{"ok": true, "database": "tils", "table": "til", "rows": [{"path": "aws_boto-command-line.md", "topic": "aws", "title": "Using boto3 from the command line", "url": "https://github.com/simonw/til/blob/main/aws/boto-command-line.md", "body": "I found a useful pattern today for automating more complex AWS processes as pastable command line snippets, using [Boto3](https://aws.amazon.com/sdk-for-python/).\n\nThe trick is to take advantage of the fact that `python3 -c '...'` lets you pass in a multi-line Python string which will be executed directly.\n\nI used that to create a new IAM role by running the following:\n```bash\npython3 -c '\nimport boto3, json\n\niam = boto3.client(\"iam\")\ncreate_role_response = iam.create_role(\n    Description=(\"Description of my role\"),\n    RoleName=\"my-new-role\",\n    AssumeRolePolicyDocument=json.dumps(\n        {\n            \"Version\": \"2012-10-17\",\n            \"Statement\": [\n                {\n                    \"Effect\": \"Allow\",\n                    \"Principal\": {\n                        \"AWS\": \"arn:aws:iam::462092780466:user/s3.read-write.my-previously-created-user\"\n                    },\n                    \"Action\": \"sts:AssumeRole\",\n                }\n            ],\n        }\n    ),\n    MaxSessionDuration=12 * 60 * 60,\n)\n# Attach AmazonS3FullAccess to it - note that even though we use full access\n# on the role itself any time we call sts.assume_role() we attach an additional\n# policy to ensure reduced access for the temporary credentials\niam.attach_role_policy(\n    RoleName=\"my-new-role\",\n    PolicyArn=\"arn:aws:iam::aws:policy/AmazonS3FullAccess\",\n)\nprint(create_role_response[\"Role\"][\"Arn\"])\n'\n```", "html": "<p>I found a useful pattern today for automating more complex AWS processes as pastable command line snippets, using <a href=\"https://aws.amazon.com/sdk-for-python/\" rel=\"nofollow\">Boto3</a>.</p>\n<p>The trick is to take advantage of the fact that <code>python3 -c '...'</code> lets you pass in a multi-line Python string which will be executed directly.</p>\n<p>I used that to create a new IAM role by running the following:</p>\n<div class=\"highlight highlight-source-shell\"><pre>python3 -c <span class=\"pl-s\"><span class=\"pl-pds\">'</span></span>\n<span class=\"pl-s\">import boto3, json</span>\n<span class=\"pl-s\"></span>\n<span class=\"pl-s\">iam = boto3.client(\"iam\")</span>\n<span class=\"pl-s\">create_role_response = iam.create_role(</span>\n<span class=\"pl-s\">    Description=(\"Description of my role\"),</span>\n<span class=\"pl-s\">    RoleName=\"my-new-role\",</span>\n<span class=\"pl-s\">    AssumeRolePolicyDocument=json.dumps(</span>\n<span class=\"pl-s\">        {</span>\n<span class=\"pl-s\">            \"Version\": \"2012-10-17\",</span>\n<span class=\"pl-s\">            \"Statement\": [</span>\n<span class=\"pl-s\">                {</span>\n<span class=\"pl-s\">                    \"Effect\": \"Allow\",</span>\n<span class=\"pl-s\">                    \"Principal\": {</span>\n<span class=\"pl-s\">                        \"AWS\": \"arn:aws:iam::462092780466:user/s3.read-write.my-previously-created-user\"</span>\n<span class=\"pl-s\">                    },</span>\n<span class=\"pl-s\">                    \"Action\": \"sts:AssumeRole\",</span>\n<span class=\"pl-s\">                }</span>\n<span class=\"pl-s\">            ],</span>\n<span class=\"pl-s\">        }</span>\n<span class=\"pl-s\">    ),</span>\n<span class=\"pl-s\">    MaxSessionDuration=12 * 60 * 60,</span>\n<span class=\"pl-s\">)</span>\n<span class=\"pl-s\"># Attach AmazonS3FullAccess to it - note that even though we use full access</span>\n<span class=\"pl-s\"># on the role itself any time we call sts.assume_role() we attach an additional</span>\n<span class=\"pl-s\"># policy to ensure reduced access for the temporary credentials</span>\n<span class=\"pl-s\">iam.attach_role_policy(</span>\n<span class=\"pl-s\">    RoleName=\"my-new-role\",</span>\n<span class=\"pl-s\">    PolicyArn=\"arn:aws:iam::aws:policy/AmazonS3FullAccess\",</span>\n<span class=\"pl-s\">)</span>\n<span class=\"pl-s\">print(create_role_response[\"Role\"][\"Arn\"])</span>\n<span class=\"pl-s\"><span class=\"pl-pds\">'</span></span></pre></div>\n", "shot": {"$base64": true, "encoded": 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"}, 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