{"id":2257,"date":"2025-03-24T08:47:52","date_gmt":"2025-03-23T23:47:52","guid":{"rendered":"https:\/\/dexall.co.jp\/articles\/?p=2257"},"modified":"2025-03-24T08:48:16","modified_gmt":"2025-03-23T23:48:16","slug":"%e3%80%90%e4%bf%9d%e5%ad%98%e7%89%88%e3%80%91aws-sdk-for-python-%e5%85%a5%e9%96%80%e3%82%ac%e3%82%a4%e3%83%89%ef%bc%9a15%e3%81%ae%e5%ae%9f%e8%b7%b5%e7%9a%84%e3%81%aa%e5%ae%9f%e8%a3%85%e4%be%8b","status":"publish","type":"post","link":"https:\/\/dexall.co.jp\/articles\/?p=2257","title":{"rendered":"\u3010\u4fdd\u5b58\u7248\u3011AWS SDK for Python \u5165\u9580\u30ac\u30a4\u30c9\uff1a15\u306e\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5\u4f8b\u3067\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u5b8c\u5168\u89e3\u8aac"},"content":{"rendered":"\n<div class=\"toc\"><br \/>\n<b>Warning<\/b>:  Undefined array key \"is_admin\" in <b>\/home\/xs392991\/dexall.co.jp\/public_html\/articles\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>116<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_category_top\" in <b>\/home\/xs392991\/dexall.co.jp\/public_html\/articles\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>121<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_top\" in <b>\/home\/xs392991\/dexall.co.jp\/public_html\/articles\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>128<\/b><br \/>\n    <div id=\"toc_container\" class=\"sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"\u76ee\u6b21\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">AWS SDK for Python\u3068\u306f\uff1a\u57fa\u790e\u77e5\u8b58\u3068\u958b\u767a\u74b0\u5883\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">Boto3\u306e\u7279\u5fb4\u3068\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u7406\u89e3\u3057\u3088\u3046<\/a>      <\/li>      <li>        <a href=\"#i-2\">\u958b\u767a\u74b0\u5883\u69cb\u7bc9\uff1a3\u30b9\u30c6\u30c3\u30d7\u3067\u59cb\u3081\u308bAWS SDK<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-7\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-8\">AWS SDK for Python\u3067\u5b9f\u73fe\u3059\u308b15\u306e\u5b9f\u88c5\u4f8b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-9\">S3\u64cd\u4f5c\uff1a\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u30fb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30fb\u4e00\u89a7\u53d6\u5f97<\/a>      <\/li>      <li>        <a href=\"#i-12\">EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u7ba1\u7406\uff1a\u8d77\u52d5\u30fb\u505c\u6b62\u30fb\u72b6\u614b\u78ba\u8a8d<\/a>      <\/li>      <li>        <a href=\"#i-16\">Lambda\u95a2\u6570\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u5b9f\u884c<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-20\">\u9ad8\u5ea6\u306a\u5b9f\u88c5\u4f8b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-23\">\u5b9f\u8df5\u7684\u306aAWS SDK\u6d3b\u7528\u30c6\u30af\u30cb\u30c3\u30af<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-24\">\u975e\u540c\u671f\u51e6\u7406\u306b\u3088\u308b\u52b9\u7387\u7684\u306aAPI\u547c\u3073\u51fa\u3057<\/a>      <\/li>      <li>        <a href=\"#i-27\">\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3068\u30ea\u30c8\u30e9\u30a4\u6226\u7565<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-29\">\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406\u3068\u30af\u30ec\u30c7\u30f3\u30b7\u30e3\u30eb\u8a2d\u5b9a\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-32\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-33\">IAM \u30ed\u30fc\u30eb\u3068\u8a8d\u8a3c\u60c5\u5831\u306e\u5b89\u5168\u306a\u7ba1\u7406\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-36\">\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u91cf\u306e\u76e3\u8996\u3068\u30b3\u30b9\u30c8\u6700\u9069\u5316<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-39\">\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30d0\u30c3\u30b0\u6280\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-40\">\u4e00\u822c\u7684\u306a\u30a8\u30e9\u30fc\u3068\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-42\">\u30ed\u30b0\u53ce\u96c6\u3068\u5206\u6790\u306b\u3088\u308b\u554f\u984c\u7279\u5b9a<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-45\">\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3078\u306e\u5c55\u958b\u30ac\u30a4\u30c9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-46\">\u672c\u756a\u74b0\u5883\u3067\u306e\u8a2d\u5b9a\u3068\u6ce8\u610f\u70b9<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-48\">\u7d99\u7d9a\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u5b9f\u88c5\u65b9\u6cd5<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      <a href=\"#\" class=\"sgb-toc-button js-toc-button\" rel=\"nofollow\" data-open-dialog=\"true\"><i class=\"fa fa-list\"><\/i><span class=\"sgb-toc-button__text\">\u76ee\u6b21\u3078<\/span><\/a>\n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">AWS SDK for Python\u3068\u306f\uff1a\u57fa\u790e\u77e5\u8b58\u3068\u958b\u767a\u74b0\u5883\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">Boto3\u306e\u7279\u5fb4\u3068\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u7406\u89e3\u3057\u3088\u3046<\/h3>\n\n\n\n<p>AWS SDK for Python\uff08\u901a\u79f0\uff1aBoto3\uff09\u306f\u3001Python\u304b\u3089AWS\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u516c\u5f0f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u306eSDK\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001S3\u3001EC2\u3001Lambda \u306a\u3069\u3001AWS \u306e\u69d8\u3005\u306a\u30b5\u30fc\u30d3\u30b9\u3092Python\u30b3\u30fc\u30c9\u304b\u3089\u7c21\u5358\u306b\u5236\u5fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u306a\u7279\u5fb4<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8c4a\u5bcc\u306a\u30b5\u30fc\u30d3\u30b9\u30b5\u30dd\u30fc\u30c8<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>200\u4ee5\u4e0a\u306eAWS\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u5fdc<\/li>\n\n\n\n<li>\u5404\u30b5\u30fc\u30d3\u30b9\u306e\u6700\u65b0API\u3092\u30b5\u30dd\u30fc\u30c8<\/li>\n\n\n\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3\u9593\u306e\u64cd\u4f5c\u3082\u5bb9\u6613\u306b\u5b9f\u73fe<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>2\u3064\u306eAPI\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\uff08\u4f4e\u30ec\u30d9\u30eb\uff09API\uff1aAWS \u30b5\u30fc\u30d3\u30b9\u3078\u306e\u76f4\u63a5\u7684\u306a\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b<\/li>\n\n\n\n<li>\u30ea\u30bd\u30fc\u30b9\uff08\u9ad8\u30ec\u30d9\u30eb\uff09API\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f37\u529b\u306a\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30de\u30eb\u30c1\u30a2\u30ab\u30a6\u30f3\u30c8\u5bfe\u5fdc<\/li>\n\n\n\n<li>\u30af\u30ed\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30a2\u30af\u30bb\u30b9\u306e\u30b5\u30dd\u30fc\u30c8<\/li>\n\n\n\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3\u56fa\u6709\u306e\u8a2d\u5b9a\u304c\u53ef\u80fd<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8c4a\u5bcc\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS\u516c\u5f0f\u306e\u5145\u5b9f\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/li>\n\n\n\n<li>\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u3088\u308b\u30b5\u30dd\u30fc\u30c8<\/li>\n\n\n\n<li>\u591a\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">\u958b\u767a\u74b0\u5883\u69cb\u7bc9\uff1a3\u30b9\u30c6\u30c3\u30d7\u3067\u59cb\u3081\u308bAWS SDK<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-3\">Step 1: Python\u74b0\u5883\u306e\u6e96\u5099<\/h4>\n\n\n\n<p>\u6700\u521d\u306b\u3001Python\u74b0\u5883\u304c\u5fc5\u8981\u3067\u3059\u3002Python 3.7\u4ee5\u4e0a\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\npython --version\n\n# \u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\u3068\u6709\u52b9\u5316\npython -m venv aws-sdk-env\nsource aws-sdk-env\/bin\/activate  # Linux\/Mac\n.\\aws-sdk-env\\Scripts\\activate   # Windows<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-4\">Step 2: Boto3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h4>\n\n\n\n<p>pip \u3092\u4f7f\u7528\u3057\u3066Boto3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install boto3\npip install awscli  # AWS CLI\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u63a8\u5968<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-5\">Step 3: AWS\u8a8d\u8a3c\u60c5\u5831\u306e\u8a2d\u5b9a<\/h4>\n\n\n\n<p>AWS\u8a8d\u8a3c\u60c5\u5831\u3092\u8a2d\u5b9a\u3059\u308b\u65b9\u6cd5\u306f\u8907\u6570\u3042\u308a\u307e\u3059\u304c\u3001\u6700\u3082\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u306f<code>aws configure<\/code>\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">aws configure<\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u5165\u529b\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">AWS Access Key ID: [\u30a2\u30af\u30bb\u30b9\u30ad\u30fcID]\nAWS Secret Access Key: [\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u30ad\u30fc]\nDefault region name: [\u30ea\u30fc\u30b8\u30e7\u30f3\u540d\uff08\u4f8b\uff1aap-northeast-1\uff09]\nDefault output format: [\u51fa\u529b\u5f62\u5f0f\uff08json\u63a8\u5968\uff09]<\/pre>\n\n\n\n<p><strong>\u8a8d\u8a3c\u60c5\u5831\u306e\u8a2d\u5b9a\u65b9\u6cd5\u306e\u6bd4\u8f03<\/strong><\/p>\n\n\n<div id=\"id-26636313-977d-423c-abd1-d4ed4a14deb6\">\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8a2d\u5b9a\u65b9\u6cd5<\/th><th>\u30e1\u30ea\u30c3\u30c8<\/th><th>\u30c7\u30e1\u30ea\u30c3\u30c8<\/th><th>\u63a8\u5968\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>aws configure<\/td><td>\u7c21\u5358\u306a\u8a2d\u5b9a<\/td><td>\u5e73\u6587\u3067\u4fdd\u5b58<\/td><td>\u958b\u767a\u74b0\u5883<\/td><\/tr><tr><td>\u74b0\u5883\u5909\u6570<\/td><td>\u4e00\u6642\u7684\u306a\u8a2d\u5b9a\u304c\u53ef\u80fd<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u7d42\u4e86\u3067\u6d88\u5931<\/td><td>CI\/CD\u74b0\u5883<\/td><\/tr><tr><td>IAM\u30ed\u30fc\u30eb<\/td><td>\u6700\u3082\u5b89\u5168<\/td><td>\u521d\u671f\u8a2d\u5b9a\u304c\u8907\u96d1<\/td><td>\u672c\u756a\u74b0\u5883<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h4 class=\"wp-block-heading\" id=\"i-6\">\u52d5\u4f5c\u78ba\u8a8d<\/h4>\n\n\n\n<p>\u4ee5\u4e0b\u306ePython\u30b3\u30fc\u30c9\u3067\u74b0\u5883\u8a2d\u5b9a\u304c\u6b63\u3057\u304f\u5b8c\u4e86\u3057\u305f\u304b\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import boto3\n\n# \u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\nsession = boto3.Session()\n\n# \u73fe\u5728\u306e\u8a8d\u8a3c\u60c5\u5831\u3067\u5229\u7528\u53ef\u80fd\u306aS3\u30d0\u30b1\u30c3\u30c8\u3092\u4e00\u89a7\u8868\u793a\ns3 = session.client('s3')\nresponse = s3.list_buckets()\n\n# \u30d0\u30b1\u30c3\u30c8\u540d\u3092\u51fa\u529b\nfor bucket in response['Buckets']:\n    print(f\"Found bucket: {bucket['Name']}\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>IAM\u30e6\u30fc\u30b6\u30fc\u306e\u6a29\u9650\u8a2d\u5b9a<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u5c0f\u6a29\u9650\u306e\u539f\u5247\u306b\u5f93\u3046<\/li>\n\n\n\n<li>\u5fc5\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u306e\u307f\u306b\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\u306f\u5b9a\u671f\u7684\u306b\u30ed\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8a8d\u8a3c\u60c5\u5831\u306e\u7ba1\u7406<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a8d\u8a3c\u60c5\u5831\u3092\u30b3\u30fc\u30c9\u306b\u30cf\u30fc\u30c9\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u306a\u3044<\/li>\n\n\n\n<li>\u74b0\u5883\u5909\u6570\u3084AWS Systems Manager\u30d1\u30e9\u30e1\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f7f\u7528<\/li>\n\n\n\n<li>\u672c\u756a\u74b0\u5883\u3067\u306fIAM\u30ed\u30fc\u30eb\u3092\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u518d\u5229\u7528\u306b\u3088\u308b\u52b9\u7387\u5316<\/li>\n\n\n\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3\u56fa\u6709\u306e\u8a2d\u5b9a\u3092\u9069\u5207\u306b\u7ba1\u7406<\/li>\n\n\n\n<li>\u30af\u30ed\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30a2\u30af\u30bb\u30b9\u306b\u306f\u4e00\u6642\u7684\u306a\u8a8d\u8a3c\u60c5\u5831\u3092\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3067\u57fa\u672c\u7684\u306a\u958b\u767a\u74b0\u5883\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3053\u306e\u74b0\u5883\u3092\u4f7f\u3063\u3066\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u4f8b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-8\">AWS SDK for Python\u3067\u5b9f\u73fe\u3059\u308b15\u306e\u5b9f\u88c5\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">S3\u64cd\u4f5c\uff1a\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u30fb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30fb\u4e00\u89a7\u53d6\u5f97<\/h3>\n\n\n\n<p>S3\u306f\u6700\u3082\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308bAWS\u30b5\u30fc\u30d3\u30b9\u306e1\u3064\u3067\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u57fa\u672c\u7684\u306aS3\u64cd\u4f5c\u306e\u5b9f\u88c5\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-10\">1. \u30d0\u30b1\u30c3\u30c8\u306e\u4f5c\u6210\u3068\u4e00\u89a7\u8868\u793a<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import boto3\nimport logging\nfrom botocore.exceptions import ClientError\n\ndef create_bucket(bucket_name, region=None):\n    \"\"\"\n    S3\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\n    :param bucket_name: \u30d0\u30b1\u30c3\u30c8\u540d\n    :param region: \u30ea\u30fc\u30b8\u30e7\u30f3\u540d\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306fNone\uff09\n    :return: True if bucket is created, else False\n    \"\"\"\n    try:\n        if region is None:\n            s3_client = boto3.client('s3')\n            s3_client.create_bucket(Bucket=bucket_name)\n        else:\n            s3_client = boto3.client('s3', region_name=region)\n            location = {'LocationConstraint': region}\n            s3_client.create_bucket(Bucket=bucket_name,\n                                  CreateBucketConfiguration=location)\n    except ClientError as e:\n        logging.error(e)\n        return False\n    return True\n\n# \u30d0\u30b1\u30c3\u30c8\u4e00\u89a7\u306e\u53d6\u5f97\ns3 = boto3.client('s3')\nresponse = s3.list_buckets()\nbuckets = [bucket['Name'] for bucket in response['Buckets']]<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-11\">2. \u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3068\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def upload_file(file_name, bucket, object_name=None):\n    \"\"\"\n    \u30d5\u30a1\u30a4\u30eb\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\n    :param file_name: \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u540d\n    :param bucket: \u30d0\u30b1\u30c3\u30c8\u540d\n    :param object_name: S3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u30d5\u30a1\u30a4\u30eb\u540d\uff09\n    :return: True if file was uploaded, else False\n    \"\"\"\n    if object_name is None:\n        object_name = file_name\n\n    s3_client = boto3.client('s3')\n    try:\n        s3_client.upload_file(file_name, bucket, object_name)\n    except ClientError as e:\n        logging.error(e)\n        return False\n    return True\n\ndef download_file(bucket, object_name, file_name):\n    \"\"\"\n    S3\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\n    :param bucket: \u30d0\u30b1\u30c3\u30c8\u540d\n    :param object_name: S3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\n    :param file_name: \u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u5148\u306e\u30d5\u30a1\u30a4\u30eb\u540d\n    :return: True if file was downloaded, else False\n    \"\"\"\n    s3_client = boto3.client('s3')\n    try:\n        s3_client.download_file(bucket, object_name, file_name)\n    except ClientError as e:\n        logging.error(e)\n        return False\n    return True<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-12\">EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u7ba1\u7406\uff1a\u8d77\u52d5\u30fb\u505c\u6b62\u30fb\u72b6\u614b\u78ba\u8a8d<\/h3>\n\n\n\n<p>EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u57fa\u672c\u7684\u306a\u7ba1\u7406\u64cd\u4f5c\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-13\">3. \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u8d77\u52d5<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def launch_ec2_instance(image_id, instance_type, key_name):\n    \"\"\"\n    EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3059\u308b\n    :param image_id: AMI ID\n    :param instance_type: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\n    :param key_name: \u30ad\u30fc\u30da\u30a2\u540d\n    :return: \u8d77\u52d5\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\n    \"\"\"\n    ec2 = boto3.client('ec2')\n\n    try:\n        response = ec2.run_instances(\n            ImageId=image_id,\n            InstanceType=instance_type,\n            KeyName=key_name,\n            MinCount=1,\n            MaxCount=1\n        )\n        instance_id = response['Instances'][0]['InstanceId']\n        print(f'Launched EC2 instance {instance_id}')\n        return instance_id\n    except ClientError as e:\n        logging.error(e)\n        return None<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-14\">4. \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u505c\u6b62\u3068\u958b\u59cb<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def manage_instance(instance_id, action):\n    \"\"\"\n    EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u72b6\u614b\u3092\u7ba1\u7406\u3059\u308b\n    :param instance_id: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\n    :param action: 'stop' \u307e\u305f\u306f 'start'\n    :return: True if successful, False otherwise\n    \"\"\"\n    ec2 = boto3.client('ec2')\n\n    try:\n        if action == 'stop':\n            ec2.stop_instances(InstanceIds=[instance_id])\n        elif action == 'start':\n            ec2.start_instances(InstanceIds=[instance_id])\n        return True\n    except ClientError as e:\n        logging.error(e)\n        return False<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-15\">5. \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u72b6\u614b\u78ba\u8a8d<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def get_instance_state(instance_id):\n    \"\"\"\n    EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u72b6\u614b\u3092\u53d6\u5f97\u3059\u308b\n    :param instance_id: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\n    :return: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u72b6\u614b\n    \"\"\"\n    ec2 = boto3.client('ec2')\n\n    try:\n        response = ec2.describe_instances(InstanceIds=[instance_id])\n        state = response['Reservations'][0]['Instances'][0]['State']['Name']\n        return state\n    except ClientError as e:\n        logging.error(e)\n        return None<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-16\">Lambda\u95a2\u6570\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u5b9f\u884c<\/h3>\n\n\n\n<p>Lambda\u95a2\u6570\u306e\u7ba1\u7406\u3068\u5b9f\u884c\u306b\u95a2\u3059\u308b\u5b9f\u88c5\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-17\">6. Lambda\u95a2\u6570\u306e\u4f5c\u6210<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def create_lambda_function(function_name, runtime, role_arn, handler, zip_file):\n    \"\"\"\n    Lambda\u95a2\u6570\u3092\u4f5c\u6210\u3059\u308b\n    :param function_name: \u95a2\u6570\u540d\n    :param runtime: \u30e9\u30f3\u30bf\u30a4\u30e0\uff08\u4f8b\uff1a'python3.8'\uff09\n    :param role_arn: IAM\u30ed\u30fc\u30eb\u306eARN\n    :param handler: \u30cf\u30f3\u30c9\u30e9\u30fc\u95a2\u6570\u540d\n    :param zip_file: \u30c7\u30d7\u30ed\u30a4\u30d1\u30c3\u30b1\u30fc\u30b8\uff08ZIP\u5f62\u5f0f\uff09\n    :return: \u95a2\u6570\u306eARN\n    \"\"\"\n    lambda_client = boto3.client('lambda')\n\n    try:\n        with open(zip_file, 'rb') as f:\n            response = lambda_client.create_function(\n                FunctionName=function_name,\n                Runtime=runtime,\n                Role=role_arn,\n                Handler=handler,\n                Code={'ZipFile': f.read()},\n                Publish=True\n            )\n        return response['FunctionArn']\n    except ClientError as e:\n        logging.error(e)\n        return None<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-18\">7. Lambda\u95a2\u6570\u306e\u5b9f\u884c<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def invoke_lambda_function(function_name, payload):\n    \"\"\"\n    Lambda\u95a2\u6570\u3092\u5b9f\u884c\u3059\u308b\n    :param function_name: \u95a2\u6570\u540d\n    :param payload: \u95a2\u6570\u306b\u6e21\u3059\u30da\u30a4\u30ed\u30fc\u30c9\uff08dict\uff09\n    :return: \u5b9f\u884c\u7d50\u679c\n    \"\"\"\n    lambda_client = boto3.client('lambda')\n\n    try:\n        response = lambda_client.invoke(\n            FunctionName=function_name,\n            InvocationType='RequestResponse',\n            Payload=json.dumps(payload)\n        )\n        return json.loads(response['Payload'].read())\n    except ClientError as e:\n        logging.error(e)\n        return None<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-19\">8. Lambda\u95a2\u6570\u306e\u66f4\u65b0<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def update_lambda_function(function_name, zip_file):\n    \"\"\"\n    Lambda\u95a2\u6570\u306e\u30b3\u30fc\u30c9\u3092\u66f4\u65b0\u3059\u308b\n    :param function_name: \u95a2\u6570\u540d\n    :param zip_file: \u65b0\u3057\u3044\u30c7\u30d7\u30ed\u30a4\u30d1\u30c3\u30b1\u30fc\u30b8\uff08ZIP\u5f62\u5f0f\uff09\n    :return: \u66f4\u65b0\u5f8c\u306e\u95a2\u6570\u306eARN\n    \"\"\"\n    lambda_client = boto3.client('lambda')\n\n    try:\n        with open(zip_file, 'rb') as f:\n            response = lambda_client.update_function_code(\n                FunctionName=function_name,\n                ZipFile=f.read(),\n                Publish=True\n            )\n        return response['FunctionArn']\n    except ClientError as e:\n        logging.error(e)\n        return None<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-20\">\u9ad8\u5ea6\u306a\u5b9f\u88c5\u4f8b<\/h3>\n\n\n\n<p>\u3088\u308a\u5b9f\u8df5\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5bfe\u5fdc\u3059\u308b\u5b9f\u88c5\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-21\">9. S3\u30a4\u30d9\u30f3\u30c8\u30c8\u30ea\u30ac\u30fc\u306eLambda\u8a2d\u5b9a<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def configure_s3_event_trigger(bucket_name, function_name):\n    \"\"\"\n    S3\u30d0\u30b1\u30c3\u30c8\u306bLambda\u95a2\u6570\u306e\u30a4\u30d9\u30f3\u30c8\u30c8\u30ea\u30ac\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\n    :param bucket_name: \u30d0\u30b1\u30c3\u30c8\u540d\n    :param function_name: Lambda\u95a2\u6570\u540d\n    :return: True if successful, False otherwise\n    \"\"\"\n    s3 = boto3.client('s3')\n    lambda_client = boto3.client('lambda')\n\n    try:\n        # Lambda\u95a2\u6570\u306eARN\u3092\u53d6\u5f97\n        lambda_response = lambda_client.get_function(\n            FunctionName=function_name\n        )\n        lambda_arn = lambda_response['Configuration']['FunctionArn']\n\n        # \u30d0\u30b1\u30c3\u30c8\u306e\u901a\u77e5\u8a2d\u5b9a\u3092\u66f4\u65b0\n        s3.put_bucket_notification_configuration(\n            Bucket=bucket_name,\n            NotificationConfiguration={\n                'LambdaFunctionConfigurations': [\n                    {\n                        'LambdaFunctionArn': lambda_arn,\n                        'Events': ['s3:ObjectCreated:*']\n                    }\n                ]\n            }\n        )\n        return True\n    except ClientError as e:\n        logging.error(e)\n        return False<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-22\">10. \u30ea\u30bd\u30fc\u30b9\u306e\u30bf\u30b0\u4ed8\u3051<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">def tag_resources(resource_ids, tags, resource_type='ec2'):\n    \"\"\"\n    AWS\u30ea\u30bd\u30fc\u30b9\u306b\u30bf\u30b0\u3092\u4ed8\u3051\u308b\n    :param resource_ids: \u30ea\u30bd\u30fc\u30b9ID\u306e\u30ea\u30b9\u30c8\n    :param tags: \u30bf\u30b0\u306e\u30ea\u30b9\u30c8[{'Key': 'key', 'Value': 'value'}]\n    :param resource_type: \u30ea\u30bd\u30fc\u30b9\u30bf\u30a4\u30d7\n    :return: True if successful, False otherwise\n    \"\"\"\n    client = boto3.client(resource_type)\n\n    try:\n        if resource_type == 'ec2':\n            client.create_tags(\n                Resources=resource_ids,\n                Tags=tags\n            )\n        elif resource_type == 's3':\n            for bucket in resource_ids:\n                client.put_bucket_tagging(\n                    Bucket=bucket,\n                    Tagging={'TagSet': tags}\n                )\n        return True\n    except ClientError as e:\n        logging.error(e)\n        return False<\/pre>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5b9f\u88c5\u4f8b\u306f\u3001\u5b9f\u969b\u306e\u958b\u767a\u73fe\u5834\u3067\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u5b9f\u88c5\u3092\u30d9\u30fc\u30b9\u306b\u3001\u3088\u308a\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u30c6\u30af\u30cb\u30c3\u30af\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-23\">\u5b9f\u8df5\u7684\u306aAWS SDK\u6d3b\u7528\u30c6\u30af\u30cb\u30c3\u30af<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-24\">\u975e\u540c\u671f\u51e6\u7406\u306b\u3088\u308b\u52b9\u7387\u7684\u306aAPI\u547c\u3073\u51fa\u3057<\/h3>\n\n\n\n<p>AWS SDK\u3067\u306f\u3001\u5927\u91cf\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u975e\u540c\u671f\u51e6\u7406\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u5b9f\u8df5\u7684\u306a\u975e\u540c\u671f\u51e6\u7406\u306e\u5b9f\u88c5\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-25\">1. asyncio\u3092\u4f7f\u7528\u3057\u305f\u975e\u540c\u671f\u51e6\u7406<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import asyncio\nimport boto3\nimport aioboto3\nfrom typing import List\n\nasync def process_s3_objects(bucket_name: str, prefix: str = '') -&gt; List[dict]:\n    \"\"\"\n    S3\u30d0\u30b1\u30c3\u30c8\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u975e\u540c\u671f\u3067\u51e6\u7406\u3059\u308b\n\n    :param bucket_name: \u30d0\u30b1\u30c3\u30c8\u540d\n    :param prefix: \u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09\n    :return: \u51e6\u7406\u7d50\u679c\u306e\u30ea\u30b9\u30c8\n    \"\"\"\n    session = aioboto3.Session()\n    results = []\n\n    async with session.client('s3') as s3:\n        paginator = s3.get_paginator('list_objects_v2')\n        async for page in paginator.paginate(Bucket=bucket_name, Prefix=prefix):\n            if 'Contents' not in page:\n                continue\n\n            for obj in page['Contents']:\n                # \u975e\u540c\u671f\u3067\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u51e6\u7406\n                result = await process_single_object(s3, bucket_name, obj['Key'])\n                results.append(result)\n\n    return results\n\nasync def process_single_object(s3_client, bucket: str, key: str) -&gt; dict:\n    \"\"\"\n    \u5358\u4e00\u306eS3\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u51e6\u7406\u3059\u308b\n    \"\"\"\n    response = await s3_client.get_object(Bucket=bucket, Key=key)\n    # \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u51e6\u7406\u30ed\u30b8\u30c3\u30af\u3092\u3053\u3053\u306b\u5b9f\u88c5\n    return {'key': key, 'size': response['ContentLength']}\n\n# \u4f7f\u7528\u4f8b\nasync def main():\n    results = await process_s3_objects('my-bucket', 'data\/')\n    print(f\"Processed {len(results)} objects\")\n\nif __name__ == '__main__':\n    asyncio.run(main())<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-26\">2. \u4e26\u5217\u51e6\u7406\u306b\u3088\u308b\u30d0\u30c3\u30c1\u64cd\u4f5c<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from concurrent.futures import ThreadPoolExecutor\nimport threading\n\ndef batch_process_instances(instance_ids: List[str], action: str, max_workers: int = 10):\n    \"\"\"\n    \u8907\u6570\u306eEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4e26\u5217\u3067\u51e6\u7406\u3059\u308b\n\n    :param instance_ids: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\u306e\u30ea\u30b9\u30c8\n    :param action: \u5b9f\u884c\u3059\u308b\u30a2\u30af\u30b7\u30e7\u30f3\uff08'start', 'stop', 'reboot'\u7b49\uff09\n    :param max_workers: \u6700\u5927\u4e26\u5217\u51e6\u7406\u6570\n    \"\"\"\n    def process_instance(instance_id: str) -&gt; dict:\n        ec2 = boto3.client('ec2')\n        try:\n            if action == 'start':\n                response = ec2.start_instances(InstanceIds=[instance_id])\n            elif action == 'stop':\n                response = ec2.stop_instances(InstanceIds=[instance_id])\n            elif action == 'reboot':\n                response = ec2.reboot_instances(InstanceIds=[instance_id])\n            return {'instance_id': instance_id, 'success': True, 'response': response}\n        except Exception as e:\n            return {'instance_id': instance_id, 'success': False, 'error': str(e)}\n\n    with ThreadPoolExecutor(max_workers=max_workers) as executor:\n        results = list(executor.map(process_instance, instance_ids))\n\n    return results<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-27\">\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3068\u30ea\u30c8\u30e9\u30a4\u6226\u7565<\/h3>\n\n\n\n<p>AWS API\u3068\u306e\u901a\u4fe1\u3067\u306f\u3001\u69d8\u3005\u306a\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u52b9\u679c\u7684\u306a\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3068\u30ea\u30c8\u30e9\u30a4\u6226\u7565\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-28\">1. \u30ab\u30b9\u30bf\u30e0\u30ea\u30c8\u30e9\u30a4\u30c7\u30b3\u30ec\u30fc\u30bf<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import time\nfrom functools import wraps\nfrom botocore.exceptions import ClientError\n\ndef aws_retry(\n    retries: int = 3,\n    delay: float = 1.0,\n    backoff: float = 2.0,\n    exceptions: tuple = (ClientError,)\n):\n    \"\"\"\n    AWS API\u547c\u3073\u51fa\u3057\u306e\u30ea\u30c8\u30e9\u30a4\u30c7\u30b3\u30ec\u30fc\u30bf\n\n    :param retries: \u6700\u5927\u30ea\u30c8\u30e9\u30a4\u56de\u6570\n    :param delay: \u521d\u671f\u5f85\u6a5f\u6642\u9593\uff08\u79d2\uff09\n    :param backoff: \u30d0\u30c3\u30af\u30aa\u30d5\u500d\u7387\n    :param exceptions: \u30ea\u30c8\u30e9\u30a4\u5bfe\u8c61\u306e\u4f8b\u5916\u30bf\u30d7\u30eb\n    \"\"\"\n    def decorator(func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            current_delay = delay\n            last_exception = None\n\n            for attempt in range(retries + 1):\n                try:\n                    return func(*args, **kwargs)\n                except exceptions as e:\n                    last_exception = e\n\n                    if attempt == retries:\n                        break\n\n                    # \u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u306b\u57fa\u3065\u3044\u3066\u30ea\u30c8\u30e9\u30a4\u3092\u5224\u65ad\n                    if isinstance(e, ClientError):\n                        error_code = e.response['Error']['Code']\n                        if error_code in ['ThrottlingException', 'RequestLimitExceeded']:\n                            time.sleep(current_delay)\n                            current_delay *= backoff\n                        else:\n                            raise\n\n            raise last_exception\n        return wrapper\n    return decorator\n\n# \u4f7f\u7528\u4f8b\n@aws_retry(retries=5, delay=2.0)\ndef get_instance_status(instance_id: str) -&gt; dict:\n    ec2 = boto3.client('ec2')\n    return ec2.describe_instance_status(InstanceIds=[instance_id])<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-29\">\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406\u3068\u30af\u30ec\u30c7\u30f3\u30b7\u30e3\u30eb\u8a2d\u5b9a\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h3>\n\n\n\n<p>\u52b9\u7387\u7684\u3067\u5b89\u5168\u306aAWS SDK\u306e\u5229\u7528\u306b\u306f\u3001\u9069\u5207\u306a\u30bb\u30c3\u30b7\u30e7\u30f3\u7ba1\u7406\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-30\">1. \u30ab\u30b9\u30bf\u30e0\u30bb\u30c3\u30b7\u30e7\u30f3\u30de\u30cd\u30fc\u30b8\u30e3\u30fc<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">class AWSSessionManager:\n    \"\"\"AWS\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u7ba1\u7406\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self, profile_name: str = None, region: str = None):\n        self.session = boto3.Session(profile_name=profile_name, region_name=region)\n        self._clients = {}\n        self._resources = {}\n\n    def get_client(self, service_name: str) -&gt; boto3.client:\n        \"\"\"\n        \u30b5\u30fc\u30d3\u30b9\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u53d6\u5f97\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u3042\u308a\uff09\n        \"\"\"\n        if service_name not in self._clients:\n            self._clients[service_name] = self.session.client(service_name)\n        return self._clients[service_name]\n\n    def get_resource(self, service_name: str) -&gt; boto3.resource:\n        \"\"\"\n        \u30b5\u30fc\u30d3\u30b9\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53d6\u5f97\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u3042\u308a\uff09\n        \"\"\"\n        if service_name not in self._resources:\n            self._resources[service_name] = self.session.resource(service_name)\n        return self._resources[service_name]\n\n# \u4f7f\u7528\u4f8b\nsession_manager = AWSSessionManager(profile_name='production', region='ap-northeast-1')\ns3_client = session_manager.get_client('s3')\nec2_resource = session_manager.get_resource('ec2')<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-31\">2. \u74b0\u5883\u5225\u8a2d\u5b9a\u7ba1\u7406<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">class AWSEnvironmentConfig:\n    \"\"\"\u74b0\u5883\u5225\u306eAWS\u8a2d\u5b9a\u3092\u7ba1\u7406\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    ENVIRONMENTS = {\n        'development': {\n            'region': 'ap-northeast-1',\n            'profile': 'dev',\n            'bucket_prefix': 'dev-'\n        },\n        'staging': {\n            'region': 'ap-northeast-1',\n            'profile': 'staging',\n            'bucket_prefix': 'stg-'\n        },\n        'production': {\n            'region': 'ap-northeast-1',\n            'profile': 'prod',\n            'bucket_prefix': 'prod-'\n        }\n    }\n\n    def __init__(self, env_name: str):\n        if env_name not in self.ENVIRONMENTS:\n            raise ValueError(f\"Unknown environment: {env_name}\")\n\n        self.config = self.ENVIRONMENTS[env_name]\n        self.session_manager = AWSSessionManager(\n            profile_name=self.config['profile'],\n            region=self.config['region']\n        )\n\n    def get_bucket_name(self, base_name: str) -&gt; str:\n        \"\"\"\u74b0\u5883\u306b\u5fdc\u3058\u305f\u30d0\u30b1\u30c3\u30c8\u540d\u3092\u751f\u6210\"\"\"\n        return f\"{self.config['bucket_prefix']}{base_name}\"\n\n# \u4f7f\u7528\u4f8b\nenv_config = AWSEnvironmentConfig('development')\nbucket_name = env_config.get_bucket_name('my-app-data')\ns3_client = env_config.session_manager.get_client('s3')<\/pre>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5805\u7262\u3067\u52b9\u7387\u7684\u306aAWS\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u5b9f\u88c5\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-32\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-33\">IAM \u30ed\u30fc\u30eb\u3068\u8a8d\u8a3c\u60c5\u5831\u306e\u5b89\u5168\u306a\u7ba1\u7406\u65b9\u6cd5<\/h3>\n\n\n\n<p>AWS SDK\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e\u6700\u91cd\u8981\u4e8b\u9805\u306e\u4e00\u3064\u304c\u3001\u9069\u5207\u306aIAM\u7ba1\u7406\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u78ba\u4fdd\u3067\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u5b9f\u8df5\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5b9f\u88c5\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-34\">1. IAM\u30dd\u30ea\u30b7\u30fc\u306e\u52d5\u7684\u751f\u6210\u3068\u7ba1\u7406<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import json\nfrom typing import List, Dict\n\nclass IAMPolicyBuilder:\n    \"\"\"\u6700\u5c0f\u6a29\u9650\u306e\u539f\u5247\u306b\u57fa\u3065\u3044\u305fIAM\u30dd\u30ea\u30b7\u30fc\u3092\u751f\u6210\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self):\n        self.statements = []\n\n    def add_s3_permissions(\n        self,\n        bucket_name: str,\n        actions: List[str],\n        prefix: str = None\n    ) -&gt; 'IAMPolicyBuilder':\n        \"\"\"\n        S3\u30d0\u30b1\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u6a29\u9650\u3092\u8ffd\u52a0\n\n        :param bucket_name: \u30d0\u30b1\u30c3\u30c8\u540d\n        :param actions: \u30a2\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\uff08\u4f8b\uff1a['s3:GetObject', 's3:PutObject']\uff09\n        :param prefix: \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09\n        \"\"\"\n        resource = f\"arn:aws:s3:::{bucket_name}\"\n        if prefix:\n            resource = f\"{resource}\/{prefix}*\"\n\n        self.statements.append({\n            \"Effect\": \"Allow\",\n            \"Action\": actions,\n            \"Resource\": [resource]\n        })\n        return self\n\n    def add_dynamodb_permissions(\n        self,\n        table_name: str,\n        actions: List[str]\n    ) -&gt; 'IAMPolicyBuilder':\n        \"\"\"DynamoDB\u30c6\u30fc\u30d6\u30eb\u306b\u5bfe\u3059\u308b\u6a29\u9650\u3092\u8ffd\u52a0\"\"\"\n        self.statements.append({\n            \"Effect\": \"Allow\",\n            \"Action\": actions,\n            \"Resource\": [f\"arn:aws:dynamodb:*:*:table\/{table_name}\"]\n        })\n        return self\n\n    def build(self) -&gt; Dict:\n        \"\"\"\u30dd\u30ea\u30b7\u30fc\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u751f\u6210\"\"\"\n        return {\n            \"Version\": \"2012-10-17\",\n            \"Statement\": self.statements\n        }\n\n# \u4f7f\u7528\u4f8b\ndef create_application_role(app_name: str, bucket_name: str):\n    \"\"\"\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306eIAM\u30ed\u30fc\u30eb\u3092\u4f5c\u6210\"\"\"\n    iam = boto3.client('iam')\n\n    # \u4fe1\u983c\u30dd\u30ea\u30b7\u30fc\u306e\u8a2d\u5b9a\n    trust_policy = {\n        \"Version\": \"2012-10-17\",\n        \"Statement\": [{\n            \"Effect\": \"Allow\",\n            \"Principal\": {\n                \"Service\": \"ec2.amazonaws.com\"\n            },\n            \"Action\": \"sts:AssumeRole\"\n        }]\n    }\n\n    # \u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u8a2d\u5b9a\n    policy_builder = IAMPolicyBuilder()\n    policy_builder.add_s3_permissions(\n        bucket_name,\n        ['s3:GetObject', 's3:PutObject'],\n        'data\/'\n    )\n\n    try:\n        # \u30ed\u30fc\u30eb\u306e\u4f5c\u6210\n        role = iam.create_role(\n            RoleName=f\"{app_name}-role\",\n            AssumeRolePolicyDocument=json.dumps(trust_policy)\n        )\n\n        # \u30a4\u30f3\u30e9\u30a4\u30f3\u30dd\u30ea\u30b7\u30fc\u306e\u8ffd\u52a0\n        iam.put_role_policy(\n            RoleName=f\"{app_name}-role\",\n            PolicyName=f\"{app_name}-policy\",\n            PolicyDocument=json.dumps(policy_builder.build())\n        )\n\n        return role['Role']['Arn']\n    except Exception as e:\n        print(f\"Error creating role: {e}\")\n        raise<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-35\">2. \u4e00\u6642\u7684\u306a\u8a8d\u8a3c\u60c5\u5831\u306e\u4f7f\u7528<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from datetime import datetime, timedelta\n\nclass SecureCredentialManager:\n    \"\"\"\u4e00\u6642\u7684\u306a\u8a8d\u8a3c\u60c5\u5831\u3092\u5b89\u5168\u306b\u7ba1\u7406\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self, role_arn: str):\n        self.role_arn = role_arn\n        self.sts_client = boto3.client('sts')\n        self._credentials = None\n        self._expiration = None\n\n    def get_credentials(self) -&gt; Dict:\n        \"\"\"\n        \u6709\u52b9\u306a\u4e00\u6642\u8a8d\u8a3c\u60c5\u5831\u3092\u53d6\u5f97\n        \u671f\u9650\u5207\u308c\u306e\u5834\u5408\u306f\u81ea\u52d5\u7684\u306b\u66f4\u65b0\n        \"\"\"\n        if not self._is_credentials_valid():\n            self._refresh_credentials()\n        return self._credentials\n\n    def _is_credentials_valid(self) -&gt; bool:\n        \"\"\"\u8a8d\u8a3c\u60c5\u5831\u304c\u6709\u52b9\u304b\u30c1\u30a7\u30c3\u30af\"\"\"\n        if not self._credentials or not self._expiration:\n            return False\n        # \u671f\u9650\u5207\u308c\u306e10\u5206\u524d\u304b\u3089\u66f4\u65b0\n        return datetime.now() &lt; self._expiration - timedelta(minutes=10)\n\n    def _refresh_credentials(self):\n        \"\"\"\u8a8d\u8a3c\u60c5\u5831\u3092\u66f4\u65b0\"\"\"\n        response = self.sts_client.assume_role(\n            RoleArn=self.role_arn,\n            RoleSessionName=f\"secure-session-{int(time.time())}\",\n            DurationSeconds=3600  # 1\u6642\u9593\n        )\n\n        self._credentials = response['Credentials']\n        self._expiration = response['Credentials']['Expiration']\n\n# \u4f7f\u7528\u4f8b\ncredential_manager = SecureCredentialManager('arn:aws:iam::123456789012:role\/my-role')\nsession = boto3.Session(\n    aws_access_key_id=credential_manager.get_credentials()['AccessKeyId'],\n    aws_secret_access_key=credential_manager.get_credentials()['SecretAccessKey'],\n    aws_session_token=credential_manager.get_credentials()['SessionToken']\n)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-36\">\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u91cf\u306e\u76e3\u8996\u3068\u30b3\u30b9\u30c8\u6700\u9069\u5316<\/h3>\n\n\n\n<p>\u52b9\u7387\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3068\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306f\u3001AWS\u3092\u4f7f\u7528\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-37\">1. \u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u91cf\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">class AWSResourceMonitor:\n    \"\"\"AWS\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u76e3\u8996\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self):\n        self.cloudwatch = boto3.client('cloudwatch')\n        self.ec2 = boto3.client('ec2')\n\n    def get_instance_metrics(\n        self,\n        instance_id: str,\n        metric_name: str,\n        period: int = 300,\n        hours: int = 1\n    ) -&gt; List[Dict]:\n        \"\"\"\n        EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53d6\u5f97\n\n        :param instance_id: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\n        :param metric_name: \u30e1\u30c8\u30ea\u30af\u30b9\u540d\uff08\u4f8b\uff1aCPUUtilization\uff09\n        :param period: \u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u9593\u9694\uff08\u79d2\uff09\n        :param hours: \u53d6\u5f97\u3059\u308b\u671f\u9593\uff08\u6642\u9593\uff09\n        \"\"\"\n        end_time = datetime.utcnow()\n        start_time = end_time - timedelta(hours=hours)\n\n        response = self.cloudwatch.get_metric_statistics(\n            Namespace='AWS\/EC2',\n            MetricName=metric_name,\n            Dimensions=[{\n                'Name': 'InstanceId',\n                'Value': instance_id\n            }],\n            StartTime=start_time,\n            EndTime=end_time,\n            Period=period,\n            Statistics=['Average', 'Maximum']\n        )\n\n        return sorted(response['Datapoints'],\n                     key=lambda x: x['Timestamp'])\n\n    def get_cost_allocation_tags(self, resources: List[str]) -&gt; Dict:\n        \"\"\"\u30ea\u30bd\u30fc\u30b9\u306e\u30b3\u30b9\u30c8\u914d\u5206\u30bf\u30b0\u3092\u53d6\u5f97\"\"\"\n        response = self.ec2.describe_tags(\n            Filters=[{\n                'Name': 'resource-id',\n                'Values': resources\n            }]\n        )\n\n        tags_by_resource = {}\n        for tag in response['Tags']:\n            if tag['ResourceId'] not in tags_by_resource:\n                tags_by_resource[tag['ResourceId']] = {}\n            tags_by_resource[tag['ResourceId']][tag['Key']] = tag['Value']\n\n        return tags_by_resource<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-38\">2. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">class AWSPerformanceOptimizer:\n    \"\"\"AWS\u30ea\u30bd\u30fc\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self):\n        self.ec2 = boto3.client('ec2')\n        self.cloudwatch = boto3.client('cloudwatch')\n\n    def optimize_instance_type(\n        self,\n        instance_id: str,\n        cpu_threshold: float = 70.0,\n        memory_threshold: float = 80.0\n    ) -&gt; str:\n        \"\"\"\n        \u4f7f\u7528\u7387\u306b\u57fa\u3065\u3044\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u306e\u6700\u9069\u5316\u3092\u63d0\u6848\n\n        :param instance_id: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9ID\n        :param cpu_threshold: CPU\u4f7f\u7528\u7387\u306e\u3057\u304d\u3044\u5024\uff08%\uff09\n        :param memory_threshold: \u30e1\u30e2\u30ea\u4f7f\u7528\u7387\u306e\u3057\u304d\u3044\u5024\uff08%\uff09\n        :return: \u63a8\u5968\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\n        \"\"\"\n        # \u73fe\u5728\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u60c5\u5831\u3092\u53d6\u5f97\n        instance = self.ec2.describe_instances(\n            InstanceIds=[instance_id]\n        )['Reservations'][0]['Instances'][0]\n\n        current_type = instance['InstanceType']\n\n        # \u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53d6\u5f97\n        cpu_util = self._get_average_metric(\n            instance_id,\n            'CPUUtilization',\n            hours=24\n        )\n\n        # \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u306e\u63a8\u5968\n        if cpu_util &lt; 30:\n            return self._get_smaller_instance_type(current_type)\n        elif cpu_util &gt; cpu_threshold:\n            return self._get_larger_instance_type(current_type)\n\n        return current_type\n\n    def _get_average_metric(\n        self,\n        instance_id: str,\n        metric_name: str,\n        hours: int\n    ) -&gt; float:\n        \"\"\"\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u5e73\u5747\u5024\u3092\u53d6\u5f97\"\"\"\n        end_time = datetime.utcnow()\n        start_time = end_time - timedelta(hours=hours)\n\n        response = self.cloudwatch.get_metric_statistics(\n            Namespace='AWS\/EC2',\n            MetricName=metric_name,\n            Dimensions=[{\n                'Name': 'InstanceId',\n                'Value': instance_id\n            }],\n            StartTime=start_time,\n            EndTime=end_time,\n            Period=3600,\n            Statistics=['Average']\n        )\n\n        if not response['Datapoints']:\n            return 0.0\n\n        return sum(d['Average'] for d in response['Datapoints']) \/ len(response['Datapoints'])\n\n    def _get_smaller_instance_type(self, current_type: str) -&gt; str:\n        \"\"\"\u3088\u308a\u5c0f\u3055\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u53d6\u5f97\"\"\"\n        instance_families = {\n            't3': ['nano', 'micro', 'small', 'medium', 'large', 'xlarge', '2xlarge'],\n            'm5': ['large', 'xlarge', '2xlarge', '4xlarge', '8xlarge', '12xlarge', '16xlarge'],\n            'c5': ['large', 'xlarge', '2xlarge', '4xlarge', '9xlarge', '18xlarge'],\n        }\n\n        family = current_type.split('.')[0]\n        size = current_type.split('.')[1]\n\n        if family in instance_families:\n            sizes = instance_families[family]\n            current_index = sizes.index(size)\n            if current_index &gt; 0:\n                return f\"{family}.{sizes[current_index - 1]}\"\n\n        return current_type\n\n    def _get_larger_instance_type(self, current_type: str) -&gt; str:\n        \"\"\"\u3088\u308a\u5927\u304d\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u53d6\u5f97\"\"\"\n        # \u4e0a\u8a18\u306e\u9006\u306e\u5b9f\u88c5\n        # \u5b9f\u969b\u306e\u5b9f\u88c5\u3067\u306f\u3001\u30b3\u30b9\u30c8\u8003\u616e\u306a\u3069\u3082\u542b\u3081\u308b\n        pass<\/pre>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5b9f\u88c5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30bb\u30ad\u30e5\u30a2\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u826f\u3044AWS\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u5b9f\u969b\u306e\u904b\u7528\u6642\u306b\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u554f\u984c\u306b\u5bfe\u3059\u308b\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u624b\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-39\">\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30d0\u30c3\u30b0\u6280\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-40\">\u4e00\u822c\u7684\u306a\u30a8\u30e9\u30fc\u3068\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5<\/h3>\n\n\n\n<p>AWS SDK for Python\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u3088\u304f\u906d\u9047\u3059\u308b\u30a8\u30e9\u30fc\u3068\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u5b9f\u8df5\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-41\">1. \u5305\u62ec\u7684\u306a\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import logging\nfrom typing import Dict, Optional, Any\nfrom botocore.exceptions import ClientError, ParamValidationError, WaiterError\nfrom boto3.exceptions import RetriesExceededError, S3UploadFailedError\n\nclass AWSErrorHandler:\n    \"\"\"AWS SDK \u306e\u30a8\u30e9\u30fc\u3092\u5305\u62ec\u7684\u306b\u51e6\u7406\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    # \u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u3068\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30de\u30c3\u30d4\u30f3\u30b0\n    ERROR_MESSAGES = {\n        'AccessDenied': '\u8a8d\u8a3c\u60c5\u5831\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u304b\u3001\u6a29\u9650\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\u3002IAM\u30dd\u30ea\u30b7\u30fc\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002',\n        'InvalidParameterValue': '\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5024\u304c\u7121\u52b9\u3067\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u6b63\u3057\u3044\u5024\u3092\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002',\n        'ResourceNotFoundException': '\u6307\u5b9a\u3055\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\u30ea\u30bd\u30fc\u30b9\u540d\u3084\u5b58\u5728\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002',\n        'ThrottlingException': 'API\u5236\u9650\u306b\u9054\u3057\u307e\u3057\u305f\u3002\u30d0\u30c3\u30af\u30aa\u30d5\u6226\u7565\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002',\n    }\n\n    def __init__(self):\n        self.logger = logging.getLogger(__name__)\n        self.error_counts = {}  # \u30a8\u30e9\u30fc\u7a2e\u985e\u3054\u3068\u306e\u767a\u751f\u56de\u6570\u3092\u8ffd\u8de1\n\n    def handle_error(\n        self,\n        error: Exception,\n        context: Dict[str, Any]\n    ) -&gt; Optional[Dict]:\n        \"\"\"\n        \u30a8\u30e9\u30fc\u3092\u51e6\u7406\u3057\u3001\u9069\u5207\u306a\u5bfe\u5fdc\u3092\u884c\u3046\n\n        :param error: \u767a\u751f\u3057\u305f\u30a8\u30e9\u30fc\n        :param context: \u30a8\u30e9\u30fc\u767a\u751f\u6642\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\n        :return: \u30a8\u30e9\u30fc\u60c5\u5831\u3092\u542b\u3080\u8f9e\u66f8\n        \"\"\"\n        error_info = {\n            'error_type': type(error).__name__,\n            'context': context,\n            'timestamp': datetime.utcnow().isoformat()\n        }\n\n        if isinstance(error, ClientError):\n            return self._handle_client_error(error, error_info)\n        elif isinstance(error, ParamValidationError):\n            return self._handle_validation_error(error, error_info)\n        elif isinstance(error, WaiterError):\n            return self._handle_waiter_error(error, error_info)\n        else:\n            return self._handle_generic_error(error, error_info)\n\n    def _handle_client_error(\n        self,\n        error: ClientError,\n        error_info: Dict\n    ) -&gt; Dict:\n        \"\"\"ClientError\u306e\u51e6\u7406\"\"\"\n        error_code = error.response['Error']['Code']\n        error_info.update({\n            'error_code': error_code,\n            'message': self.ERROR_MESSAGES.get(\n                error_code,\n                '\u4e88\u671f\u305b\u306c\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002'\n            ),\n            'request_id': error.response['ResponseMetadata']['RequestId']\n        })\n\n        # \u30a8\u30e9\u30fc\u56de\u6570\u306e\u30a4\u30f3\u30af\u30ea\u30e1\u30f3\u30c8\n        self.error_counts[error_code] = self.error_counts.get(error_code, 0) + 1\n\n        # \u30a8\u30e9\u30fc\u306e\u30ed\u30b0\u8a18\u9332\n        self.logger.error(\n            f\"AWS Client Error: {error_code}\",\n            extra={\n                'error_info': error_info,\n                'error_count': self.error_counts[error_code]\n            }\n        )\n\n        return error_info\n\n    def _handle_validation_error(\n        self,\n        error: ParamValidationError,\n        error_info: Dict\n    ) -&gt; Dict:\n        \"\"\"\u30d1\u30e9\u30e1\u30fc\u30bf\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30e9\u30fc\u306e\u51e6\u7406\"\"\"\n        error_info.update({\n            'message': f'\u30d1\u30e9\u30e1\u30fc\u30bf\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30e9\u30fc: {str(error)}',\n            'validation_errors': str(error)\n        })\n\n        self.logger.error(\n            \"Parameter Validation Error\",\n            extra={'error_info': error_info}\n        )\n\n        return error_info\n\n    def get_error_statistics(self) -&gt; Dict:\n        \"\"\"\u30a8\u30e9\u30fc\u7d71\u8a08\u60c5\u5831\u3092\u53d6\u5f97\"\"\"\n        return {\n            'total_errors': sum(self.error_counts.values()),\n            'error_counts_by_type': self.error_counts\n        }\n\n# \u4f7f\u7528\u4f8b\ndef safe_aws_operation(func):\n    \"\"\"AWS\u64cd\u4f5c\u3092\u5b89\u5168\u306b\u5b9f\u884c\u3059\u308b\u30c7\u30b3\u30ec\u30fc\u30bf\"\"\"\n    error_handler = AWSErrorHandler()\n\n    def wrapper(*args, **kwargs):\n        try:\n            return func(*args, **kwargs)\n        except Exception as e:\n            context = {\n                'function': func.__name__,\n                'args': args,\n                'kwargs': kwargs\n            }\n            error_info = error_handler.handle_error(e, context)\n            # \u30a8\u30e9\u30fc\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u5bfe\u5fdc\u3092\u5b9f\u88c5\n            if error_info['error_type'] == 'ClientError':\n                if error_info['error_code'] == 'ThrottlingException':\n                    # \u30b9\u30ea\u30fc\u30d7\u3057\u3066\u518d\u8a66\u884c\n                    time.sleep(1)\n                    return wrapper(*args, **kwargs)\n            raise  # \u305d\u306e\u4ed6\u306e\u30a8\u30e9\u30fc\u306f\u518d\u9001\u51fa\n\n    return wrapper\n\n@safe_aws_operation\ndef create_s3_bucket(bucket_name: str):\n    \"\"\"S3\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\uff08\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u4ed8\u304d\uff09\"\"\"\n    s3 = boto3.client('s3')\n    return s3.create_bucket(Bucket=bucket_name)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-42\">\u30ed\u30b0\u53ce\u96c6\u3068\u5206\u6790\u306b\u3088\u308b\u554f\u984c\u7279\u5b9a<\/h3>\n\n\n\n<p>\u52b9\u679c\u7684\u306a\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u306f\u3001\u9069\u5207\u306a\u30ed\u30b0\u53ce\u96c6\u3068\u5206\u6790\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-43\">1. \u9ad8\u5ea6\u306a\u30ed\u30ae\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import json\nimport threading\nfrom typing import Any, Dict, Optional\nfrom datetime import datetime\n\nclass AWSLogger:\n    \"\"\"AWS\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u9ad8\u5ea6\u306a\u30ed\u30ae\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\"\"\"\n\n    def __init__(self, log_level: str = 'INFO'):\n        self.logger = logging.getLogger(__name__)\n        self.logger.setLevel(log_level)\n\n        # \u30ed\u30b0\u30cf\u30f3\u30c9\u30e9\u306e\u8a2d\u5b9a\n        console_handler = logging.StreamHandler()\n        file_handler = logging.FileHandler('aws_operations.log')\n\n        # \u30ed\u30b0\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u8a2d\u5b9a\n        formatter = logging.Formatter(\n            '%(asctime)s - %(name)s - %(levelname)s - %(message)s'\n        )\n        console_handler.setFormatter(formatter)\n        file_handler.setFormatter(formatter)\n\n        self.logger.addHandler(console_handler)\n        self.logger.addHandler(file_handler)\n\n        # \u30ea\u30af\u30a8\u30b9\u30c8ID\u3068\u306e\u95a2\u9023\u4ed8\u3051\u306e\u305f\u3081\u306e\u8f9e\u66f8\n        self.request_context = {}\n\n    def set_request_context(self, request_id: str, context: Dict):\n        \"\"\"\u30ea\u30af\u30a8\u30b9\u30c8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8a2d\u5b9a\"\"\"\n        self.request_context[request_id] = {\n            'context': context,\n            'start_time': datetime.utcnow(),\n            'thread_id': threading.get_ident()\n        }\n\n    def clear_request_context(self, request_id: str):\n        \"\"\"\u30ea\u30af\u30a8\u30b9\u30c8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u30af\u30ea\u30a2\"\"\"\n        if request_id in self.request_context:\n            del self.request_context[request_id]\n\n    def log_api_call(\n        self,\n        service: str,\n        operation: str,\n        parameters: Dict,\n        request_id: Optional[str] = None\n    ):\n        \"\"\"API\u547c\u3073\u51fa\u3057\u3092\u30ed\u30b0\u306b\u8a18\u9332\"\"\"\n        log_entry = {\n            'service': service,\n            'operation': operation,\n            'parameters': self._sanitize_parameters(parameters),\n            'timestamp': datetime.utcnow().isoformat()\n        }\n\n        if request_id and request_id in self.request_context:\n            log_entry['request_context'] = self.request_context[request_id]\n\n        self.logger.info(\n            f\"AWS API Call: {json.dumps(log_entry, indent=2)}\"\n        )\n\n    def _sanitize_parameters(self, parameters: Dict) -&gt; Dict:\n        \"\"\"\u6a5f\u5bc6\u60c5\u5831\u3092\u9664\u53bb\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8fd4\u3059\"\"\"\n        sensitive_keys = {'Password', 'SecretKey', 'Token'}\n        return {\n            k: '****' if k in sensitive_keys else v\n            for k, v in parameters.items()\n        }\n\n    def log_metrics(\n        self,\n        metrics: Dict[str, Any],\n        request_id: Optional[str] = None\n    ):\n        \"\"\"\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u30ed\u30b0\u306b\u8a18\u9332\"\"\"\n        log_entry = {\n            'metrics': metrics,\n            'timestamp': datetime.utcnow().isoformat()\n        }\n\n        if request_id and request_id in self.request_context:\n            log_entry['request_context'] = self.request_context[request_id]\n\n        self.logger.info(\n            f\"AWS Metrics: {json.dumps(log_entry, indent=2)}\"\n        )\n\n# \u4f7f\u7528\u4f8b\nclass S3OperationTracker:\n    \"\"\"S3\u64cd\u4f5c\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3092\u884c\u3046\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self):\n        self.logger = AWSLogger()\n        self.s3 = boto3.client('s3')\n\n    def upload_file_with_tracking(\n        self,\n        file_path: str,\n        bucket: str,\n        key: str,\n        request_id: str\n    ):\n        \"\"\"\u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u8ffd\u8de1\"\"\"\n        self.logger.set_request_context(request_id, {\n            'operation': 'upload_file',\n            'file_path': file_path,\n            'bucket': bucket,\n            'key': key\n        })\n\n        try:\n            start_time = time.time()\n            file_size = os.path.getsize(file_path)\n\n            # \u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\n            self.s3.upload_file(file_path, bucket, key)\n\n            # \u30e1\u30c8\u30ea\u30af\u30b9\u306e\u8a18\u9332\n            elapsed_time = time.time() - start_time\n            self.logger.log_metrics({\n                'operation_time': elapsed_time,\n                'file_size': file_size,\n                'transfer_rate': file_size \/ elapsed_time\n            }, request_id)\n\n        except Exception as e:\n            self.logger.logger.error(\n                f\"Upload failed: {str(e)}\",\n                extra={'request_id': request_id}\n            )\n            raise\n        finally:\n            self.logger.clear_request_context(request_id)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-44\">2. \u30c7\u30d0\u30c3\u30b0\u652f\u63f4\u30c4\u30fc\u30eb<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">class AWSDebugger:\n    \"\"\"AWS\u64cd\u4f5c\u306e\u30c7\u30d0\u30c3\u30b0\u3092\u652f\u63f4\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self):\n        self.history = []\n        self.logger = AWSLogger()\n\n    def capture_operation(\n        self,\n        service: str,\n        operation: str,\n        params: Dict\n    ):\n        \"\"\"\u64cd\u4f5c\u306e\u8a73\u7d30\u3092\u8a18\u9332\"\"\"\n        operation_record = {\n            'timestamp': datetime.utcnow(),\n            'service': service,\n            'operation': operation,\n            'parameters': params\n        }\n        self.history.append(operation_record)\n\n        # \u8a73\u7d30\u306a\u30ed\u30b0\u8a18\u9332\n        self.logger.log_api_call(\n            service,\n            operation,\n            params\n        )\n\n    def analyze_history(self) -&gt; Dict:\n        \"\"\"\u64cd\u4f5c\u5c65\u6b74\u3092\u5206\u6790\"\"\"\n        analysis = {\n            'total_operations': len(self.history),\n            'operations_by_service': {},\n            'recent_operations': self.history[-5:],\n            'operation_frequency': {}\n        }\n\n        for record in self.history:\n            service = record['service']\n            operation = record['operation']\n\n            # \u30b5\u30fc\u30d3\u30b9\u3054\u3068\u306e\u64cd\u4f5c\u56de\u6570\n            if service not in analysis['operations_by_service']:\n                analysis['operations_by_service'][service] = 0\n            analysis['operations_by_service'][service] += 1\n\n            # \u64cd\u4f5c\u306e\u983b\u5ea6\n            op_key = f\"{service}.{operation}\"\n            if op_key not in analysis['operation_frequency']:\n                analysis['operation_frequency'][op_key] = 0\n            analysis['operation_frequency'][op_key] += 1\n\n        return analysis\n\n    def get_service_metrics(self, service: str) -&gt; Dict:\n        \"\"\"\u7279\u5b9a\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53d6\u5f97\"\"\"\n        service_operations = [\n            record for record in self.history\n            if record['service'] == service\n        ]\n\n        return {\n            'total_operations': len(service_operations),\n            'unique_operations': len({\n                op['operation'] for op in service_operations\n            }),\n            'recent_operations': service_operations[-5:],\n            'parameters_frequency': self._analyze_parameters(\n                service_operations\n            )\n        }\n\n    def _analyze_parameters(self, operations: List[Dict]) -&gt; Dict:\n        \"\"\"\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f7f\u7528\u983b\u5ea6\u3092\u5206\u6790\"\"\"\n        param_frequency = {}\n\n        for op in operations:\n            for param in op['parameters'].keys():\n                if param not in param_frequency:\n                    param_frequency[param] = 0\n                param_frequency[param] += 1\n\n        return param_frequency\n\n# \u4f7f\u7528\u4f8b\ndebugger = AWSDebugger()\n\n@debugger.capture_operation('s3', 'list_buckets', {})\ndef list_all_buckets():\n    \"\"\"S3\u30d0\u30b1\u30c3\u30c8\u4e00\u89a7\u3092\u53d6\u5f97\uff08\u30c7\u30d0\u30c3\u30b0\u60c5\u5831\u4ed8\u304d\uff09\"\"\"\n    s3 = boto3.client('s3')\n    return s3.list_buckets()\n\n# \u30c7\u30d0\u30c3\u30b0\u60c5\u5831\u306e\u5206\u6790\nanalysis_results = debugger.analyze_history()\ns3_metrics = debugger.get_service_metrics('s3')<\/pre>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001AWS SDK\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e\u554f\u984c\u3092\u52b9\u7387\u7684\u306b\u7279\u5b9a\u3057\u3001\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u305f\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3078\u306e\u5c55\u958b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-45\">\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3078\u306e\u5c55\u958b\u30ac\u30a4\u30c9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-46\">\u672c\u756a\u74b0\u5883\u3067\u306e\u8a2d\u5b9a\u3068\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<p>\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3067AWS SDK for Python\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u8a2d\u5b9a\u3068\u5b9f\u88c5\u30d1\u30bf\u30fc\u30f3\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-47\">1. \u74b0\u5883\u8a2d\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from typing import Dict, Optional\nimport os\nimport yaml\nfrom dataclasses import dataclass\nfrom abc import ABC, abstractmethod\n\n@dataclass\nclass AWSEnvironmentConfig:\n    \"\"\"AWS\u74b0\u5883\u8a2d\u5b9a\u3092\u7ba1\u7406\u3059\u308b\u30c7\u30fc\u30bf\u30af\u30e9\u30b9\"\"\"\n    region: str\n    profile: Optional[str]\n    log_level: str\n    retry_attempts: int\n    timeout: int\n    enable_monitoring: bool\n    metric_namespace: str\n    alert_sns_topic: Optional[str]\n\nclass ConfigLoader(ABC):\n    \"\"\"\u8a2d\u5b9a\u30ed\u30fc\u30c0\u30fc\u306e\u62bd\u8c61\u57fa\u5e95\u30af\u30e9\u30b9\"\"\"\n    @abstractmethod\n    def load(self) -&gt; Dict:\n        pass\n\nclass YamlConfigLoader(ConfigLoader):\n    \"\"\"YAML\u5f62\u5f0f\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u30ed\u30fc\u30c0\u30fc\"\"\"\n    def __init__(self, config_path: str):\n        self.config_path = config_path\n\n    def load(self) -&gt; Dict:\n        with open(self.config_path, 'r') as f:\n            return yaml.safe_load(f)\n\nclass EnvironmentConfigLoader(ConfigLoader):\n    \"\"\"\u74b0\u5883\u5909\u6570\u304b\u3089\u306e\u8a2d\u5b9a\u30ed\u30fc\u30c0\u30fc\"\"\"\n    def load(self) -&gt; Dict:\n        return {\n            'region': os.getenv('AWS_REGION'),\n            'profile': os.getenv('AWS_PROFILE'),\n            'log_level': os.getenv('LOG_LEVEL', 'INFO'),\n            'retry_attempts': int(os.getenv('AWS_RETRY_ATTEMPTS', '3')),\n            'timeout': int(os.getenv('AWS_TIMEOUT', '300')),\n            'enable_monitoring': os.getenv('ENABLE_MONITORING', 'true').lower() == 'true',\n            'metric_namespace': os.getenv('METRIC_NAMESPACE', 'Production\/AWSSDKApp'),\n            'alert_sns_topic': os.getenv('ALERT_SNS_TOPIC')\n        }\n\nclass ProductionEnvironment:\n    \"\"\"\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u7ba1\u7406\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self, config_loader: ConfigLoader):\n        config_data = config_loader.load()\n        self.config = AWSEnvironmentConfig(**config_data)\n        self.session = self._create_session()\n        self.monitoring = self._setup_monitoring()\n\n    def _create_session(self) -&gt; boto3.Session:\n        \"\"\"AWS \u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\"\"\"\n        session_kwargs = {\n            'region_name': self.config.region\n        }\n        if self.config.profile:\n            session_kwargs['profile_name'] = self.config.profile\n\n        return boto3.Session(**session_kwargs)\n\n    def _setup_monitoring(self) -&gt; 'ProductionMonitoring':\n        \"\"\"\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\"\"\"\n        if self.config.enable_monitoring:\n            return ProductionMonitoring(\n                self.session,\n                self.config.metric_namespace,\n                self.config.alert_sns_topic\n            )\n        return None\n\n    def get_client(self, service_name: str) -&gt; boto3.client:\n        \"\"\"\u8a2d\u5b9a\u6e08\u307f\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u53d6\u5f97\"\"\"\n        return self.session.client(\n            service_name,\n            config=boto3.Config(\n                retries={'max_attempts': self.config.retry_attempts},\n                connect_timeout=self.config.timeout\n            )\n        )\n\nclass ProductionMonitoring:\n    \"\"\"\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(\n        self,\n        session: boto3.Session,\n        namespace: str,\n        sns_topic: Optional[str]\n    ):\n        self.cloudwatch = session.client('cloudwatch')\n        self.sns = session.client('sns') if sns_topic else None\n        self.sns_topic = sns_topic\n        self.namespace = namespace\n\n    def record_metric(\n        self,\n        metric_name: str,\n        value: float,\n        unit: str,\n        dimensions: List[Dict[str, str]]\n    ):\n        \"\"\"\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u8a18\u9332\"\"\"\n        try:\n            self.cloudwatch.put_metric_data(\n                Namespace=self.namespace,\n                MetricData=[{\n                    'MetricName': metric_name,\n                    'Value': value,\n                    'Unit': unit,\n                    'Dimensions': dimensions\n                }]\n            )\n        except Exception as e:\n            self.alert(f\"\u30e1\u30c8\u30ea\u30af\u30b9\u8a18\u9332\u30a8\u30e9\u30fc: {str(e)}\")\n\n    def alert(self, message: str, severity: str = 'WARNING'):\n        \"\"\"\u30a2\u30e9\u30fc\u30c8\u3092\u9001\u4fe1\"\"\"\n        if self.sns and self.sns_topic:\n            try:\n                self.sns.publish(\n                    TopicArn=self.sns_topic,\n                    Subject=f\"[{severity}] AWS SDK Alert\",\n                    Message=message\n                )\n            except Exception as e:\n                logging.error(f\"\u30a2\u30e9\u30fc\u30c8\u9001\u4fe1\u30a8\u30e9\u30fc: {str(e)}\")\n\n# \u4f7f\u7528\u4f8b\ndef setup_production_environment():\n    \"\"\"\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\"\"\"\n    # \u74b0\u5883\u5909\u6570\u304b\u3089\u8a2d\u5b9a\u3092\u8aad\u307f\u8fbc\u3080\u5834\u5408\n    env_config = EnvironmentConfigLoader()\n    prod_env = ProductionEnvironment(env_config)\n\n    # YAML\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8a2d\u5b9a\u3092\u8aad\u307f\u8fbc\u3080\u5834\u5408\n    # yaml_config = YamlConfigLoader('config\/production.yml')\n    # prod_env = ProductionEnvironment(yaml_config)\n\n    return prod_env<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-48\">\u7d99\u7d9a\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u5b9f\u88c5\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3067\u306e\u7d99\u7d9a\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u5b9f\u88c5\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"i-49\">1. \u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc<\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from enum import Enum\nfrom typing import List, Optional, Callable\nfrom dataclasses import dataclass\nimport time\n\nclass DeploymentStatus(Enum):\n    \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u72b6\u614b\u3092\u8868\u3059\u5217\u6319\u578b\"\"\"\n    PENDING = \"PENDING\"\n    IN_PROGRESS = \"IN_PROGRESS\"\n    COMPLETED = \"COMPLETED\"\n    FAILED = \"FAILED\"\n    ROLLED_BACK = \"ROLLED_BACK\"\n\n@dataclass\nclass DeploymentStep:\n    \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30b9\u30c6\u30c3\u30d7\u3092\u8868\u3059\u30c7\u30fc\u30bf\u30af\u30e9\u30b9\"\"\"\n    name: str\n    execute: Callable\n    rollback: Optional[Callable] = None\n    dependent_steps: List[str] = None\n\nclass DeploymentManager:\n    \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u7ba1\u7406\u3059\u308b\u30af\u30e9\u30b9\"\"\"\n\n    def __init__(self, environment: ProductionEnvironment):\n        self.environment = environment\n        self.steps: List[DeploymentStep] = []\n        self.status = DeploymentStatus.PENDING\n        self.current_step = 0\n        self.history = []\n\n    def add_step(self, step: DeploymentStep):\n        \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30b9\u30c6\u30c3\u30d7\u3092\u8ffd\u52a0\"\"\"\n        self.steps.append(step)\n\n    def execute_deployment(self) -&gt; bool:\n        \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u5b9f\u884c\"\"\"\n        self.status = DeploymentStatus.IN_PROGRESS\n\n        try:\n            for i, step in enumerate(self.steps):\n                self.current_step = i\n                self._log_deployment_progress(f\"\u958b\u59cb: {step.name}\")\n\n                # \u4f9d\u5b58\u95a2\u4fc2\u306e\u30c1\u30a7\u30c3\u30af\n                if step.dependent_steps:\n                    self._check_dependencies(step)\n\n                # \u30b9\u30c6\u30c3\u30d7\u306e\u5b9f\u884c\n                step.execute()\n                self._log_deployment_progress(f\"\u5b8c\u4e86: {step.name}\")\n\n            self.status = DeploymentStatus.COMPLETED\n            return True\n\n        except Exception as e:\n            self._log_deployment_progress(f\"\u30a8\u30e9\u30fc: {str(e)}\")\n            self._rollback()\n            return False\n\n    def _check_dependencies(self, step: DeploymentStep):\n        \"\"\"\u4f9d\u5b58\u95a2\u4fc2\u3092\u30c1\u30a7\u30c3\u30af\"\"\"\n        completed_steps = [s.name for s in self.steps[:self.current_step]]\n        for dep in step.dependent_steps:\n            if dep not in completed_steps:\n                raise ValueError(f\"\u4f9d\u5b58\u3059\u308b\u30b9\u30c6\u30c3\u30d7\u304c\u672a\u5b8c\u4e86: {dep}\")\n\n    def _rollback(self):\n        \"\"\"\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u5b9f\u884c\"\"\"\n        self.status = DeploymentStatus.FAILED\n        self._log_deployment_progress(\"\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u958b\u59cb\")\n\n        # \u5b9f\u884c\u6e08\u307f\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u9006\u9806\u3067\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\n        for step in reversed(self.steps[:self.current_step + 1]):\n            if step.rollback:\n                try:\n                    step.rollback()\n                    self._log_deployment_progress(\n                        f\"\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u5b8c\u4e86: {step.name}\"\n                    )\n                except Exception as e:\n                    self._log_deployment_progress(\n                        f\"\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u30a8\u30e9\u30fc: {step.name} - {str(e)}\"\n                    )\n\n        self.status = DeploymentStatus.ROLLED_BACK\n\n    def _log_deployment_progress(self, message: str):\n        \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u9032\u6357\u3092\u30ed\u30b0\u306b\u8a18\u9332\"\"\"\n        timestamp = datetime.utcnow().isoformat()\n        log_entry = {\n            'timestamp': timestamp,\n            'message': message,\n            'status': self.status.value,\n            'step': self.current_step\n        }\n        self.history.append(log_entry)\n\n        if self.environment.monitoring:\n            self.environment.monitoring.record_metric(\n                'DeploymentProgress',\n                self.current_step,\n                'Count',\n                [{\n                    'Name': 'Status',\n                    'Value': self.status.value\n                }]\n            )\n\n# \u4f7f\u7528\u4f8b\ndef create_deployment_manager():\n    \"\"\"\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u4f5c\u6210\u3068\u8a2d\u5b9a\"\"\"\n    # \u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\n    prod_env = setup_production_environment()\n    deployment_manager = DeploymentManager(prod_env)\n\n    # \u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30b9\u30c6\u30c3\u30d7\u306e\u5b9a\u7fa9\n    def validate_environment():\n        \"\"\"\u74b0\u5883\u306e\u691c\u8a3c\"\"\"\n        # \u74b0\u5883\u30c1\u30a7\u30c3\u30af\u306e\u5b9f\u88c5\n        pass\n\n    def update_lambda_functions():\n        \"\"\"Lambda\u95a2\u6570\u306e\u66f4\u65b0\"\"\"\n        # Lambda\u66f4\u65b0\u306e\u5b9f\u88c5\n        pass\n\n    def rollback_lambda():\n        \"\"\"Lambda\u95a2\u6570\u306e\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\"\"\"\n        # \u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u306e\u5b9f\u88c5\n        pass\n\n    def update_configurations():\n        \"\"\"\u8a2d\u5b9a\u306e\u66f4\u65b0\"\"\"\n        # \u8a2d\u5b9a\u66f4\u65b0\u306e\u5b9f\u88c5\n        pass\n\n    # \u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30b9\u30c6\u30c3\u30d7\u306e\u8ffd\u52a0\n    deployment_manager.add_step(DeploymentStep(\n        name=\"\u74b0\u5883\u691c\u8a3c\",\n        execute=validate_environment\n    ))\n\n    deployment_manager.add_step(DeploymentStep(\n        name=\"Lambda\u95a2\u6570\u66f4\u65b0\",\n        execute=update_lambda_functions,\n        rollback=rollback_lambda,\n        dependent_steps=[\"\u74b0\u5883\u691c\u8a3c\"]\n    ))\n\n    deployment_manager.add_step(DeploymentStep(\n        name=\"\u8a2d\u5b9a\u66f4\u65b0\",\n        execute=update_configurations,\n        dependent_steps=[\"Lambda\u95a2\u6570\u66f4\u65b0\"]\n    ))\n\n    return deployment_manager<\/pre>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5b9f\u88c5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b89\u5168\u3067\u52b9\u7387\u7684\u306a\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u306e\u904b\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u672c\u756a\u74b0\u5883\u3067\u306e\u904b\u7528\u306b\u304a\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u306b\u7279\u306b\u6ce8\u610f\u3092\u6255\u3044\u307e\u3057\u3087\u3046\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8a2d\u5b9a\u7ba1\u7406<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u74b0\u5883\u5909\u6570\u3084\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u9069\u5207\u306b\u7ba1\u7406<\/li>\n\n\n\n<li>\u6a5f\u5bc6\u60c5\u5831\u306fAWS Secrets Manager\u306a\u3069\u3067\u5b89\u5168\u306b\u4fdd\u7ba1<\/li>\n\n\n\n<li>\u74b0\u5883\u3054\u3068\u306e\u8a2d\u5b9a\u3092\u660e\u78ba\u306b\u5206\u96e2<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30a2\u30e9\u30fc\u30c8<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u8981\u306a\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u76e3\u8996<\/li>\n\n\n\n<li>\u554f\u984c\u767a\u751f\u6642\u306e\u901a\u77e5\u30b7\u30b9\u30c6\u30e0\u3092\u78ba\u5b9f\u306b\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u30ed\u30b0\u306e\u9069\u5207\u306a\u4fdd\u5b58\u3068\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bb5\u968e\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30d7\u30ed\u30bb\u30b9<\/li>\n\n\n\n<li>\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u624b\u9806\u306e\u6574\u5099<\/li>\n\n\n\n<li>\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u5c65\u6b74\u306e\u7ba1\u7406<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5305\u62ec\u7684\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u306e\u5b9f\u88c5<\/li>\n\n\n\n<li>\u30ea\u30c8\u30e9\u30a4\u6226\u7565\u306e\u9069\u5207\u306a\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u30a8\u30e9\u30fc\u30ed\u30b0\u306e\u8a73\u7d30\u306a\u8a18\u9332<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u8981\u7d20\u3092\u9069\u5207\u306b\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u5b89\u5b9a\u3057\u305f\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Warning: Undefined array key &#8220;is_admin&#8221; in \/home\/xs392991\/dexall.co.jp\/public_html\/articles\/wp-content\/themes\/ &#8230; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":{"0":"post-2257","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-aws","7":"nothumb"},"_links":{"self":[{"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/posts\/2257","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2257"}],"version-history":[{"count":1,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/posts\/2257\/revisions"}],"predecessor-version":[{"id":2258,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=\/wp\/v2\/posts\/2257\/revisions\/2258"}],"wp:attachment":[{"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2257"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2257"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dexall.co.jp\/articles\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2257"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}