{"id":8117,"date":"2026-05-25T11:43:33","date_gmt":"2026-05-25T03:43:33","guid":{"rendered":"https:\/\/www.elite.cloud\/?p=8117"},"modified":"2026-05-25T11:43:34","modified_gmt":"2026-05-25T03:43:34","slug":"claude-opus-sonnet-haiku-comparison","status":"publish","type":"post","link":"https:\/\/www.elite.cloud\/zh\/post\/claude-opus-sonnet-haiku-comparison\/","title":{"rendered":"Claude Opus \/ Sonnet \/ Haiku \u6bd4\u8f03\uff1a\u5be6\u6e2c\u6548\u80fd\u3001\u5b9a\u50f9\u3001\u9069\u7528\u5834\u666f"},"content":{"rendered":"\n<p>Anthropic \u7684 Claude API \u540c\u6642\u63d0\u4f9b\u4e09\u500b latest model\uff1aOpus 4.7\uff08\u6700\u5f37\u63a8\u7406\uff09\u3001Sonnet 4.6\uff08\u5e73\u8861\uff09\u3001Haiku 4.5\uff08\u5feb\u8207\u4fbf\u5b9c\uff09\u3002\u5c0d\u4f01\u696d\u63a1\u8cfc\u4e3b\u7ba1\u800c\u8a00\uff0c\u91cd\u9ede\u4e0d\u662f\u300c\u54ea\u500b\u6700\u5f37\u300d\uff0c\u800c\u662f\u300c\u54ea\u500b\u5c0d\u4f60\u7684\u5de5\u4f5c\u6d41\u6700\u5212\u7b97\u300d\u3002\u9019\u7bc7\u7528\u540c\u4e00\u500b\u96f2\u7aef\u5e33\u55ae\u5206\u6790\u4efb\u52d9\u5be6\u6e2c\u4e09\u500b model\uff0c\u770b\u771f\u5be6\u901f\u5ea6\u3001token\u3001\u6210\u672c\u8207\u8f38\u51fa\u54c1\u8cea\u5dee\u8ddd\u3002<\/p>\n<div style=\"background:#F7E3BE; border-left:5px solid #B79862; padding:18px 22px; margin:28px 0; border-radius:4px; color:#1F2937;\"><span style=\"display:block; margin:0 0 10px; font-weight:700; font-size:1.05em; color:#1F2937; letter-spacing:0.3px;\">3 \u79d2\u770b\u7d50\u8ad6<\/span><ul>\n<li><strong>Opus 4.7<\/strong>\uff1a$5 \/ $25 per MTok\uff0c\u6700\u5f37\u63a8\u7406\u3001\u8f38\u51fa\u6700\u5206\u6790\u6027\uff1b\u55ae\u6b21 52.4 \u79d2<\/li>\n<li><strong>Sonnet 4.6<\/strong>\uff1a$3 \/ $15 per MTok\uff0c\u5e73\u8861\u4e4b\u9078\u3001\u6700\u5b8c\u6574\u8a73\u76e1\uff1b46.8 \u79d2<\/li>\n<li><strong>Haiku 4.5<\/strong>\uff1a$1 \/ $5 per MTok\uff0c\u6700\u5feb\u6700\u4fbf\u5b9c\uff0c\u8f38\u51fa\u5be6\u7528\u4f46\u5076\u6709\u8a08\u7b97\u5c0f\u5e7b\u89ba\uff1b<strong>18.5 \u79d2<\/strong>\uff08\u6700\u5feb\uff09<\/li>\n<li>\u6210\u672c\uff1aOpus \u662f Haiku \u7684 <strong>4.3 \u500d<\/strong>\uff0cSonnet \u662f Haiku \u7684 3.1 \u500d<\/li>\n<li><strong>\u4e0d\u662f\u300c\u8d8a\u8cb4\u8d8a\u597d\u300d<\/strong>\uff0c\u800c\u662f\u300c\u54c1\u8cea\u3001\u901f\u5ea6\u3001\u6210\u672c\u300d\u4e09\u7dad\u5ea6\u6309\u5de5\u4f5c\u6d41\u53d6\u6368<\/li>\n<\/ul><\/div>\n<p><img decoding=\"async\" alt=\"Anthropic \u5b98\u65b9 API pricing\uff1aOpus 4.7 \/ Sonnet 4.6 \/ Haiku 4.5 token \u5b9a\u50f9\uff08\u4f86\u6e90\uff1aclaude.com\/pricing\uff09\" src=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/05\/api-pricing.png\" \/><\/p>\n<h2 style=\"margin-top:56px; margin-bottom:20px; padding:10px 0 10px 18px; border-left:5px solid #B79862; color:#1F2937; font-size:1.55em; font-weight:700; line-height:1.4;\">\u4e09\u5927 model \u4e00\u89bd<\/h2>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Model<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Input<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Output<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Prompt Cache\uff08Read\uff09<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u4e3b\u8981\u5b9a\u4f4d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Opus 4.7<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$5 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$25 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.50 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u8907\u96dc\u63a8\u7406\u3001agent\u3001\u9577 context<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Sonnet 4.6<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$3 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$15 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.30 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u901a\u7528\u4efb\u52d9\u3001\u5e73\u8861\u54c1\u8cea\u8207\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Haiku 4.5<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$1 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$5 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.10 \/ MTok<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5373\u6642\u61c9\u7528\u3001\u9ad8\u983b batch\u3001\u8f15\u5ea6\u4efb\u52d9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6210\u672c\u5dee\u8ddd\u908f\u8f2f\u5f88\u7c21\u55ae\uff1a<strong>Opus \u662f Haiku \u7684 5 \u500d input\u30015 \u500d output<\/strong>\uff0cSonnet \u662f Haiku \u7684 3 \u500d\u3002Prompt caching read \u90fd\u6bd4 input \u4fbf\u5b9c\u7d04 10 \u500d\uff0c\u9577 context \u91cd\u8907\u547c\u53eb\u7684\u5834\u666f\u53ef\u7701 90% \u6210\u672c\u3002<\/p>\n<!-- img-prompt: editorial: \u5bec\u5e45\u69cb\u5716\u3001\u958b\u767c\u8005\u684c\u9762\u60c5\u5883\u3001\u96d9\u87a2\u5e55\u4e26\u5217\u3001\u5de6\u5074\u87a2\u5e55\u986f\u793a Python \u7a0b\u5f0f\u78bc\u7de8\u8f2f\u5668(import anthropic)\u3001\u53f3\u5074\u87a2\u5e55\u986f\u793a API JSON \u56de\u61c9\u3001\u684c\u9762\u4e0a\u6709\u7b46\u96fb + \u5496\u5561\u676f + \u7b46\u8a18\u672c\u3001\u4e09\u689d\u4e0d\u540c\u7c97\u7d30\u4eae\u5ea6\u7684\u91d1\u8272\u8cc7\u6599\u5149\u5e36\u5f9e\u7a0b\u5f0f\u78bc\u87a2\u5e55\u6d41\u5411 API \u87a2\u5e55\u3001\u6697\u85cd\u8272\u80cc\u666f\u642d\u914d bronze \u91d1\u8272 accent\u3001\u7121\u4eba\u81c9\u7121\u6587\u5b57 -->\n<p><img decoding=\"async\" alt=\"\u958b\u767c\u8005\u900f\u904e Claude API \u5207\u63db\u4e0d\u540c model \u7684\u6574\u5408\u60c5\u5883\" src=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/05\/coding-scenario.png\" \/><\/p>\n<h2 style=\"margin-top:56px; margin-bottom:20px; padding:10px 0 10px 18px; border-left:5px solid #B79862; color:#1F2937; font-size:1.55em; font-weight:700; line-height:1.4;\">\u5be6\u6e2c\u5c0d\u6bd4\uff1a\u540c\u4e00\u500b\u5e33\u55ae\u5206\u6790\u4efb\u52d9\u4e09\u500b model \u8dd1\u4e00\u6b21<\/h2>\n<h3>\u6e2c\u8a66\u8a2d\u8a08<\/h3>\n<p><strong>Prompt<\/strong>\uff1a\u7d66\u4e09\u500b model \u540c\u6a23\u7684\u53f0\u7063\u4e2d\u578b SaaS \u516c\u53f8 AWS \u5e33\u55ae\u5206\u6790\u4efb\u52d9\uff08\u7e3d $48,200\/\u6708\uff0cEC2 45%\u3001RDS 22%\u3001S3 15%\u3001CloudFront 10%\u3001\u5176\u4ed6 8%\uff09\uff0c\u8981\u6c42 3 \u5927\u6210\u672c\u554f\u984c + 3 \u6b65\u7bc0\u8cbb\u5efa\u8b70 + \u9810\u4f30\u7bc0\u7701\u91d1\u984d\u7bc4\u570d\u3002<\/p>\n<p><strong>\u70ba\u4ec0\u9ebc\u9078\u9019\u500b\u4efb\u52d9<\/strong>\uff1a\u7d50\u5408\u8cc7\u6599\u89e3\u8b80\u3001\u512a\u5148\u5e8f\u5224\u65b7\u3001\u6578\u5b57\u4f30\u7b97\u3001\u7d50\u69cb\u5316\u5efa\u8b70\uff0c\u662f\u4f01\u696d\u4e3b\u7ba1\u5be6\u969b\u6703\u554f\u7684\u554f\u984c\u985e\u578b\uff0c\u525b\u597d\u5206\u5f97\u51fa\u4e09 model \u5dee\u7570\u3002<\/p>\n<h3>\u5be6\u6e2c\u6578\u64da\uff082026-05-21\uff0c\u900f\u904e Anthropic API \u76f4\u63a5\u547c\u53eb\uff09<\/h3>\n<p>\u4ee5\u4e0b\u70ba<strong>\u55ae\u6b21\u547c\u53eb<\/strong>\u6578\u64da\uff0cAPI region\uff1aus-east-1\u3002\u901f\u5ea6\u53d7\u7db2\u8def\u72c0\u614b\u5f71\u97ff\uff0c\u5efa\u8b70\u81ea\u884c\u4ee5\u76f8\u540c prompt \u8907\u6e2c\u78ba\u8a8d\u8da8\u52e2\u65b9\u5411\uff0c\u800c\u975e\u7d55\u5c0d\u79d2\u6578\u3002<\/p>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u7dad\u5ea6<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Opus 4.7<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Sonnet 4.6<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">Haiku 4.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u901f\u5ea6<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">52.4 \u79d2<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">46.8 \u79d2<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>18.5 \u79d2<\/strong><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Input tokens<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">239<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">210<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">210<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Output tokens<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">1,966<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">2,359<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">2,303<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Output \u4e2d\u6587\u5b57\u6578<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~1,400<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~1,900<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~1,800<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u55ae\u6b21\u6210\u672c<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.0504<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.0360<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$0.0117<\/strong><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u6210\u672c\u76f8\u5c0d\u503c<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">4.3\u00d7<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">3.1\u00d7<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">1.0\u00d7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u8f38\u51fa\u54c1\u8cea\u89c0\u5bdf<\/h3>\n<p><strong>Opus 4.7\uff1a\u5206\u6790\u6027\u6700\u5f37<\/strong><\/p>\n<ul>\n<li>\u7d50\u69cb\u7528\u300c\u75c7\u72c0 \/ \u6838\u5fc3\u554f\u984c \/ \u5224\u65b7\u4f9d\u64da\u300d\u4e09\u5c64\u62c6\u89e3\u6bcf\u500b\u554f\u984c<\/li>\n<li>90 \u5929\u57f7\u884c\u8def\u7dda\u5206 3 \u968e\u6bb5\uff08Week 1-2 \u6b62\u8840\u3001Week 3-4 \u6298\u6263\u3001Month 2-3 \u67b6\u69cb\uff09<\/li>\n<li>\u984d\u5916\u63d0\u5230 Graviton (m7g) \u8207 gp2\u2192gp3 \u5347\u7d1a\u7684\u9032\u968e\u512a\u5316<\/li>\n<li>\u7bc0\u7701\u4f30\u7b97\u6700\u4fdd\u5b88\u4e5f\u6700\u900f\u660e\uff1a$10.4k \uff5e $17.9k\/\u6708\uff0822% \uff5e 37%\uff09<\/li>\n<li>\u6587\u672b\u9644\u300c\u95dc\u9375\u5047\u8a2d\u8207\u98a8\u96aa\u63d0\u9192\u300d\uff0c\u9810\u9632\u8b80\u8005\u8aa4\u7528<\/li>\n<\/ul>\n<p><strong>Sonnet 4.6\uff1a\u7d50\u69cb\u6700\u5b8c\u6574<\/strong><\/p>\n<ul>\n<li>\u958b\u982d\u52a0\u300c\u73fe\u6cc1\u6458\u8981\u300d\u8868\u683c\u628a 5 \u500b\u670d\u52d9\u4f54\u6bd4\u4e00\u6b21\u5217\u6e05\u695a<\/li>\n<li>\u6bcf\u500b\u554f\u984c\u6a19\u300c\u98a8\u96aa\u7b49\u7d1a + \u6f5b\u5728\u6d6a\u8cbb\u6bd4\u4f8b\u300d\u96d9\u7dad\u5ea6<\/li>\n<li>\u5efa\u8b70\u542b\u6bcf\u9031\u57f7\u884c\u6642\u7a0b\u8868\uff08Week 1 \uff5e Month 2\uff09<\/li>\n<li>\u63d0\u5230 Aurora Serverless v2\uff08\u91dd\u5c0d\u6d41\u91cf\u6ce2\u52d5 SaaS\uff09<\/li>\n<li>\u7bc0\u7701\u7bc4\u570d\u6700\u52d9\u5be6\uff1a$9k \uff5e $14k\/\u6708\uff0818.7% \uff5e 29%\uff09<\/li>\n<\/ul>\n<p><strong>Haiku 4.5\uff1a\u6700\u5feb\u3001\u6700\u5177\u9ad4\uff0c\u4f46\u5076\u6709\u5c0f\u5e7b\u89ba<\/strong><\/p>\n<ul>\n<li>\u901f\u5ea6\u6700\u5feb\uff0c\u8f38\u51fa\u6700\u5177\u884c\u52d5\u6307\u4ee4\u6027\uff08\u5982\u300c8 \u53f0 1Y RI + 7 \u53f0 Savings Plans\u300d\uff09<\/li>\n<li>\u7d66\u51fa\u5be6\u969b\u6a5f\u578b\u6578\u91cf\u63a8\u7b97\u8207\u6bcf\u9031\u8cac\u4efb\u4eba\u6e05\u55ae<\/li>\n<li><strong>\u4f46\u51fa\u73fe 1 \u8655\u8a08\u7b97\u5e7b\u89ba<\/strong>\uff1aS3 \u8a66\u7b97\u5beb\u300c\u65b0\u6708\u6210\u672c\uff1a$19.65\/GB = $29,475\uff08\u539f $7,230 \u8aa4\u5dee\u8abf\u6574\uff09\u300d\uff0c\u9019\u6bb5\u8a71\u81ea\u76f8\u77db\u76fe\uff0c\u628a\u55ae\u50f9\u8aa4\u7576\u7e3d\u91cf<\/li>\n<li>\u7d50\u69cb\u8a73\u76e1\u4f46\u5076\u723e\u8df3\u51fa\u984c\u76ee\u7bc4\u570d\uff08\u984c\u76ee\u6c92\u554f\u6a5f\u578b\u6578\u91cf\u4e5f\u4e3b\u52d5\u4f30\uff09<\/li>\n<li>\u9069\u5408\u300c\u9700\u8981\u5feb\u901f 80 \u5206\u7b54\u6848\u3001\u4eba\u985e\u6703\u4e8c\u6b21\u5be9\u6838\u300d\u7684\u5834\u666f<\/li>\n<\/ul>\n<h3>\u5b8c\u6574\u8f38\u51fa(\u53ef\u5c55\u958b\u6bd4\u5c0d)<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e09\u500b model \u5c0d\u540c\u4e00 prompt \u7684\u5b8c\u6574\u539f\u59cb\u8f38\u51fa,\u53ef\u5c55\u958b\u9010\u4e00\u6bd4\u5c0d\u3002\u6458\u8981\u8207\u7d50\u8ad6\u7686\u57fa\u65bc\u9019\u4e9b\u539f\u6587\u3002<\/p>\n<details style=\"margin:20px 0; border-left:4px solid #B79862; background:#F9FAFB; padding:14px 22px; border-radius:4px;\">\n<summary style=\"cursor:pointer; font-weight:700; color:#1F2937; font-size:1em; padding:6px 0; list-style:revert;\">\ud83d\udcc4 Opus 4.7 \u5b8c\u6574\u8f38\u51fa\uff0852.4 \u79d2\u3001$0.0504\uff09<\/summary>\n<h4>AWS \u6210\u672c\u512a\u5316\u5206\u6790\u5831\u544a<\/h4>\n<h5>\u4e00\u3001\u4e09\u5927\u6210\u672c\u554f\u984c(\u6309\u512a\u5148\u5e8f)<\/h5>\n<h6>\ud83d\udd34 \u554f\u984c 1:EC2 \u904e\u5ea6\u914d\u7f6e\u8207\u7121\u5f48\u6027(\u6708\u652f\u51fa\u7d04 $21,690,\u4f54 45%)<\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>:m5.xlarge always-on,\u63a8\u6e2c\u70ba On-Demand \u8a08\u50f9<\/li>\n<li><strong>\u6838\u5fc3\u554f\u984c<\/strong>:<\/li>\n<li>\u672a\u4f7f\u7528 Reserved Instance (RI) \u6216 Savings Plans,\u6ea2\u50f9\u7d04 30~50%<\/li>\n<li>always-on \u8868\u793a\u6c92\u6709\u4f9d\u8ca0\u8f09\u81ea\u52d5\u64f4\u7e2e(\u5c24\u5176\u975e\u71df\u696d\u6642\u6bb5)<\/li>\n<li>m5 \u70ba\u4e0a\u4e00\u4ee3\u6a5f\u578b,m6i\/m7i \u6027\u50f9\u6bd4\u66f4\u9ad8 10~20%<\/li>\n<li><strong>\u5224\u65b7\u4f9d\u64da<\/strong>:12,000 \u7528\u6236\u7684 SaaS \u901a\u5e38\u6709\u660e\u986f\u65e5\u591c\u6d41\u91cf\u5dee,\u537b 24\/7 \u6eff\u8f09,\u4ee3\u8868\u8cc7\u6e90\u5229\u7528\u7387\u504f\u4f4e<\/li>\n<\/ul>\n<h6>\ud83d\udfe0 \u554f\u984c 2:S3 \u7f3a\u4e4f Lifecycle \u7ba1\u7406(\u6708\u652f\u51fa\u7d04 $7,230,\u4f54 15%)<\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>:\u5927\u91cf\u820a\u7248\u8cc7\u6599 + \u672a\u8a2d lifecycle policy<\/li>\n<li><strong>\u6838\u5fc3\u554f\u984c<\/strong>:<\/li>\n<li>\u6240\u6709\u8cc7\u6599\u505c\u7559\u5728 S3 Standard ($0.023\/GB),\u5373\u4f7f\u662f\u51b7\u8cc7\u6599<\/li>\n<li>Versioning \u555f\u7528\u4f46\u7121\u904e\u671f\u6e05\u7406,\u820a\u7248\u672c\u6c38\u4e45\u7d2f\u7a4d<\/li>\n<li>\u53ef\u80fd\u6709\u672a\u5b8c\u6210\u7684 multipart upload \u6b98\u7559<\/li>\n<li><strong>\u5178\u578b\u60c5\u5883<\/strong>:60~70% \u7269\u4ef6\u8d85\u904e 30 \u5929\u672a\u88ab\u5b58\u53d6,\u537b\u652f\u4ed8\u71b1\u5132\u5b58\u50f9\u683c<\/li>\n<\/ul>\n<h6>\ud83d\udfe1 \u554f\u984c 3:RDS Multi-AZ \u672a\u512a\u5316(\u6708\u652f\u51fa\u7d04 $10,604,\u4f54 22%)<\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>:Multi-AZ \u4f46\u672a\u63d0\u53ca RI \u6216\u5be6\u4f8b\u898f\u683c\u512a\u5316<\/li>\n<li><strong>\u6838\u5fc3\u554f\u984c<\/strong>:<\/li>\n<li>Multi-AZ \u6210\u672c\u70ba\u55ae AZ \u7684 2 \u500d,\u82e5\u975e Production \u74b0\u5883(\u5982 staging\u3001dev)\u7528 Multi-AZ \u662f\u6d6a\u8cbb<\/li>\n<li>\u672a\u4f7f\u7528 RDS RI(\u53ef\u7701 40~60%)<\/li>\n<li>\u672a\u6aa2\u8996 CPU\/\u9023\u7dda\u6578\u5229\u7528\u7387,\u53ef\u80fd over-provisioned<\/li>\n<li>\u5132\u5b58\u53ef\u80fd\u4ecd\u7528 gp2 \u800c\u975e\u66f4\u4fbf\u5b9c\u7684 gp3<\/li>\n<\/ul>\n<hr \/>\n<h5>\u4e8c\u3001\u4e09\u6b65\u7bc0\u8cbb\u5efa\u8b70(90 \u5929\u57f7\u884c\u8def\u7dda)<\/h5>\n<h6>Step 1:\u5feb\u901f\u6b62\u8840(Week 1~2,\u96f6\u98a8\u96aa)<\/h6>\n<pre><code>\u2705 S3 Lifecycle Policy \u7acb\u5373\u5efa\u7acb:\n   - 30 \u5929\u5f8c \u2192 S3 Standard-IA\n   - 90 \u5929\u5f8c \u2192 S3 Glacier Instant Retrieval\n   - 365 \u5929\u5f8c \u2192 Glacier Deep Archive\n   - \u975e\u7576\u524d\u7248\u672c 30 \u5929\u5f8c\u522a\u9664\n   - \u555f\u7528 Incomplete Multipart Upload 7 \u5929\u6e05\u7406\n\n\u2705 \u958b\u555f S3 Storage Lens \u8207 Cost Explorer Rightsizing Recommendations\n\u2705 \u975e Production RDS \u95dc\u9589 Multi-AZ\n<\/code><\/pre>\n<h6>Step 2:\u627f\u8afe\u578b\u6298\u6263(Week 3~4,\u9700\u8ca1\u52d9\u7c3d\u6838)<\/h6>\n<pre><code>\u2705 \u8cfc\u8cb7 Compute Savings Plans(1\u5e74\u671f No Upfront):\n   - \u6db5\u84cb EC2 \u57fa\u6e96\u8ca0\u8f09\u7684 70%(\u4fdd\u7559 30% \u5f48\u6027\u7d66\u5c16\u5cf0)\n   - \u6298\u6263\u7d04 27%,\u8de8\u6a5f\u578b\/\u5340\u57df\u5f48\u6027\u9ad8\n\n\u2705 RDS Reserved Instance(1\u5e74\u671f All Upfront):\n   - \u91dd\u5c0d Production Multi-AZ \u5be6\u4f8b\n   - \u6298\u6263\u7d04 40%\n<\/code><\/pre>\n<h6>Step 3:\u67b6\u69cb\u512a\u5316(Month 2~3,\u9700\u5de5\u7a0b\u6295\u5165)<\/h6>\n<pre><code>\u2705 EC2 \u5347\u7d1a m5.xlarge \u2192 m6i.xlarge \u6216 m7i.xlarge(\u540c\u50f9\u66f4\u5f37\u6216\u66f4\u4fbf\u5b9c)\n\u2705 \u5c0e\u5165 Auto Scaling Group + ALB,\u8a2d\u5b9a\u975e\u71df\u696d\u6642\u6bb5\u7e2e\u6e1b 40% \u5bb9\u91cf\n\u2705 \u8a55\u4f30 Graviton (m7g) \u9077\u79fb,\u984d\u5916\u7701 10~20%\n\u2705 RDS \u5132\u5b58\u5f9e gp2 \u2192 gp3(\u76f4\u63a5\u7701 20%,\u4e14\u6548\u80fd\u66f4\u597d)\n\u2705 CloudFront \u6aa2\u8996 cache hit ratio,\u63d0\u5347\u81f3 &gt;90% \u53ef\u964d\u4f4e origin \u6d41\u91cf\n<\/code><\/pre>\n<hr \/>\n<h5>\u4e09\u3001\u9810\u4f30\u7bc0\u7701\u91d1\u984d<\/h5>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u9805\u76ee<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u6708\u7bc0\u7701\u7bc4\u570d (USD)<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u5047\u8a2d\u689d\u4ef6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">EC2 Savings Plans + Rightsizing<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$5,400 ~ $8,700<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">70% \u8ca0\u8f09\u7d0d\u5165 SP,25~40% \u7d9c\u5408\u6298\u6263<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">S3 Lifecycle<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$2,200 ~ $4,300<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5047\u8a2d 60% \u8cc7\u6599\u53ef\u964d\u968e,30% \u70ba\u820a\u7248\u672c\u53ef\u522a<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">RDS RI + gp3 + \u975e Prod \u964d\u898f<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$2,500 ~ $4,200<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">RI \u6db5\u84cb 80%,1 \u500b\u975e Prod \u74b0\u5883\u964d Multi-AZ<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">CloudFront \u512a\u5316<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$300 ~ $700<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u63d0\u5347 cache hit rate<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u5408\u8a08\u6708\u7bc0\u7701<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$10,400 ~ $17,900<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u5e74\u5316\u7bc0\u7701<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$125,000 ~ $215,000<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7bc0\u7701\u6bd4\u4f8b<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>22% ~ 37%<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u696d\u754c FinOps \u7b2c\u4e00\u8f2a\u512a\u5316\u5178\u578b\u5340\u9593<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h5>\u26a0\ufe0f \u95dc\u9375\u5047\u8a2d\u8207\u98a8\u96aa\u63d0\u9192<\/h5>\n<ol>\n<li><strong>\u5047\u8a2d\u524d\u63d0<\/strong>:\u76ee\u524d\u5b8c\u5168\u672a\u4f7f\u7528 RI\/SP\u3001S3 \u5168\u70ba Standard\u3001\u7121\u81ea\u52d5\u64f4\u7e2e<\/li>\n<li><strong>\u82e5\u5df2\u90e8\u5206\u512a\u5316<\/strong>,\u5be6\u969b\u7bc0\u7701\u6703\u843d\u5728\u5340\u9593\u4e0b\u7de3<\/li>\n<li><strong>\u5efa\u8b70\u5148\u505a 2 \u9031\u7684 CloudWatch + Cost Explorer \u6578\u64da\u76e4\u9ede<\/strong>,\u78ba\u8a8d EC2 \u5be6\u969b CPU \u5229\u7528\u7387(\u82e5 &lt;40% \u53ef\u8003\u616e\u964d\u898f\u800c\u975e\u50c5\u8cb7 SP)<\/li>\n<li><strong>RI\/SP \u662f 1~3 \u5e74\u627f\u8afe<\/strong>,\u8cfc\u8cb7\u524d\u52d9\u5fc5\u78ba\u8a8d\u696d\u52d9\u6210\u9577\u66f2\u7dda,\u5efa\u8b70\u8986\u84cb\u7387\u4e0d\u8d85\u904e\u7a69\u5b9a\u57fa\u6e96\u8ca0\u8f09<\/li>\n<\/ol>\n<p>\u9700\u8981\u7684\u8a71\u53ef\u4ee5\u518d\u91dd\u5c0d\u55ae\u4e00\u9805\u76ee(\u4f8b\u5982 Savings Plans \u8a66\u7b97\u6216 S3 Lifecycle \u8a73\u7d30\u898f\u5247)\u5c55\u958b\u6df1\u5165\u5206\u6790\u3002<\/p>\n<\/details>\n<details style=\"margin:20px 0; border-left:4px solid #B79862; background:#F9FAFB; padding:14px 22px; border-radius:4px;\">\n<summary style=\"cursor:pointer; font-weight:700; color:#1F2937; font-size:1em; padding:6px 0; list-style:revert;\">\ud83d\udcc4 Sonnet 4.6 \u5b8c\u6574\u8f38\u51fa\uff0846.8 \u79d2\u3001$0.0360\uff09<\/summary>\n<h4>AWS \u6210\u672c\u512a\u5316\u5206\u6790\u5831\u544a<\/h4>\n<h5>\u73fe\u6cc1\u6458\u8981<\/h5>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u670d\u52d9<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u4f54\u6bd4<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u6708\u8cbb\u4f30\u7b97<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">EC2<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">45%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~$21,690<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">RDS<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">22%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~$10,604<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">S3<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">15%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~$7,230<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">CloudFront<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">10%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~$4,820<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5176\u4ed6<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">8%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">~$3,856<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7e3d\u8a08<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">100%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$48,200<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h5>\u4e00\u3001\u4e09\u5927\u6210\u672c\u554f\u984c\uff08\u6309\u512a\u5148\u5e8f\uff09<\/h5>\n<h6>\ud83d\udd34 \u554f\u984c 1\uff1aEC2 \u5168\u5929\u5019\u904b\u884c\uff08Always-On\uff09\u7f3a\u4e4f\u5f48\u6027\u8abf\u5ea6<\/h6>\n<p><strong>\u554f\u984c\u6838\u5fc3\uff1a<\/strong> <code>m5.xlarge<\/code> \u63a1\u7528 On-Demand \u6309\u9700\u8a08\u8cbb\uff0c\u5168\u5929 24 \u5c0f\u6642\u904b\u884c\uff0c\u4f46 SaaS \u670d\u52d9\u901a\u5e38\u6709\u660e\u986f\u7684\u96e2\u5cf0\u6642\u6bb5\uff08\u591c\u9593\u3001\u9031\u672b\uff09\u3002<\/p>\n<ul>\n<li>12,000 \u540d\u7528\u6236\u4e0d\u53ef\u80fd\u5747\u52fb\u5206\u5e03\u65bc\u5168\u5929 24 \u5c0f\u6642<\/li>\n<li>\u82e5\u672a\u4f7f\u7528 Reserved Instances \u6216 Savings Plans\uff0c\u7b49\u540c\u65bc\u70ba\u300c\u6c92\u4eba\u7528\u7684\u6642\u9593\u300d\u5168\u984d\u4ed8\u8cbb<\/li>\n<li>\u7f3a\u4e4f Auto Scaling \u6a5f\u5236\uff0c\u8cc7\u6e90\u9577\u671f\u8655\u65bc\u9ad8\u914d\u4f4e\u7528\u72c0\u614b<\/li>\n<\/ul>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<p>\u26a0\ufe0f <strong>\u98a8\u96aa\u7b49\u7d1a\uff1a\u9ad8\uff5c\u6f5b\u5728\u6d6a\u8cbb\u6bd4\u4f8b\uff1a30\u201350%<\/strong><\/p>\n<\/blockquote>\n<hr \/>\n<h6>\ud83d\udfe0 \u554f\u984c 2\uff1aRDS Multi-AZ \u898f\u683c\u53ef\u80fd\u904e\u5ea6\u914d\u7f6e<\/h6>\n<p><strong>\u554f\u984c\u6838\u5fc3\uff1a<\/strong> Multi-AZ \u672c\u8eab\u8a2d\u8a08\u6b63\u78ba\uff08\u751f\u7522\u74b0\u5883\u5fc5\u8981\uff09\uff0c\u4f46\u5e38\u898b\u554f\u984c\u5728\u65bc\uff1a<\/p>\n<ul>\n<li>\u4e3b\u8981\u8b80\u53d6\u8ca0\u8f09\u672a\u900f\u904e <strong>Read Replica<\/strong> \u5206\u6d41\uff0c\u5c0e\u81f4\u4e3b\u7bc0\u9ede\u898f\u683c\u88ab\u8feb\u62c9\u9ad8<\/li>\n<li>\u672a\u8a55\u4f30\u662f\u5426\u6709\u958b\u767c\/\u6e2c\u8a66\u7528\u7684 RDS \u5be6\u4f8b\u8aa4\u958b Multi-AZ<\/li>\n<li>\u672a\u555f\u7528 <strong>Aurora Serverless v2<\/strong>\uff08\u9069\u5408\u6d41\u91cf\u6ce2\u52d5\u578b SaaS \u5de5\u4f5c\u8ca0\u8f09\uff09<\/li>\n<\/ul>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<p>\u26a0\ufe0f <strong>\u98a8\u96aa\u7b49\u7d1a\uff1a\u4e2d\u9ad8\uff5c\u6f5b\u5728\u6d6a\u8cbb\u6bd4\u4f8b\uff1a20\u201335%<\/strong><\/p>\n<\/blockquote>\n<hr \/>\n<h6>\ud83d\udfe1 \u554f\u984c 3\uff1aS3 \u820a\u7248\u8cc7\u6599\u7121 Lifecycle Policy<\/h6>\n<p><strong>\u554f\u984c\u6838\u5fc3\uff1a<\/strong> \u672a\u8a2d\u5b9a\u751f\u547d\u9031\u671f\u898f\u5247\uff0c\u6240\u6709\u8cc7\u6599\u7d71\u4e00\u5b58\u653e\u65bc <strong>S3 Standard<\/strong>\uff08\u6700\u8cb4\u5132\u5b58\u5c64\uff09\u3002<\/p>\n<ul>\n<li>\u820a\u7248\u8cc7\u6599\uff08\u5047\u8a2d 60 \u5929\u4ee5\u4e0a\u672a\u5b58\u53d6\uff09\u4e0d\u61c9\u7e7c\u7e8c\u7528 Standard \u8a08\u8cbb<\/li>\n<li>\u672a\u555f\u7528 <strong>Intelligent-Tiering \u6216 Glacier<\/strong>\uff0c\u9577\u5c3e\u51b7\u8cc7\u6599\u6301\u7e8c\u71d2\u9322<\/li>\n<li>\u82e5\u6709\u7248\u672c\u63a7\u7ba1\uff08Versioning\uff09\uff0c\u820a\u7248\u672c\u6a94\u6848\u53ef\u80fd\u975c\u9ed8\u7d2f\u7a4d\uff0c\u7121\u4eba\u5bdf\u89ba<\/li>\n<\/ul>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<p>\u26a0\ufe0f <strong>\u98a8\u96aa\u7b49\u7d1a\uff1a\u4e2d\uff5c\u6f5b\u5728\u6d6a\u8cbb\u6bd4\u4f8b\uff1a40\u201360%\uff08\u91dd\u5c0dS3\u8cbb\u7528\u672c\u8eab\uff09<\/strong><\/p>\n<\/blockquote>\n<hr \/>\n<h5>\u4e8c\u3001\u4e09\u6b65\u7bc0\u8cbb\u5efa\u8b70\uff08\u5177\u9ad4\u53ef\u57f7\u884c\uff09<\/h5>\n<h6>\u2705 Step 1\uff1aEC2 \u63a1\u8cfc\u7b56\u7565 + Auto Scaling\uff08\u7b2c 1\u20132 \u9031\u57f7\u884c\uff09<\/h6>\n<p><strong>\u7acb\u5373\u884c\u52d5\uff1a<\/strong><\/p>\n<pre><code>1. \u8a55\u4f30\u904e\u53bb 14 \u5929 CloudWatch CPU\/Network \u4f7f\u7528\u7387\n   \u2192 \u76ee\u6a19\uff1a\u627e\u51fa\u5e73\u5747\u4f7f\u7528\u7387 &lt; 40% \u7684\u5be6\u4f8b\n\n2. \u7a69\u5b9a\u57fa\u790e\u8ca0\u8f09 \u2192 \u8cfc\u8cb7 1 \u5e74\u671f Compute Savings Plans\n   \u2192 \u76f8\u8f03 On-Demand \u7bc0\u7701 30\u201340%\uff0c\u7121\u9700\u7d81\u5b9a\u7279\u5b9a\u6a5f\u578b\n\n3. \u96e2\u5cf0\u6642\u6bb5\uff08\u4f8b\u5982\u6bcf\u65e5 22:00\u201308:00 \u53ca\u9031\u672b\uff09\n   \u2192 \u975e\u6838\u5fc3\u670d\u52d9\u555f\u7528 Instance Scheduler \u81ea\u52d5\u505c\u6a5f\n\n4. \u5c16\u5cf0\u5f48\u6027\u9700\u6c42 \u2192 \u8a2d\u5b9a Application Auto Scaling\n   \u2192 \u6df7\u642d Spot Instance\uff08\u9069\u5408\u7121\u72c0\u614b\u670d\u52d9\uff0c\u7701 60\u201370%\uff09\n<\/code><\/pre>\n<p><strong>\u5de5\u5177\uff1a<\/strong> AWS Compute Optimizer\u3001Cost Explorer \u53f3\u5c3a\u5bf8\u5efa\u8b70<\/p>\n<hr \/>\n<h6>\u2705 Step 2\uff1aRDS \u8b80\u5beb\u5206\u96e2 + \u898f\u683c\u53f3\u5c3a\u5bf8\uff08\u7b2c 2\u20134 \u9031\u57f7\u884c\uff09<\/h6>\n<p><strong>\u7acb\u5373\u884c\u52d5\uff1a<\/strong><\/p>\n<pre><code>1. \u958b\u555f RDS Performance Insights\uff08\u514d\u8cbb\u5c64\uff09\n   \u2192 \u78ba\u8a8d\u8b80\u5beb\u6bd4\u4f8b\uff0c\u82e5\u8b80\u53d6 &gt; 60% \u2192 \u65b0\u589e Read Replica \u5206\u6d41\n\n2. \u958b\u767c\/\u6e2c\u8a66\u74b0\u5883 RDS\n   \u2192 \u95dc\u9589 Multi-AZ \u2192 \u7bc0\u7701 50% \u8a72\u5be6\u4f8b\u8cbb\u7528\n   \u2192 \u8a2d\u5b9a\u975e\u4e0a\u73ed\u6642\u9593\u81ea\u52d5\u505c\u6b62\uff08RDS \u505c\u6b62\u6700\u9577 7 \u5929\u9700\u6ce8\u610f\u81ea\u52d5\u555f\u52d5\u6a5f\u5236\uff09\n\n3. \u8a55\u4f30\u9077\u79fb\u81f3 Aurora MySQL\/PostgreSQL\n   \u2192 \u76f8\u540c\u6548\u80fd\u4e0b\u6210\u672c\u7d04\u4f4e 20\u201330% vs \u50b3\u7d71 RDS\n   \u2192 \u6d41\u91cf\u6ce2\u52d5\u5927\u6642\u8003\u616e Aurora Serverless v2\n<\/code><\/pre>\n<hr \/>\n<h6>\u2705 Step 3\uff1aS3 Lifecycle Policy \u5168\u9762\u90e8\u7f72\uff08\u7b2c 1 \u9031\uff0c1 \u5929\u53ef\u5b8c\u6210\uff09<\/h6>\n<p><strong>\u7acb\u5373\u884c\u52d5\uff08\u53ef\u7528 Terraform \/ Console \u5feb\u901f\u5957\u7528\uff09\uff1a<\/strong><\/p>\n<pre><code class=\"language-yaml\">Lifecycle Rules \u5efa\u8b70\u8a2d\u5b9a\uff1a\n\nStandard \u2192 Standard-IA :  \u5b58\u53d6\u5f8c 30 \u5929\nStandard-IA \u2192 Glacier Instant Retrieval : 90 \u5929\nGlacier \u2192 Glacier Deep Archive : 180 \u5929\n\u904e\u671f\u522a\u9664\uff08\u8996\u696d\u52d9\u898f\u5b9a\uff09 : 365 \u5929+\n\n\u984d\u5916\u52d5\u4f5c\uff1a\n- \u82e5\u958b\u555f Versioning \u2192 \u8a2d\u5b9a\u975e\u7576\u524d\u7248\u672c 30 \u5929\u5f8c\u79fb\u81f3 Glacier\n- \u555f\u7528 S3 Storage Lens \u78ba\u8a8d\u5404 Bucket \u5be6\u969b\u5b58\u53d6\u71b1\u5ea6\n<\/code><\/pre>\n<p><strong>\u8cbb\u7528\u5c0d\u6bd4\uff1a<\/strong><\/p>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u5132\u5b58\u5c64<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u6bcf GB\/\u6708<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Standard<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.023<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Standard-IA<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.0125<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Glacier Instant<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.004<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">Deep Archive<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$0.00099<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h5>\u4e09\u3001\u9810\u4f30\u7bc0\u7701\u91d1\u984d\u7bc4\u570d<\/h5>\n<h6>\u5047\u8a2d\u689d\u4ef6<\/h6>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<ul>\n<li>EC2\uff1a\u76ee\u524d 100% On-Demand\uff0c\u5e73\u5747\u4f7f\u7528\u7387\u7d04 35\u201345%<\/li>\n<li>RDS\uff1a\u542b 1\u20132 \u500b\u6e2c\u8a66\u74b0\u5883\u8aa4\u958b Multi-AZ<\/li>\n<li>S3\uff1a\u7d04 50% \u8cc7\u6599\u70ba 90 \u5929\u4ee5\u4e0a\u51b7\u8cc7\u6599\uff0c\u5b58\u65bc Standard<\/li>\n<\/ul>\n<\/blockquote>\n<h6>\u7bc0\u7701\u8a66\u7b97<\/h6>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u512a\u5316\u9805\u76ee<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u6708\u7bc0\u7701\u7bc4\u570d<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u8aaa\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">EC2 Savings Plans\uff0830%\u6298\u6263\uff09<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$4,300\u2013$5,400<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u4ee5 70% \u7a69\u5b9a\u57fa\u790e\u8ca0\u8f09\u8a08\u7b97<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">EC2 Auto Scaling + \u96e2\u5cf0\u505c\u6a5f<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$1,500\u2013$3,000<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u96e2\u5cf0\u6642\u6bb5\u7e2e\u6e1b 30\u201350% \u5be6\u4f8b\u6578<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">RDS \u6e2c\u8a66\u74b0\u5883 Multi-AZ \u95dc\u9589<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$800\u2013$1,500<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5047\u8a2d 2 \u500b\u6e2c\u8a66\u5be6\u4f8b<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">RDS Read Replica \u964d\u4e3b\u7bc0\u9ede\u898f\u683c<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$600\u2013$1,200<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u964d\u4e00\u500b\u898f\u683c\u7d1a\u8ddd<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">S3 Lifecycle Policy<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$1,800\u2013$2,900<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">50% \u51b7\u8cc7\u6599\u964d\u81f3 Glacier<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u5408\u8a08<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$9,000\u2013$14,000<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h6>\ud83d\udcb0 \u9810\u4f30\u6bcf\u6708\u53ef\u7bc0\u7701<\/h6>\n<pre><code>\u4fdd\u5b88\u4f30\u8a08\uff1a$9,000  \uff08\u7bc0\u7701\u7d04 18.7%\uff09\n\u7a4d\u6975\u512a\u5316\uff1a$14,000 \uff08\u7bc0\u7701\u7d04 29.0%\uff09\n<\/code><\/pre>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<p>\ud83d\udccc <strong>\u5e74\u5316\u7bc0\u7701\uff1aUSD $108,000 \u2013 $168,000<\/strong>\n\u57f7\u884c\u6210\u672c\uff08\u5de5\u7a0b\u5e2b\u5de5\u6642\uff09\uff1a\u4f30\u8a08 2\u20133 \u4eba\u9031\uff0c\u4e00\u6b21\u6027\u6295\u5165<\/p>\n<\/blockquote>\n<hr \/>\n<h5>\u57f7\u884c\u512a\u5148\u6642\u7a0b\u5efa\u8b70<\/h5>\n<pre><code>Week 1  \u25b6 S3 Lifecycle Policy\uff08\u4f4e\u98a8\u96aa\u3001\u4e00\u6b21\u8a2d\u5b9a\u3001\u7acb\u5373\u751f\u6548\uff09\nWeek 1  \u25b6 Cost Explorer \u958b\u555f + Compute Optimizer \u5efa\u8b70\u532f\u51fa\nWeek 2  \u25b6 EC2 Savings Plans \u8cfc\u8cb7\uff08\u5148\u78ba\u8a8d\u7528\u91cf\u57fa\u7dda\u518d\u8cfc\u8cb7\uff09\nWeek 2  \u25b6 RDS \u6e2c\u8a66\u74b0\u5883 Multi-AZ \u95dc\u9589\nWeek 3  \u25b6 Auto Scaling Group \u8a2d\u5b9a + Instance Scheduler\nWeek 4  \u25b6 RDS Read Replica \u8a55\u4f30\u8207\u90e8\u7f72\nMonth 2 \u25b6 Aurora \u9077\u79fb\u8a55\u4f30\uff08\u9700\u5b8c\u6574\u6e2c\u8a66\uff0c\u4e0d\u6025\u65bc\u7b2c\u4e00\u500b\u6708\uff09\n<\/code><\/pre>\n<hr \/>\n<p><em>\u672c\u5831\u544a\u57fa\u65bc\u6240\u63d0\u4f9b\u4e4b\u5e33\u55ae\u7d50\u69cb\u8207\u696d\u52d9\u63cf\u8ff0\u63a8\u4f30\uff0c\u5efa\u8b70\u5be6\u969b\u57f7\u884c\u524d\u4ee5 AWS Cost Explorer \u8207 Compute Optimizer \u539f\u59cb\u6578\u64da\u505a\u4e8c\u6b21\u9a57\u8b49\u3002<\/em><\/p>\n<\/details>\n<details style=\"margin:20px 0; border-left:4px solid #B79862; background:#F9FAFB; padding:14px 22px; border-radius:4px;\">\n<summary style=\"cursor:pointer; font-weight:700; color:#1F2937; font-size:1em; padding:6px 0; list-style:revert;\">\ud83d\udcc4 Haiku 4.5 \u5b8c\u6574\u8f38\u51fa\uff0818.5 \u79d2\u3001$0.0117\uff08\u542b 1 \u8655\u8a08\u7b97\u5e7b\u89ba\uff0c\u5df2\u6a19\u8a3b\u65bc\u6587\u4e2d\u89c0\u5bdf\uff09\uff09<\/summary>\n<h4>AWS \u6210\u672c\u512a\u5316\u5206\u6790\u5831\u544a<\/h4>\n<h5>\u4e00\u3001\u4e09\u5927\u6210\u672c\u554f\u984c\uff08\u6309\u512a\u5148\u5e8f\uff09<\/h5>\n<h6>\ud83d\udd34 <strong>\u554f\u984c 1\uff1aEC2 Always-On \u67b6\u69cb\u4f4e\u6548\uff08\u6708\u6210\u672c ~$21,690\uff09<\/strong><\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>\uff1am5.xlarge \u6301\u7e8c\u904b\u884c\uff0c\u7121\u8ad6\u696d\u52d9\u5c16\u5cf0\u6216\u96e2\u5cf0<\/li>\n<li><strong>\u6839\u56e0<\/strong>\uff1a\u7f3a\u4e4f\u81ea\u52d5\u64f4\u5c55\u7b56\u7565\u3001\u7121\u9810\u7559\u57f7\u884c\u500b\u9ad4\u6216 Savings Plans<\/li>\n<li><strong>\u5f71\u97ff\u5ea6<\/strong>\uff1a\u6700\u9ad8\uff0845% \u6210\u672c\u5360\u6bd4 + \u6539\u5584\u7a7a\u9593\u5927\uff09<\/li>\n<\/ul>\n<h6>\ud83d\udfe0 <strong>\u554f\u984c 2\uff1aS3 \u5b58\u5132\u653f\u7b56\u7f3a\u5931\uff08\u6708\u6210\u672c ~$7,230\uff09<\/strong><\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>\uff1a\u820a\u7248\u8cc7\u6599\u7121\u751f\u547d\u9031\u671f\u7ba1\u7406\uff0c\u9577\u671f\u5b58\u65bc Standard \u5132\u5b58\u985e\u5225<\/li>\n<li><strong>\u6839\u56e0<\/strong>\uff1a\u672a\u5be6\u65bd\u5206\u5c64\u5b58\u5132\u7b56\u7565\uff0c\u820a\u8cc7\u6599\u61c9\u8f49\u79fb\u81f3\u4fbf\u5b9c\u5132\u5b58\u985e\u5225<\/li>\n<li><strong>\u5f71\u97ff\u5ea6<\/strong>\uff1a\u4e2d\u7b49\uff0815% \u6210\u672c\u5360\u6bd4 + \u5feb\u901f\u898b\u6548\uff09<\/li>\n<\/ul>\n<h6>\ud83d\udfe1 <strong>\u554f\u984c 3\uff1aRDS Multi-AZ \u904e\u5ea6\u914d\u7f6e\uff08\u6708\u6210\u672c ~$10,604\uff09<\/strong><\/h6>\n<ul>\n<li><strong>\u75c7\u72c0<\/strong>\uff1a\u6240\u6709\u5be6\u4f8b\u5747 Multi-AZ\uff0c\u4f46\u90e8\u5206\u975e\u751f\u7522\u74b0\u5883\u4ea6\u63a1\u7528<\/li>\n<li><strong>\u6839\u56e0<\/strong>\uff1a\u4e00\u5200\u5207\u653f\u7b56\uff0c\u672a\u6309\u696d\u52d9\u5c64\u7d1a\u5340\u5206\u53ef\u7528\u6027\u8981\u6c42<\/li>\n<li><strong>\u5f71\u97ff\u5ea6<\/strong>\uff1a\u4e2d\u7b49\uff0822% \u6210\u672c\u5360\u6bd4\uff0c\u6539\u5584\u9700\u8b39\u614e\uff09<\/li>\n<\/ul>\n<hr \/>\n<h5>\u4e8c\u3001\u4e09\u6b65\u7bc0\u8cbb\u5efa\u8b70\uff08\u5177\u9ad4\u53ef\u57f7\u884c\uff09<\/h5>\n<h6>\u2705 <strong>\u7b2c\u4e00\u6b65\uff1aEC2 \u81ea\u52d5\u64f4\u5c55 + RI\/Savings Plans\uff08\u512a\u5148\u5ea6\uff1a\u9ad8\uff09<\/strong><\/h6>\n<p><strong>\u5177\u9ad4\u63aa\u65bd\uff1a<\/strong>\n1. <strong>\u7acb\u5373\u884c\u52d5<\/strong>\uff080-2 \u9031\uff09\n   &#8211; \u76e4\u9ede EC2 \u4f7f\u7528\u6a21\u5f0f\uff0c\u5340\u5206\u300c\u5fc5\u9808 24\/7\u300dvs\u300c\u6709\u5cf0\u503c\u300d\n   &#8211; \u8cfc\u8cb7 <strong>1 \u5e74\u671f Savings Plans<\/strong>\uff08\u63a8\u85a6\u6bd4\u4f8b 50-70% \u5c16\u5cf0\u8ca0\u8f09\uff09\n   &#8211; \u555f\u7528 <strong>Auto Scaling Group<\/strong>\uff0c\u8a2d\u5b9a\uff1a\n     &#8211; \u6700\u5c0f 50% \u7576\u524d\u57f7\u884c\u500b\u9ad4\u6578\n     &#8211; \u5c16\u5cf0\u6642\u6bb5 \u00b130% \u5f48\u6027<\/p>\n<ol>\n<li><strong>\u57f7\u884c\u7d30\u7bc0<\/strong>\n   &#8220;`\n   \u5047\u8a2d\uff1a12 \u53f0 m5.xlarge (always-on)<\/li>\n<li>\u7576\u524d\u6708\u6210\u672c\uff1a12 \u00d7 $0.192\/hr \u00d7 730hr = $1,684\/\u6708<\/li>\n<li>\u7e3d EC2 \u9810\u7b97\uff1a$21,690\n   \u2192 \u63a8\u4f30\u5be6\u969b\u9700 15-18 \u53f0\u5c16\u5cf0\u30016-8 \u53f0\u96e2\u5cf0<\/li>\n<\/ol>\n<p>\u5efa\u8b70\u63a1\u8cfc\uff1a\n   \u2022 8 \u53f0 1Y RI (@-30%\uff0c$1,180\/\u6708)\n   \u2022 7 \u53f0 Savings Plans (@-20%\uff0c$1,196\/\u6708)\n   \u2022 \u9810\u7559 On-Demand \u5f48\u6027 (3-4 \u53f0 On-Demand)\n   &#8220;`<\/p>\n<ol>\n<li><strong>\u9810\u671f\u6548\u76ca<\/strong><\/li>\n<li><strong>\u6210\u672c\u964d\u5e45<\/strong>\uff1a25-35%\uff08$5,422 &#8211; $7,591\/\u6708\uff09<\/li>\n<\/ol>\n<hr \/>\n<h6>\u2705 <strong>\u7b2c\u4e8c\u6b65\uff1aS3 \u751f\u547d\u9031\u671f + \u5132\u5b58\u985e\u5225\u8f49\u79fb\uff08\u512a\u5148\u5ea6\uff1a\u4e2d\uff09<\/strong><\/h6>\n<p><strong>\u5177\u9ad4\u63aa\u65bd\uff1a<\/strong>\n1. <strong>\u57f7\u884c\u7b56\u7565<\/strong>\uff081-3 \u9031\uff09\n   &#8211; \u6383\u63cf S3 \u7269\u4ef6\u5e74\u9f61\u5206\u5e03\uff08\u7528 S3 Inventory\uff09\n   &#8211; \u8a2d\u5b9a\u751f\u547d\u9031\u671f\u7b56\u7565\uff1a\n     <code>30\u5929  \u2192 Standard-IA (-50% \u6210\u672c)\n     90\u5929  \u2192 Glacier (-80% \u6210\u672c)\n     180\u5929 \u2192 Deep Archive (-95% \u6210\u672c)<\/code><\/p>\n<ol>\n<li><strong>\u5047\u8a2d\u5834\u666f\u5206\u6790<\/strong>\n   &#8220;`\n   \u7576\u524d S3 \u6210\u672c\u5206\u6790\uff08\u6708 $7,230\uff09\uff1a<\/li>\n<li>\u5b58\u5132\u5bb9\u91cf\uff1a~1,500 GB\uff08\u4ee5 $0.023\/GB \u8a08)<\/li>\n<\/ol>\n<p>\u8cc7\u6599\u5206\u5e03\u4f30\u8a08\uff08\u5047\u8a2d\uff09\uff1a\n   \u2022 30%\uff08450GB\uff09: \u71b1\u8cc7\u6599 \u2192 \u4fdd\u7559 Standard\n   \u2022 40%\uff08600GB\uff09: \u6eab\u8cc7\u6599 \u2192 Standard-IA\n   \u2022 30%\uff08450GB\uff09: \u51b7\u8cc7\u6599 \u2192 Glacier<\/p>\n<p>\u8f49\u79fb\u5f8c\u6708\u6210\u672c\uff1a\n   \u2022 Standard\uff1a450GB \u00d7 $0.023 = $10.35\n   \u2022 Standard-IA\uff1a600GB \u00d7 $0.0125 = $7.50\n   \u2022 Glacier\uff1a450GB \u00d7 $0.004 = $1.80\n   \u2192 \u65b0\u6708\u6210\u672c\uff1a$19.65\/GB = $29,475\uff08\u539f $7,230 \u8aa4\u5dee\u8abf\u6574\uff09\n   &#8220;`<\/p>\n<ol>\n<li><strong>\u9810\u671f\u6548\u76ca<\/strong><\/li>\n<li><strong>\u6210\u672c\u964d\u5e45<\/strong>\uff1a40-50%\uff08$2,892 &#8211; $3,615\/\u6708\uff09<\/li>\n<\/ol>\n<hr \/>\n<h6>\u2705 <strong>\u7b2c\u4e09\u6b65\uff1aRDS \u512a\u5316\uff08\u512a\u5148\u5ea6\uff1a\u4e2d-\u4f4e\uff09<\/strong><\/h6>\n<p><strong>\u5177\u9ad4\u63aa\u65bd<\/strong>\uff082-4 \u9031\uff09\uff1a\n1. <strong>\u5206\u5c64\u7b56\u7565<\/strong>\n   &#8211; <strong>\u6838\u5fc3\u751f\u7522<\/strong>\uff1a\u4fdd\u6301 Multi-AZ\uff08\u91d1\u878d\u7b49\u654f\u611f\u696d\u52d9\uff09\n   &#8211; <strong>\u6b21\u8981\u751f\u7522<\/strong>\uff1a\u6539\u70ba Single-AZ + Read Replica\uff08\u5bb9\u91cf\u5c64\uff09\n   &#8211; <strong>\u6e2c\u8a66\/\u958b\u767c<\/strong>\uff1aSingle-AZ\uff0c\u50c5\u5de5\u4f5c\u6642\u9593\u555f\u7528<\/p>\n<ol>\n<li><strong>\u5177\u9ad4\u8abf\u6574<\/strong>\n   &#8220;`\n   \u5047\u8a2d\u7576\u524d\u914d\u7f6e\uff1a\n   \u2022 2 \u53f0 Multi-AZ production (db.r5.2xlarge)\n   \u2022 1 \u53f0 Multi-AZ staging (db.t3.large)\n   \u2022 1 \u53f0 Multi-AZ \u5099\u4efd<\/li>\n<\/ol>\n<p>\u512a\u5316\u5f8c\uff1a\n   \u2022 2 \u53f0 Multi-AZ production(\u4fdd\u7559)\n   \u2022 1 \u53f0 Single-AZ staging (\u6210\u672c -50%)\n   \u2022 \u79fb\u9664\u5099\u4efd\u5be6\u4f8b (\u6539\u7528\u81ea\u52d5\u5099\u4efd)\n   \u2022 \u555f\u7528 RDS Savings Plan\n   &#8220;`<\/p>\n<ol>\n<li><strong>\u9810\u671f\u6548\u76ca<\/strong><\/li>\n<li><strong>\u6210\u672c\u964d\u5e45<\/strong>\uff1a15-25%\uff08$1,591 &#8211; $2,651\/\u6708\uff09<\/li>\n<\/ol>\n<hr \/>\n<h5>\u4e09\u3001\u9810\u4f30\u7bc0\u7701\u91d1\u984d\u7bc4\u570d<\/h5>\n<h6>\ud83d\udcca <strong>\u7d9c\u5408\u512a\u5316\u6548\u679c<\/strong><\/h6>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u512a\u5316\u9805\u76ee<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u7576\u524d\u6708\u6210\u672c<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u7bc0\u7701\u5e45\u5ea6<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u6708\u5ea6\u7bc0\u7701 (USD)<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u5e74\u5ea6\u7bc0\u7701 (USD)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>EC2 \u512a\u5316<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$21,690<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">30%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$6,507<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$78,084<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>S3 \u512a\u5316<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$7,230<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">45%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$3,254<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$39,048<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>RDS \u512a\u5316<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$10,604<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">20%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$2,121<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$25,452<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u5176\u4ed6\u5fae\u8abf<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$3,856<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">5%<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$193<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">$2,316<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u5408\u8a08<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$48,200<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>25-35%<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$12,075<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>$144,900<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h6><strong>\u4fdd\u5b88\u4f30\u8a08<\/strong><\/h6>\n<ul>\n<li><strong>\u6708\u5ea6\u7bc0\u7701<\/strong>\uff1aUSD $10,000 &#8211; $12,500<\/li>\n<li><strong>\u5e74\u5ea6\u7bc0\u7701<\/strong>\uff1aUSD $120,000 &#8211; $150,000<\/li>\n<li><strong>\u65b0\u6708\u9810\u7b97<\/strong>\uff1aUSD $36,000 &#8211; $38,000<\/li>\n<\/ul>\n<h6>\ud83c\udfaf <strong>\u5047\u8a2d\u689d\u4ef6<\/strong><\/h6>\n<ol>\n<li>\u2713 EC2 \u5be6\u969b\u4f7f\u7528\u7387 50-60%\uff08\u975e 100% always-on\uff09<\/li>\n<li>\u2713 S3 \u51b7\u8cc7\u6599\u6bd4\u4f8b\u9054 30-40%\uff08\u5408\u7406\u5047\u8a2d\uff09<\/li>\n<li>\u2713 RDS \u7121\u751f\u7522\u95dc\u9375\u6027\u7d04 40% \u5be6\u4f8b<\/li>\n<li>\u2713 CloudFront\/\u5176\u4ed6\u7121\u512a\u5316\u7a7a\u9593\uff08\u4fdd\u6301\u73fe\u72c0\uff09<\/li>\n<li>\u2713 1-2 \u500b\u6708\u5be6\u65bd\u671f\uff0c\u7121\u696d\u52d9\u4e2d\u65b7<\/li>\n<\/ol>\n<hr \/>\n<h5>\u56db\u3001\u5feb\u901f\u884c\u52d5\u6e05\u55ae<\/h5>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u9031\u671f<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u884c\u52d5\u9805<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u8cac\u4efb\u4eba<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u9810\u671f\u6210\u6548<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7b2c 1 \u9031<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5c0e\u51fa Cost Explorer\u3001EC2 \u4f7f\u7528\u5831\u544a<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">FinOps<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u57fa\u7dda\u78ba\u8a8d<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7b2c 2 \u9031<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u8cfc\u8cb7 Savings Plans\u3001\u555f\u7528 Auto Scaling<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">DevOps<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u7701 $2-3K<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7b2c 3 \u9031<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u914d\u7f6e S3 \u751f\u547d\u9031\u671f\u653f\u7b56<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5e73\u53f0\u7d44<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u7701 $1-2K<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>\u7b2c 4 \u9031<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u8abf\u6574 RDS \u67b6\u69cb\u3001\u6e2c\u8a66<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">DBA<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u7701 $500-1K<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5efa\u8b70\u7531 FinOps\/Cloud \u67b6\u69cb\u5e2b\u4e3b\u5c0e\uff0c\u5206\u968e\u6bb5\u5be6\u65bd\u4ee5\u964d\u4f4e\u98a8\u96aa\u3002<\/p>\n<\/details>\n<h3>\u89c0\u5bdf\u7d50\u8ad6<\/h3>\n<ul>\n<li>\u4e09\u500b model \u90fd\u6b63\u78ba\u8b58\u5225 EC2 \/ RDS \/ S3 \u70ba top 3 \u554f\u984c\uff0c\u4e3b\u8981\u6578\u5b57\u8a08\u7b97\u90fd\u5c0d<\/li>\n<li><strong>\u300c\u54c1\u8cea\u5dee\u8ddd\u300d\u4e0d\u662f\u6e96\u78ba\u5ea6\u7684\u5dee\u7570<\/strong>\uff0c\u662f\u300c\u5206\u6790\u6df1\u5ea6 vs \u57f7\u884c\u7d30\u7bc0\u300d\u7684\u504f\u597d<\/li>\n<li><strong>Opus \u4e0d\u4e00\u5b9a\u6700\u597d<\/strong>\uff1a\u5c0d\u55ae\u6b21\u63a1\u8cfc\u5efa\u8b70\u985e\u4efb\u52d9\uff0cOpus \u7684\u300c\u4fdd\u5b88\u900f\u660e\u300d\u662f\u512a\u52e2\uff1b\u5c0d\u9700\u8981\u5177\u9ad4\u57f7\u884c\u6307\u4ee4\u7684\u5834\u666f\uff0cHaiku \u7684\u300c\u884c\u52d5\u6307\u4ee4\u6027\u300d\u53cd\u800c\u9069\u5408\uff0c\u4f46<strong>\u8981\u4eba\u985e\u4e8c\u6b21\u9a57\u7b97\u6578\u5b57<\/strong><\/li>\n<li><strong>\u901f\u5ea6\u5dee\u8ddd\u5f88\u5927<\/strong>\uff1aHaiku 18.5s vs Opus 52.4s\uff0c<strong>Haiku \u5feb 2.8 \u500d<\/strong>\uff0c\u5c0d latency \u654f\u611f\u7684\u61c9\u7528\uff08\u5373\u6642\u56de\u8986\u3001agent loop\uff09\u5dee\u8ddd\u660e\u986f<\/li>\n<li>Haiku \u7684\u5e7b\u89ba\u63d0\u9192\u4e86\u4e00\u4ef6\u4e8b\uff1a<strong>\u4fbf\u5b9c model \u7528\u5728 production \u524d\uff0c\u6578\u5b57\u985e\u8f38\u51fa\u5efa\u8b70\u52a0 validation \u5c64<\/strong><\/li>\n<\/ul>\n<blockquote style=\"border-left:4px solid #1F2937; background:#FFF8ED; padding:16px 20px; margin:20px 0; color:#1F2937; border-radius:4px;\">\n<p><strong>\u91cd\u9ede\u6458\u8981<\/strong>\uff1a\u4ee5\u76f8\u540c\u7684\u96f2\u7aef\u5e33\u55ae\u5206\u6790\u4efb\u52d9\u5be6\u6e2c\uff0cClaude Haiku 4.5 \u901f\u5ea6\uff0818.5s\uff09\u6bd4 Opus 4.7\uff0852.4s\uff09\u5feb 2.8 \u500d\uff0c\u6210\u672c\u4f4e 4.3 \u500d\uff1b\u4e09\u500b model \u5728\u4e3b\u8981\u4e8b\u5be6\u4e0a\u7121\u660e\u986f\u5dee\u8ddd\uff0c\u5dee\u7570\u5728\u5206\u6790\u6df1\u5ea6\u8207\u8f38\u51fa\u7a69\u5b9a\u5ea6\uff08Haiku \u5076\u6709\u8a08\u7b97\u5e7b\u89ba\uff0c\u5efa\u8b70\u642d\u914d\u4eba\u5de5\u9a57\u8b49\uff09\u3002<\/p>\n<\/blockquote>\n<h2 style=\"margin-top:56px; margin-bottom:20px; padding:10px 0 10px 18px; border-left:5px solid #B79862; color:#1F2937; font-size:1.55em; font-weight:700; line-height:1.4;\">\u9069\u5408\u5834\u666f<\/h2>\n<h3>Opus 4.7 \u9069\u5408<\/h3>\n<ul>\n<li>\u8907\u96dc\u63a8\u7406\u93c8\u3001\u591a\u6b65\u6c7a\u7b56 agent<\/li>\n<li>\u6cd5\u5f8b\u3001\u8ca1\u52d9\u3001\u7814\u7a76\u985e\u9700\u9ad8\u7cbe\u78ba\u5ea6\u7684\u4efb\u52d9<\/li>\n<li>\u9577 context\uff08&gt;50k token\uff09\u8655\u7406<\/li>\n<li>\u91cf\u4e0d\u5927\u4f46\u6bcf\u6b21\u90fd\u8981\u6700\u597d\u54c1\u8cea\u7684\u5834\u666f<\/li>\n<\/ul>\n<h3>Sonnet 4.6 \u9069\u5408<\/h3>\n<ul>\n<li><strong>\u5927\u591a\u6578\u4f01\u696d\u65e5\u5e38\u7528\u4f8b\u7684\u751c\u871c\u9ede<\/strong><\/li>\n<li>\u5ba2\u670d \/ \u804a\u5929\u6a5f\u5668\u4eba backend<\/li>\n<li>\u5167\u5bb9\u751f\u6210\u3001\u6587\u4ef6\u6458\u8981<\/li>\n<li>\u7a0b\u5f0f\u78bc review \u8207\u91cd\u69cb<\/li>\n<\/ul>\n<h3>Haiku 4.5 \u9069\u5408<\/h3>\n<ul>\n<li>\u9ad8\u983b batch \u4efb\u52d9\uff08\u5206\u985e\u3001\u62bd\u53d6\u3001\u8a55\u5206\uff09<\/li>\n<li>\u5373\u6642 \/ \u4f4e latency \u61c9\u7528<\/li>\n<li>\u5927\u91cf\u4f46\u7c21\u55ae\u7684\u67e5\u8a62<\/li>\n<li>\u6210\u672c\u654f\u611f\u7684 production \u74b0\u5883\uff08\u5efa\u8b70\u642d\u914d validation \u5c64\u8655\u7406\u6578\u5b57\u985e\u8f38\u51fa\uff09<\/li>\n<\/ul>\n<!-- img-prompt: editorial: \u5bec\u5e45\u69cb\u5716\u3001\u4e09\u689d\u6c34\u5e73\u8ecc\u9053\u7531\u4e0a\u81f3\u4e0b\u4e26\u5217\u3001\u6700\u4e0a\u65b9\u8ecc\u9053\u7c97\u91cd\u7de9\u6162\u98a8\u683c\u4ee3\u8868 Opus(\u914d\u5927\u578b gear \u5716\u793a)\u3001\u4e2d\u9593\u8ecc\u9053\u4e2d\u7b49\u5bec\u5ea6\u5747\u8861\u611f\u4ee3\u8868 Sonnet(\u914d\u5929\u5e73\u5716\u793a)\u3001\u6700\u4e0b\u65b9\u8ecc\u9053\u7e96\u7d30\u9ad8\u901f\u4ee3\u8868 Haiku(\u914d\u9583\u96fb\u5716\u793a)\u3001\u6bcf\u689d\u8ecc\u9053\u672b\u7aef\u6709\u4e0d\u540c\u5927\u5c0f\u7684\u91d1\u8272\u7bc0\u9ede\u3001\u6697\u85cd\u8272\u80cc\u666f\u642d\u914d bronze \u91d1\u8272 accent\u3001\u6975\u7c21\u98a8\u683c\u3001\u7121\u4eba\u81c9\u7121\u6587\u5b57 -->\n<p><img decoding=\"async\" alt=\"\u4e09\u500b Claude model \u901f\u5ea6\u8207\u6210\u672c\u7684\u8996\u89ba\u5c0d\u6bd4\" src=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/05\/speed-cost-visual.png\" \/><\/p>\n<h2 style=\"margin-top:56px; margin-bottom:20px; padding:10px 0 10px 18px; border-left:5px solid #B79862; color:#1F2937; font-size:1.55em; font-weight:700; line-height:1.4;\">\u5be6\u52d9\u4e0a\u600e\u9ebc\u6311<\/h2>\n<p>\u6311 model \u4e0d\u662f step-by-step \u6c7a\u7b56\u6a39\uff0c\u56e0\u70ba<strong>\u5be6\u969b\u61c9\u7528\u901a\u5e38\u6703\u300c\u540c\u6642\u7528\u591a\u500b model\u300d\u6df7\u642d<\/strong>\u3002\u91cd\u9ede\u662f\u628a\u6bcf\u500b\u4efb\u52d9\u6d3e\u7d66\u6700\u5408\u9069\u7684 model\uff0c\u4e0d\u662f\u5168\u516c\u53f8\u9396\u4e00\u500b\u3002<\/p>\n<p><strong>\u8d77\u624b\u539f\u5247<\/strong>\uff1a\u5148\u628a <strong>Sonnet 4.6 \u7576\u4e3b\u529b<\/strong>\u8dd1\uff0c\u518d\u4f9d\u5be6\u969b\u8f38\u51fa\u54c1\u8cea\u3001latency\u3001\u6210\u672c\uff0c\u628a\u7279\u5b9a\u4efb\u52d9\u5347\u5230 Opus \u6216\u964d\u5230 Haiku\u3002\u9019\u6bd4\u4e00\u958b\u59cb\u5c31\u628a\u6240\u6709\u4efb\u52d9\u90fd\u62c9\u5230 Opus \u5212\u7b97\uff0c\u4e5f\u6bd4\u786c\u585e Haiku \u537b\u54c1\u8cea\u4e0d\u7a69\u597d\u3002<\/p>\n<p>\u4f9d\u4efb\u52d9\u5207\u63db\u7684\u5e38\u898b\u60c5\u5883\uff1a<\/p>\n<table style=\"width:100%; border-collapse:collapse; margin:24px 0; font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u4efb\u52d9\u60c5\u5883<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u5efa\u8b70 model<\/th>\n<th style=\"background:#1F2937; color:#FFFFFF; padding:10px 14px; text-align:left; font-weight:600;\">\u70ba\u4ec0\u9ebc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5373\u6642 chat\u3001autocomplete\u3001agent loop<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Haiku 4.5<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">latency \u6700\u4f4e\uff08\u5feb 2.8 \u500d\uff09<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5927\u91cf batch \u5206\u985e \/ \u62bd\u53d6 \/ \u8a55\u5206<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Haiku 4.5<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u6210\u672c 1\/4<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u4e00\u822c\u5ba2\u670d\u3001\u6587\u4ef6\u6458\u8981\u3001\u5167\u5bb9\u751f\u6210<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Sonnet 4.6<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5e73\u8861\u54c1\u8cea\u8207\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u7a0b\u5f0f\u78bc review\u3001\u91cd\u69cb\u3001\u65e5\u5e38 dev \u5de5\u5177<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Sonnet 4.6<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u63a8\u7406\u5920\u7528\u3001\u901f\u5ea6\u53ef\u63a5\u53d7<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u8907\u96dc\u63a8\u7406\u3001\u591a\u6b65 agent\u3001\u6cd5\u5f8b \/ \u8ca1\u52d9\u5206\u6790<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Opus 4.7<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5206\u6790\u6df1\u5ea6\u8207\u7a69\u5b9a\u5ea6\u6700\u9ad8<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u9577 context\uff08&gt;50k token\uff09\u8655\u7406<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Opus 4.7<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u9577\u6587\u7406\u89e3\u6700\u5f37<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u4e0d\u78ba\u5b9a\u3001\u525b\u958b\u59cb \u2192 \u9810\u8a2d\u8d77\u624b<\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\"><strong>Sonnet 4.6<\/strong><\/td>\n<td style=\"padding:10px 14px; border-bottom:1px solid #F7E3BE;\">\u5927\u591a\u7528\u4f8b\u7684\u751c\u871c\u9ede<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5be6\u52d9\u4e0a\u7684\u6c7a\u7b56\u4e0d\u662f\u300c\u9078\u4e00\u500b\u300d\uff0c\u662f\u300c\u54ea\u500b\u4efb\u52d9\u6d3e\u7d66\u54ea\u500b\u300d\u3002\u540c\u4e00\u500b SaaS \u5f8c\u53f0\u53ef\u4ee5\u540c\u6642\u8dd1\uff1a\u5ba2\u670d chatbot\uff08Sonnet\uff09+ \u5546\u696d\u908f\u8f2f\u8907\u96dc\u63a8\u7406\uff08Opus\uff09+ \u8cc7\u6599\u5206\u985e\u7ba1\u7dda\uff08Haiku\uff09\uff0c\u5404\u53d6\u6240\u9700\u3002<\/p>\n<h2 style=\"margin-top:48px; margin-bottom:16px; padding-bottom:6px; border-bottom:1px solid #F7E3BE; color:#1F2937; font-size:1.3em; font-weight:600;\">\u5e38\u898b\u554f\u984c<\/h2>\n<h3>Claude API \u7684 Opus 4.7 \u8ddf Pro \u8a02\u95b1\u88e1\u7684 Opus \u662f\u540c\u4e00\u500b model \u55ce\uff1f<\/h3>\n<p>\u662f\u540c\u4e00\u500b model\u3002Pro \/ Max \u8a02\u95b1\u900f\u904e web \/ app \u4ecb\u9762\u63d0\u4f9b Opus \u5b58\u53d6\uff08\u7528\u91cf\u53d7\u8a02\u95b1\u5c64\u7d1a\u9650\u5236\uff09\uff0cAPI \u662f\u6309 token \u8a08\u8cbb\uff08\u7121 seat \u9650\u5236\u3001\u53ef\u7a0b\u5f0f\u6574\u5408\uff09\u3002\u540c\u6a23\u7684 model id\uff0c\u4e0d\u540c\u7684\u5b58\u53d6\u6a5f\u5236\u8207\u8a08\u8cbb\u908f\u8f2f\u3002<\/p>\n<h3>\u4e09\u500b model \u90fd\u652f\u63f4 prompt caching \u55ce\uff1f<\/h3>\n<p>\u652f\u63f4\u3002\u622a\u81f3 2026 \u5e74 5 \u6708\uff0cAnthropic \u7684 prompt caching \u53ef\u5728\u6240\u6709 latest model \u4f7f\u7528\uff0cread rate \u6bd4 input rate \u4fbf\u5b9c\u7d04 10 \u500d\uff08Opus $0.50 vs $5\u3001Sonnet $0.30 vs $3\u3001Haiku $0.10 vs $1 per MTok\uff09\u3002\u9577 context \u91cd\u8907\u547c\u53eb\u7684\u5834\u666f\u53ef\u7701 90% input \u6210\u672c\u3002<\/p>\n<h3>\u5f9e Sonnet \u5207\u5230 Haiku \u901a\u5e38\u6703\u5dee\u5f88\u591a\u55ce\uff1f<\/h3>\n<p>\u4f9d\u4efb\u52d9\u8907\u96dc\u5ea6\u800c\u5b9a\u3002\u672c\u5be6\u6e2c\u4e2d\u5e33\u55ae\u5206\u6790\u4efb\u52d9\uff0cHaiku \u7684\u8f38\u51fa\u5728\u300c\u4e3b\u8981\u4e8b\u5be6\u300d\u4e0a\u8207 Sonnet \u6c92\u660e\u986f\u5dee\u8ddd\uff0c\u4f46\u5076\u6709\u8a08\u7b97\u5e7b\u89ba\uff1b\u82e5\u4efb\u52d9\u9700\u8981\u6df1\u5ea6\u63a8\u7406\uff08\u5982\u591a\u6b65\u908f\u8f2f\u3001\u6cd5\u5f8b\u5206\u6790\uff09\uff0cSonnet \u8207 Opus \u6bd4 Haiku \u5f37\u3002\u5efa\u8b70\u5148\u5728 staging \u74b0\u5883\u8dd1 100 \u7b46\u5c0d\u6bd4\u771f\u5be6\u4efb\u52d9\u3001\u52a0\u4e0a\u4eba\u5de5\u9a57\u7b97\u6578\u5b57\u8f38\u51fa\uff0c\u518d\u6c7a\u5b9a\u662f\u5426\u5207\u63db\u3002<\/p>\n<h3>\u5982\u4f55\u5728\u4e0d\u6539\u7a0b\u5f0f\u78bc\u7684\u60c5\u6cc1\u4e0b\u5c0d\u6bd4\u4e09\u500b model\uff1f<\/h3>\n<p>\u6700\u7c21\u55ae\u7684\u65b9\u6cd5\u662f\u7528 model \u53c3\u6578\u5207\u63db model id\uff08\u5982 claude-opus-4-7 \/ claude-sonnet-4-6 \/ claude-haiku-4-5\uff09\uff0c\u5176\u4ed6\u53c3\u6578\u4e0d\u8b8a\uff0c\u8dd1\u540c\u4e00\u7d44\u6e2c\u8a66 prompt\uff0c\u6bd4\u8f03 output\u3001\u901f\u5ea6\u3001token\u3001\u6210\u672c\u3002\u82e5\u9700\u8981\u975e\u540c\u6b65\u5927\u91cf\u5c0d\u6bd4\uff0cAnthropic \u7684 Batch API \u652f\u63f4\u76f8\u540c\u4ecb\u9762\u3001\u8cbb\u7387\u53e6\u8a08\uff0c\u9069\u5408\u8dd1\u6578\u767e\u7b46 A\/B \u6e2c\u8a66\u3002<\/p>\n<h2 style=\"margin-top:48px; margin-bottom:16px; padding-bottom:6px; border-bottom:1px solid #F7E3BE; color:#1F2937; font-size:1.3em; font-weight:600;\">\u7d50\u8ad6<\/h2>\n<p>\u9078 model \u4e0d\u662f\u770b\u8ab0\u6700\u5f37\uff0c\u662f\u770b\u4f60\u7684\u5de5\u4f5c\u8ca0\u8f09\u5c0d\u300c\u54c1\u8cea\u3001\u901f\u5ea6\u3001\u6210\u672c\u300d\u4e09\u7dad\u5ea6\u7684\u6b0a\u91cd\u600e\u9ebc\u64fa\u3002Opus \u9069\u5408\u55ae\u6b21\u9ad8\u54c1\u8cea\u3001Sonnet \u9069\u5408\u5927\u591a\u6578\u901a\u7528\u3001Haiku \u9069\u5408\u9ad8\u983b batch \u6216\u5373\u6642\u61c9\u7528\u3002<strong>\u5f9e Sonnet 4.6 \u958b\u59cb\u8a66<\/strong>\u662f\u52d9\u5be6\u7684\u8d77\u624b\u9ede\uff0c\u518d\u4f9d\u5be6\u969b\u6548\u76ca\u6c7a\u5b9a\u5347\u964d\u7d1a\u3002<\/p>\n<p>\u53f0\u7063\u4f01\u696d\u4f7f\u7528 Claude API \u5e38\u78b0\u5230\u7684\u63a1\u8cfc\u554f\u984c\uff08\u7d71\u7de8\u3001\u767c\u7968\u3001\u9810\u7b97\u5be9\u8a08\uff09\uff0c\u52e4\u82f1\u79d1\u6280\u4f5c\u70ba Google Cloud Premier Partner\uff08Generative AI Services Specialization\uff09\u53ca AWS Advanced Tier Services Partner\uff0c\u53ef\u5354\u52a9\u5f9e\u8a55\u4f30\u5230\u843d\u5730\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<p style=\"text-align:center; margin:32px 0;\"><a href=\"https:\/\/www.elite.cloud\/zh\/contact-us\/\" style=\"display:inline-block; background:#B79862; color:#FFFFFF; padding:14px 32px; border-radius:4px; font-weight:700; text-decoration:none; letter-spacing:0.5px; font-size:1.02em;\">\u9810\u7d04 Claude API \u6a21\u578b\u898f\u5283\u8aee\u8a62<\/a><\/p>\n<h2 style=\"margin-top:48px; margin-bottom:16px; padding-bottom:6px; border-bottom:1px solid #F7E3BE; color:#1F2937; font-size:1.3em; font-weight:600;\">\u8cc7\u6599\u4f86\u6e90<\/h2>\n<ul>\n<li>Anthropic \u5b98\u65b9 API \u5b9a\u50f9\u9801\uff1a<a href=\"https:\/\/claude.com\/pricing\">claude.com\/pricing<\/a><\/li>\n<li>Anthropic \u958b\u767c\u8005\u6587\u4ef6\uff1a<a href=\"https:\/\/docs.anthropic.com\/\">docs.anthropic.com<\/a><\/li>\n<li>\u672c\u6587\u5be6\u6e2c\u6578\u64da\u900f\u904e Anthropic API \u76f4\u63a5\u547c\u53eb\uff082026-05-21\uff09<\/li>\n<\/ul>\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Claude API \u7684 Opus 4.7 \u8ddf Pro \u8a02\u95b1\u88e1\u7684 Opus \u662f\u540c\u4e00\u500b model \u55ce\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u662f\u540c\u4e00\u500b model\u3002Pro \/ Max \u8a02\u95b1\u900f\u904e web \/ app \u4ecb\u9762\u63d0\u4f9b Opus \u5b58\u53d6\uff08\u7528\u91cf\u53d7\u8a02\u95b1\u5c64\u7d1a\u9650\u5236\uff09\uff0cAPI \u662f\u6309 token \u8a08\u8cbb\uff08\u7121 seat \u9650\u5236\u3001\u53ef\u7a0b\u5f0f\u6574\u5408\uff09\u3002\u540c\u6a23\u7684 model id\uff0c\u4e0d\u540c\u7684\u5b58\u53d6\u6a5f\u5236\u8207\u8a08\u8cbb\u908f\u8f2f\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u4e09\u500b model \u90fd\u652f\u63f4 prompt caching \u55ce\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u652f\u63f4\u3002\u622a\u81f3 2026 \u5e74 5 \u6708\uff0cAnthropic \u7684 prompt caching \u53ef\u5728\u6240\u6709 latest model \u4f7f\u7528\uff0cread rate \u6bd4 input rate \u4fbf\u5b9c\u7d04 10 \u500d\uff08Opus $0.50 vs $5\u3001Sonnet $0.30 vs $3\u3001Haiku $0.10 vs $1 per MTok\uff09\u3002\u9577 context \u91cd\u8907\u547c\u53eb\u7684\u5834\u666f\u53ef\u7701 90% input \u6210\u672c\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u5f9e Sonnet \u5207\u5230 Haiku \u901a\u5e38\u6703\u5dee\u5f88\u591a\u55ce\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u4f9d\u4efb\u52d9\u8907\u96dc\u5ea6\u800c\u5b9a\u3002\u672c\u5be6\u6e2c\u4e2d\u5e33\u55ae\u5206\u6790\u4efb\u52d9\uff0cHaiku \u7684\u8f38\u51fa\u5728\u300c\u4e3b\u8981\u4e8b\u5be6\u300d\u4e0a\u8207 Sonnet 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\u500d\u3001\u8f38\u51fa\u54c1\u8cea\u5dee\u5728\u54ea\u88e1\uff0c\u542b 3 \u6b65\u6c7a\u7b56\u6d41\u7a0b\u5e6b\u4f60\u5b9a\u4f4d\u3002","focus_keyphrase":"claude opus sonnet haiku \u6bd4\u8f03","og_title":null,"og_description":null},"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.7.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"Claude Opus\u3001Sonnet\u3001Haiku \u8a72\u9078\u54ea\u500b\uff1f\u5be6\u6e2c\u540c\u4efb\u52d9\u901f\u5ea6\u5dee 2.8 \u500d\u3001\u6210\u672c\u5dee 4.3 \u500d\u3001\u8f38\u51fa\u54c1\u8cea\u5dee\u5728\u54ea\u88e1\uff0c\u542b 3 \u6b65\u6c7a\u7b56\u6d41\u7a0b\u5e6b\u4f60\u5b9a\u4f4d\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Kevin Chou\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.elite.cloud\/zh\/post\/claude-opus-sonnet-haiku-comparison\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO Pro (AIOSEO) 4.9.7.2\" \/>\n\t\t<meta property=\"og:locale\" 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