{"id":6870,"date":"2025-06-24T13:48:08","date_gmt":"2025-06-24T04:48:08","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6870"},"modified":"2025-06-24T13:48:08","modified_gmt":"2025-06-24T04:48:08","slug":"databricks-apps-deployment","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/databricks-apps-deployment\/","title":{"rendered":"Databricks Apps\u306b\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>Databricks Apps\u3067\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u74b0\u5883\u5909\u6570\u3084\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u8a2d\u5b9a\u3001app.yaml\u306e\u66f8\u304d\u65b9\u307e\u3067\u3001\u30bb\u30ad\u30e5\u30a2\u306a\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p><strong>Databricks Apps<\/strong>\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u5171\u6709\u3067\u304d\u308b\u6a5f\u80fd\u3067\u3059\u3002Streamlit\u3084Dash\u306a\u3069\u306ePython\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3001Databricks\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u76f4\u63a5\u30db\u30b9\u30c8\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/docs.databricks.com\/aws\/ja\/dev-tools\/databricks-apps\/#%E5%88%B6%E9%99%90\"><\/a><\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Databricks UI\u3092\u4f7f\u7528\u3057\u3066\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u7279\u306b\u3001\u74b0\u5883\u5909\u6570\u3084\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u306e\u8a2d\u5b9a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u3001\u30bb\u30ad\u30e5\u30a2\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\r\n<b><\/b>\r\n<p>&nbsp;<\/p>\r\n<b>\u524d\u63d0\u6761\u4ef6<\/b>\r\n<p>\u30fbDatabricks\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650<\/p>\r\n<p>\u30fb\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/p>\r\n<p>\u30fb\uff08\u4efb\u610f\uff09\u4e8b\u524d\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30b9\u30b3\u30fc\u30d7<\/p>\r\n<p>\u30fb\uff08\u4efb\u610f\uff09On-Behalf-Of \u30e6\u30fc\u30b6\u30fc\u8a8d\u8a3c\u3092\u6709\u52b9\u5316<\/p>\r\n<p><!-- notionvc: 90b7e760-fbe7-4861-a034-5c6adf383cf5 --><\/p>\n\n<h2>Databricks UI\u3067\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806<\/h2>\n<b>1. \u30a2\u30d7\u30ea\u306e\u4f5c\u6210\u3092\u958b\u59cb<\/b>\r\n<p><strong>1:<\/strong> Databricks\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u30ed\u30b0\u30a4\u30f3<\/p>\r\n<p><strong>2:<\/strong> \u5de6\u5074\u306e\u30e1\u30cb\u30e5\u30fc\u304b\u3089 <strong>Compute<\/strong> &gt; <strong>Apps<\/strong> \u3092\u9078\u629e<\/p>\r\n<p><strong>3:<\/strong> \u753b\u9762\u53f3\u4e0a\u306e <strong>[Create app]<\/strong> \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af<\/p>\r\n<b><\/b>\r\n<p>&nbsp;<\/p>\r\n<b>2. \u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u306e\u9078\u629e<\/b>\r\n<p>\u30a2\u30d7\u30ea\u4f5c\u6210\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u305f\u3089 <strong>[Create a custom app]<\/strong> \u3092\u30af\u30ea\u30c3\u30af<\/p>\r\n<b><\/b>\r\n<p>&nbsp;<\/p>\r\n<b>3. \u57fa\u672c\u60c5\u5831\u306e\u8a2d\u5b9a<\/b>\r\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u672c\u60c5\u5831\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong>1: App name<\/strong>: \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u540d\u524d\u3092\u5165\u529b\uff08\u4f8b\uff1a<code>sales-dashboard-app<\/code>\uff09<\/p>\r\n<p><strong>2: Description<\/strong>: \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8aac\u660e\u3092\u8a18\u5165<\/p>\r\n<p><strong>3: [Next: Configure]<\/strong> \u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3078\u9032\u3080<\/p>\r\n<b><\/b>\r\n<p>&nbsp;<\/p>\r\n<b>4. \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8a2d\u5b9a<\/b>\r\n<b>4-1. \u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u6307\u5b9a<\/b>\r\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\u65b9\u6cd5\u306f\u8907\u6570\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>\u30fbGit \u30ea\u30dd\u30b8\u30c8\u30ea<\/strong>: GitHub\u306a\u3069\u306e\u30ea\u30dd\u30b8\u30c8\u30eaURL\u3092\u6307\u5b9a<\/p>\r\n<p><strong>\u30fbDatabricks Repos<\/strong>: Databricks\u5185\u3067\u7ba1\u7406\u3055\u308c\u3066\u3044\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u9078\u629e<\/p>\r\n<p><strong>\u30fb\u76f4\u63a5\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>: \u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/p>\r\n<b><\/b>\r\n<b>4-2. \u74b0\u5883\u5909\u6570\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u8a2d\u5b9a<\/b>\r\n<p><strong>[Add resource]<\/strong> \u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\r\n<b>a. \u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u306e\u8a2d\u5b9a\uff08\u63a8\u5968\uff09<\/b>\r\n<p>\u6a5f\u5bc6\u60c5\u5831\uff08API\u30ad\u30fc\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306a\u3069\uff09\u3092\u5b89\u5168\u306b\u7ba1\u7406\u3059\u308b\u306b\u306f\uff1a<\/p>\r\n<p><strong>1:<\/strong> \u4e8b\u524d\u306b\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30b9\u30b3\u30fc\u30d7\u3092\u4f5c\u6210\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/p>\r\n<ul>\r\n\t<li>\u8a73\u7d30\u306f<a href=\"https:\/\/docs.databricks.com\/aws\/ja\/security\/secrets\">Databricks\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7ba1\u7406\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u53c2\u7167<\/li>\r\n<\/ul>\r\n<p><strong>2: [Add resource]<\/strong> &gt; <strong>[Secret]<\/strong> \u3092\u9078\u629e<\/p>\r\n<p><strong>3:<\/strong> \u8a2d\u5b9a\u3057\u305f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30b9\u30b3\u30fc\u30d7\u3068\u30ad\u30fc\u3092\u9078\u629e<\/p>\r\n<p><strong>4:<\/strong> \u74b0\u5883\u5909\u6570\u540d\u3092\u6307\u5b9a\uff08\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5185\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u306e\u540d\u524d\uff09<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-create-app-secret.png\" alt=\"\" width=\"709\" height=\"521\" class=\"aligncenter size-full wp-image-6874\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-create-app-secret.png 709w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-create-app-secret-300x220.png 300w\" sizes=\"(max-width: 709px) 100vw, 709px\" \/><\/p>\r\n<b><\/b>\r\n<b>b. \u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/b>\r\n<p>\u901a\u5e38\u306e\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><strong>1: [Add resource]<\/strong> &gt; <strong>[Environment variable]<\/strong> \u3092\u9078\u629e<\/p>\r\n<p><strong>2:<\/strong> \u5909\u6570\u540d\u3068\u5024\u3092\u5165\u529b\uff08\u30cf\u30fc\u30c9\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u304b\u3089\u975e\u63a8\u5968\uff09<\/p>\r\n<p>&nbsp;<\/p>\r\n<b>4-3. OBO\uff08On-Behalf-Of\uff09\u30b9\u30b3\u30fc\u30d7\u306e\u4ed8\u4e0e<\/b>\r\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u4ee3\u308f\u308a\u306bDatabricks\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002OBO\u30b9\u30b3\u30fc\u30d7\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306e\u6a29\u9650\u3067Databricks\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u3088\u308a\u67d4\u8edf\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>1: [+ Add scope]<\/strong> \u3092\u30af\u30ea\u30c3\u30af<\/p>\r\n<p><strong>2:<\/strong> \u5fc5\u8981\u306a\u30b9\u30b3\u30fc\u30d7\u3092\u9078\u629e<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-obo-authorization.png\" alt=\"\" width=\"671\" height=\"330\" class=\"aligncenter size-full wp-image-6875\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-obo-authorization.png 671w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/databricks-obo-authorization-300x148.png 300w\" sizes=\"(max-width: 671px) 100vw, 671px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>&nbsp;<\/p>\r\n<b>5. app.yaml\u306e\u8a2d\u5b9a\u4f8b<\/b>\r\n<p>\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u306b\u306f<code>app.yaml<\/code>\u30d5\u30a1\u30a4\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u8a2d\u5b9a\u4f8b\u3067\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code># \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5\u30b3\u30de\u30f3\u30c9\r\ncommand: [\"streamlit\", \"run\", \"app.py\"]\r\n\r\n# \u74b0\u5883\u5909\u6570\u306e\u5b9a\u7fa9\r\nenv:\r\n# \u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u304b\u3089\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\r\n  - name: OPENAI_API_KEY\r\n    valueFrom:\r\n      secretKeyRef:\r\n        name: openai-secret\r\n        key: api-key\r\n\r\n# Databricks\u56fa\u6709\u306e\u74b0\u5883\u5909\u6570\r\n  - name: DATABRICKS_HOST\r\n    valueFrom: DATABRICKS_HOST\r\n\r\n# \u30ea\u30bd\u30fc\u30b9\u5236\u9650\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09\r\nresources:\r\n  limits:\r\n    memory: \"2Gi\"\r\n    cpu: \"1\"\r\n<\/code><\/pre>\r\n<\/div>\r\n<b><\/b>\r\n<b>6. requirements.txt\u306e\u6e96\u5099<\/b>\r\n<p><code>requirements.txt<\/code>\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3059\u308bPython\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<span style=\"background-color: #34352e;color: #f8f8f2;font-size: 14px\"><\/span><\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-plain\" data-lang=\"Plain Text\"><code>streamlit&gt;=1.28.0\r\npandas&gt;=2.0.0\r\nplotly&gt;=5.17.0\r\ndatabricks-sdk&gt;=0.12.0\r\npython-dotenv&gt;=1.0.0<\/code><\/pre>\r\n<\/div>\r\n<b><\/b>\r\n<b>7. \u30c7\u30d7\u30ed\u30a4\u3068\u8d77\u52d5<\/b>\r\n<p><strong>1:<\/strong> \u3059\u3079\u3066\u306e\u8a2d\u5b9a\u3092\u78ba\u8a8d<\/p>\r\n<p><strong>2: [Deploy]<\/strong> \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af<\/p>\r\n<p><strong>3:<\/strong> \u30c7\u30d7\u30ed\u30a4\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306eURL\u304c\u8868\u793a\u3055\u308c\u307e\u3059<\/p>\r\n<p><strong>4:<\/strong> URL\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30a2\u30af\u30bb\u30b9<\/p>\r\n<p>&nbsp;<\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u4ee5\u4e0a\u306e\u624b\u9806\u3067\u3001\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: a42636c1-537e-47ac-ae5e-293b7b76f75e --><\/p>\r\n<p><!-- notionvc: 2435edb4-1325-4505-8089-01c932fb4049 --><\/p>\r\n<p><!-- notionvc: beccff2c-2006-4b59-981f-58c1d855b608 --><\/p>\r\n<p><!-- notionvc: 5f02cf7d-c067-4268-9170-e5720fc08511 --><\/p>\n\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>Databricks Apps\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u5206\u6790\u7d50\u679c\u3092\u6d3b\u7528\u3057\u305f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u624b\u9806\u306b\u5f93\u3048\u3070\u3001\u30bb\u30ad\u30e5\u30a2\u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092Databricks\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u306b\u69cb\u7bc9\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\u305c\u3072\u3001\u3042\u306a\u305f\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u30b7\u30fc\u30f3\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u306b\u6311\u6226\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><!-- notionvc: 5699f3e2-cdb0-4492-8575-f7559abd18ac --><\/p>\n\n<h2>\u53c2\u8003<\/h2>\n<p>[blogcard url=&#8221;https:\/\/docs.databricks.com\/aws\/ja\/dev-tools\/databricks-apps\/deploy&#8221;]<\/p>\r\n<p>[blogcard url=&#8221;https:\/\/qiita.com\/kei1-dev\/items\/3e749e2519535f8c0d56&#8243;]<\/p>\r\n<p><!-- notionvc: 2f24f7b9-4eef-4e99-869f-2a9746d58b56 --><\/p>","protected":false},"excerpt":{"rendered":"<p>Databricks Apps\u3067\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u74b0\u5883\u5909\u6570\u3084\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u8a2d\u5b9a\u3001app.yaml\u306e\u66f8\u304d\u65b9\u307e\u3067\u3001\u30bb\u30ad\u30e5\u30a2\u306a\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u3067\u3059\u3002 \u306f\u3058\u3081\u306b Databricks  [&hellip;]<\/p>\n","protected":false},"author":46,"featured_media":6170,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[258,774,27],"class_list":["post-6870","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-bi","tag-databricks","tag-27"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=6870"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6870\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/6170"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=6870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=6870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=6870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}