;"Hello from step_two"&lt;/code&gt; is logged&lt;/li&gt;
&lt;li&gt;The return value &lt;code&gt;"from step_two: arg=456"&lt;/code&gt; is logged (②)&lt;/li&gt;
&lt;li&gt;Execution pauses with &lt;code&gt;context.wait()&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;After resuming, &lt;code&gt;"from step_one: arg=123"&lt;/code&gt; is logged again (①')&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;"from step_two: arg=456"&lt;/code&gt; is logged again (②')&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;step_three()&lt;/code&gt; runs → &lt;code&gt;"Hello from step_three"&lt;/code&gt; is logged&lt;/li&gt;
&lt;li&gt;The return value &lt;code&gt;"from step_three: arg=789"&lt;/code&gt; is logged&lt;/li&gt;
&lt;li&gt;You can see that logs before and after &lt;code&gt;context.wait()&lt;/code&gt; are duplicated.&lt;/li&gt;
&lt;/ol&gt;
&lt;h2&gt;
  
  
  Recommended Logging Method
&lt;/h2&gt;

&lt;p&gt;As mentioned earlier, in Lambda Durable Functions:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Use &lt;code&gt;context.logger&lt;/code&gt; in the handler&lt;/li&gt;
&lt;li&gt;Use &lt;code&gt;step_context.logger&lt;/code&gt; inside steps&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;Logging—I use context.logger for the main handler and step_context.logger inside steps. The context logger suppresses duplicate logs during replay.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;

&lt;/p&gt;
&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://aws.amazon.com/blogs/aws/build-multi-step-applications-and-ai-workflows-with-aws-lambda-durable-functions/#:~:text=Logging%E2%80%94I%20use,logs%20during%20replay." class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fd2908q01vomqb2.cloudfront.net%2Fda4b9237bacccdf19c0760cab7aec4a8359010b0%2F2025%2F11%2F27%2FLambda-Durable-Functions.png" height="auto" class="m-0"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://aws.amazon.com/blogs/aws/build-multi-step-applications-and-ai-workflows-with-aws-lambda-durable-functions/#:~:text=Logging%E2%80%94I%20use,logs%20during%20replay." rel="noopener noreferrer" class="c-link"&gt;
            Build multi-step applications and AI workflows with AWS Lambda durable functions | AWS News Blog
          &lt;/a&gt;
        &lt;/h2&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fa0.awsstatic.com%2Fmain%2Fimages%2Fsite%2Ffav%2Ffavicon.ico"&gt;
          aws.amazon.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;





&lt;p&gt;Here is the updated version of the previous code using &lt;code&gt;context.logger&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.config&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Duration&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.execution&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;durable_execution&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;aws_durable_execution_sdk_python.context&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;DurableContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;durable_step&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_one&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_one: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_two&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_two&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_two: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_step&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;step_three&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;StepContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;step_context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello from step_three&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;from step_three: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;arg&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@durable_execution&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;lambda_handler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;event&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;DurableContext&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;msg_one&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;123&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_one&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;msg_two&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_two&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;456&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_two&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;wait&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Duration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;from_seconds&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

    &lt;span class="n"&gt;msg_three&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;step&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;step_three&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;789&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg_three&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h3&gt;
  
  
  Execution Result
&lt;/h3&gt;

&lt;p&gt;The output now looks like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fd0gkx89qyqh8o91jliuc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fd0gkx89qyqh8o91jliuc.png" alt="CloudWatch Logs output showing no duplicate log entries when using context.logger in Lambda Durable Functions. Logs are correctly emitted only once even after resuming from context.wait()."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Unlike the previous case, there are no duplicated logs before and after &lt;code&gt;context.wait()&lt;/code&gt;.&lt;/p&gt;
&lt;h2&gt;
  
  
  Why This Is Recommended
&lt;/h2&gt;
&lt;h3&gt;
  
  
  1. Logs in the handler are not duplicated
&lt;/h3&gt;

&lt;p&gt;From the results above, logs written using &lt;code&gt;context.logger&lt;/code&gt; are not duplicated.&lt;/p&gt;

&lt;p&gt;This is because Lambda Durable Functions uses a mechanism called replay.&lt;/p&gt;

&lt;p&gt;When execution resumes after &lt;code&gt;context.wait()&lt;/code&gt;, the function does NOT continue from where it left off. Instead, the handler is executed again from the beginning.&lt;/p&gt;

&lt;p&gt;During this process:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Completed steps are skipped using checkpoint logs&lt;/li&gt;
&lt;li&gt;Their results are reused instead of re-executing the step&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;When your function resumes after a pause or interruption, the SDK performs replay:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Load checkpoint log: The SDK retrieves the checkpoint log for this execution from Lambda.&lt;/li&gt;
&lt;li&gt;Run from beginning: The SDK invokes your handler function from the start, not from where it paused.&lt;/li&gt;
&lt;li&gt;Skip completed durable operations: As your code calls durable operations, the SDK checks each against the checkpoint log. For completed durable operations, the SDK returns the stored result without executing the operation code.&lt;/li&gt;
&lt;/ol&gt;
&lt;/blockquote&gt;

&lt;p&gt;

&lt;/p&gt;
&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body flex items-center justify-between"&gt;
        &lt;a href="https://docs.aws.amazon.com/lambda/latest/dg/durable-execution-sdk.html#durable-sdk-replay-behavior" rel="noopener noreferrer" class="c-link fw-bold flex items-center"&gt;
          &lt;span class="mr-2"&gt;docs.aws.amazon.com&lt;/span&gt;
          

        &lt;/a&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;





&lt;p&gt;As a result:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Step functions are skipped → no duplicate logs inside steps&lt;/li&gt;
&lt;li&gt;But handler code runs again → duplicate logs when using &lt;code&gt;logging&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;On the other hand, &lt;code&gt;context.logger&lt;/code&gt; is implemented to suppress duplicate logs during replay:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/aws/aws-durable-execution-sdk-python/blob/main/src/aws_durable_execution_sdk_python/logger.py#L118-L131" rel="noopener noreferrer"&gt;https://github.com/aws/aws-durable-execution-sdk-python/blob/main/src/aws_durable_execution_sdk_python/logger.py#L118-L131&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Logs can be viewed in the "Logger output" tab
&lt;/h3&gt;

&lt;p&gt;You might think:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"If step functions are skipped anyway, why not just use logging?"&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;While that works for avoiding duplication, there is another benefit.&lt;/p&gt;

&lt;p&gt;Logs written using &lt;code&gt;context.logger&lt;/code&gt; or &lt;code&gt;step_context.logger&lt;/code&gt; can be viewed in the "Logger output" tab in the Durable Execution management console.&lt;/p&gt;

&lt;p&gt;This allows you to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;View logs per execution&lt;/li&gt;
&lt;li&gt;See timestamps and messages in a structured way&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9j0co0mcwkxqsz55fam8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9j0co0mcwkxqsz55fam8.png" alt="Lambda Durable Functions management console displaying the "&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Internally, this is just a CloudWatch Logs Insights query:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight sql"&gt;&lt;code&gt;&lt;span class="n"&gt;fields&lt;/span&gt; &lt;span class="nb"&gt;timestamp&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;
    &lt;span class="o"&gt;|&lt;/span&gt; &lt;span class="n"&gt;filter&lt;/span&gt; &lt;span class="n"&gt;executionArn&lt;/span&gt; &lt;span class="k"&gt;like&lt;/span&gt; &lt;span class="nv"&gt;"arn:aws:lambda:{region}:{accountId}:function:{functionname}:{version or alias}/durable-execution/{executionId}/{invocationId}"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You could replicate this format manually, but it's much easier to just use &lt;code&gt;step_context.logger&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;In this article, we explored why &lt;code&gt;context.logger&lt;/code&gt; and &lt;code&gt;step_context.logger&lt;/code&gt; are recommended in Lambda Durable Functions, based on both behavior and SDK implementation.&lt;/p&gt;

&lt;p&gt;Lambda Durable Functions is a powerful feature that enables multi-step workflows within a single Lambda function.&lt;/p&gt;

&lt;p&gt;I hope this article helps you when implementing Durable Functions in your own projects.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>lambda</category>
      <category>python</category>
    </item>
  </channel>
</rss>
