{"id":2055,"date":"2026-07-23T10:25:21","date_gmt":"2026-07-23T17:25:21","guid":{"rendered":"https:\/\/www.couchbase.com\/\/?post_type=concepts&#038;p=2055"},"modified":"2026-07-23T10:43:29","modified_gmt":"2026-07-23T17:43:29","slug":"resources-concepts-data-ingestion-2","status":"publish","type":"concepts","link":"https:\/\/www.couchbase.com\/ja\/resources-concepts-data-ingestion\/","title":{"rendered":"\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f"},"content":{"rendered":"<div class=\"wp-block-group alignfull wp-block-hero is-layout-constrained wp-container-core-group-is-layout-3838c6e4 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:var(--wp--preset--spacing--lg)\">\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-0fd64a4d wp-block-columns-is-layout-flex\" style=\"padding-bottom:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-bdca1ed4 wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<h1 id=\"h-data-ingestion\" class=\"wp-block-heading has-heading-xl-font-size\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f<\/h1>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3068\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u5206\u6790\u3001\u307e\u305f\u306f\u51e6\u7406\u306e\u305f\u3081\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--md)\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/ja\/products\/analytics\/\" title=\"\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306b\u30a2\u30af\u30bb\u30b9\" target=\"_self\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306b\u30a2\u30af\u30bb\u30b9<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/docs.couchbase.com\/columnar\/intro\/intro.html\">\u3055\u3089\u306b\u8a73\u3057\u304f<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center hero__media-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:55%\">\n<figure class=\"wp-block-image size-full has-custom-border size-large hero__image\"><img decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/6\/2026\/07\/full-orange-star-6.png\" alt=\"\" class=\"wp-image-576\" style=\"border-top-left-radius:var(--wp--custom--border-radius--card);border-top-right-radius:var(--wp--custom--border-radius--card);border-bottom-left-radius:var(--wp--custom--border-radius--card);border-bottom-right-radius:var(--wp--custom--border-radius--card)\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-191ed713 wp-block-group-is-layout-constrained\">\n<h6 id=\"h-summary\" class=\"wp-block-heading\"><strong>\u8981\u7d04<\/strong><\/h6>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\uff09\u306f\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u4fdd\u5b58\u3001\u5206\u6790\u3001\u51e6\u7406\u306e\u305f\u3081\u306b\u4e00\u5143\u5316\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3078\u8ee2\u9001\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u304a\u3088\u3073\u696d\u52d9\u52b9\u7387\u3092\u6d3b\u7528\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30d0\u30c3\u30c1\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3001\u307e\u305f\u306f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306e\u53d6\u308a\u8fbc\u307f\u65b9\u5f0f\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u524d\u51e6\u7406\u3001\u8ee2\u9001\u3001\u4fdd\u5b58\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u6700\u9069\u5316\u306a\u3069\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u6d1e\u5bdf\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3068\u6226\u7565\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/em><\/p>\n\n\n\n<h2 id=\"h-what-is-data-ingestion\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3068\u306f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u4fdd\u5b58\u3001\u5206\u6790\u3001\u51e6\u7406\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u53d6\u308a\u8fbc\u3080\u30d7\u30ed\u30bb\u30b9\u306e\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3042\u308a\u3001\u7d44\u7e54\u304c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7b49\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3082\u306e\u3067\u3059\u3002, <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/semi-structured-data\/\">\u30bb\u30df\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30fc\u30c9<\/a>\u305d\u3057\u3066 <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/unstructured-data\/\">\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/a> \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30bb\u30f3\u30b5\u30fc\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u3002\u30d7\u30ed\u30bb\u30b9\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u884c\u308f\u308c\u308b\u304b\u30d0\u30c3\u30c1\u3067\u884c\u308f\u308c\u308b\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5206\u6790\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u306e\u539f\u52d5\u529b\u3068\u306a\u308b\u3053\u3068\u3092\u78ba\u5b9f\u306b\u3057\u307e\u3059\u3002.<br><br>\u3053\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5f15\u304d\u7d9a\u304d\u8aad\u3093\u3067\u3001\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3001\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u306e\u9055\u3044\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u304a\u3088\u3073\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u5b66\u3093\u3067\u304f\u3060\u3055\u3044\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#purpose\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306e\u76ee\u7684\u306f\u4f55\u3067\u3059\u304b\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"#versus\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u30c7\u30fc\u30bf\u7d71\u5408<\/a><\/li>\n\n\n\n<li><a href=\"#types\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u7a2e\u985e<\/a><\/li>\n\n\n\n<li><a href=\"#use-cases\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u4f7f\u7528\u4f8b<\/a><\/li>\n\n\n\n<li><a href=\"#challenges\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u8ab2\u984c<\/a><\/li>\n\n\n\n<li><a href=\"#pipeline\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/a><\/li>\n\n\n\n<li><a href=\"#tools\" class=\"scrollToHash\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30c4\u30fc\u30eb<\/a><\/li>\n\n\n\n<li><a href=\"#resources\" class=\"scrollToHash\">\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8<\/a><\/li>\n\n\n\n<li><a href=\"#faq\" class=\"scrollToHash\">\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/a><\/li>\n<\/ul>\n\n\n\n<h2 id=\"purpose\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306e\u76ee\u7684\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306f\u3001\u5206\u6790\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u304a\u3088\u3073\u904b\u7528\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u76ee\u7684\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u30921\u3064\u306e\u5834\u6240\u306b\u96c6\u7d04\u3057\u3001\u30a2\u30af\u30bb\u30b9\u3068\u7ba1\u7406\u3092\u5bb9\u6613\u306b\u3059\u308b\u3053\u3068<\/li>\n\n\n\n<li>\u591a\u69d8\u306a\u5206\u6790\u304a\u3088\u3073\u904b\u7528\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u307e\u305f\u306f\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u6709\u52b9\u306b\u3059\u308b<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30c4\u30fc\u30eb\u306b\u6700\u65b0\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u3001\u6b63\u78ba\u306a\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u73fe\u3059\u308b<\/li>\n\n\n\n<li>\u91cd\u8981\u306a\u60c5\u5831\u3078\u306e\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30a2\u30af\u30bb\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3059\u308b<\/li>\n\n\n\n<li>\u65b0\u9bae\u3067\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084\u9ad8\u5ea6\u306a\u5206\u6790\u306b\u4f9b\u7d66\u3059\u308b<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308b\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u3067\u306e\u30c7\u30fc\u30bf\u4e00\u8cab\u6027\u3068\u54c1\u8cea\u306e\u5411\u4e0a<\/li>\n<\/ul>\n<\/div>\n\n\n\n<section class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:var(--wp--custom--spacing--3-xl);margin-bottom:var(--wp--custom--spacing--3-xl)\">\n<section class=\"wp-block-group wp-block-leading-content is-layout-constrained wp-container-core-group-is-layout-b6a843b4 wp-block-group-is-layout-constrained\" style=\"padding-right:var(--wp--preset--spacing--sm);padding-left:var(--wp--preset--spacing--sm)\">\n<h2 id=\"versus\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u30c7\u30fc\u30bf\u7d71\u5408<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u30c7\u30fc\u30bf\u7d71\u5408\u306f\u3001\u3069\u3061\u3089\u3082\u73fe\u4ee3\u306e <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/data-architecture\/\">\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>, \u3057\u304b\u3057\u3001\u305d\u308c\u3089\u306f\u7570\u306a\u308b\u76ee\u7684\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08\u53d6\u308a\u8fbc\u307f\uff09\u304c\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u4e2d\u592e\u30ea\u30dd\u30b8\u30c8\u30ea\u3078\u306e\u79fb\u52d5\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001, <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/data-integration\/\">\u30c7\u30fc\u30bf\u7d71\u5408<\/a> \u30c7\u30fc\u30bf\u304c\u6574\u7406\u3055\u308c\u3001\u4e00\u8cab\u6027\u3092\u6301\u3061\u3001\u5206\u6790\u306e\u6e96\u5099\u304c\u6574\u3046\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\u4e21\u8005\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u52b9\u7387\u7684\u3067\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30b7\u30b9\u30c6\u30e0\u3092\u3088\u308a\u9069\u5207\u306b\u8a2d\u8a08\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u6bd4\u8f03\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes is-style-stripes--2\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\"><strong>\u7279\u5fb4<\/strong><\/th><th><strong>\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f<\/strong><\/th><th><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u76ee\u7684<\/strong><\/td><td>\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u8ee2\u9001\u3059\u308b<\/td><td>\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u8abf\u548c\u3055\u305b\u308b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u95a2\u6570<\/strong><\/td><td>\u751f\u30c7\u30fc\u30bf\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u3084\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u79fb\u52d5\u3059\u308b<\/td><td>\u30c7\u30fc\u30bf\u3092\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5909\u63db\u3001\u7d71\u5408\u3059\u308b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u30bf\u30a4\u30df\u30f3\u30b0<\/strong><\/td><td>\u591a\u304f\u306e\u5834\u5408\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u30d0\u30c3\u30c1<\/td><td>\u901a\u5e38\u3001\u6442\u53d6\u5f8c\u306b\u8d77\u3053\u308b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u96c6\u4e2d<\/strong><\/td><td>\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3068\u914d\u4fe1<\/td><td>\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u53ef\u7528\u6027<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u4f7f\u7528\u3057\u305f\u30c4\u30fc\u30eb<\/strong><\/td><td>ETL\/ELT\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/td><td>\u30c7\u30fc\u30bf\u4eee\u60f3\u5316\u3001\u5909\u63db\u30c4\u30fc\u30eb<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u6700\u7d42\u76ee\u6a19<\/strong><\/td><td>\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b<\/td><td>\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u5206\u6790\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/section>\n<\/section>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-191ed713 wp-block-group-is-layout-constrained\">\n<h2 id=\"types\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u7a2e\u985e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u5229\u7528\u306e\u5fc5\u8981\u6027\u306b\u5fdc\u3058\u3066\u3001\u305d\u306e\u901f\u5ea6\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u51e6\u7406\u3068\u3044\u30463\u3064\u306e\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u65b9\u5f0f\u306b\u306f\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5fdc\u3058\u3066\u305d\u308c\u305e\u308c\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u7c21\u5358\u306a\u6982\u8981\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 id=\"h-batch-ingestion\" class=\"wp-block-heading\">\u30d0\u30c3\u30c1\u53d6\u308a\u8fbc\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/batch-processing\/\">\u30d0\u30c3\u30c1\u53d6\u308a\u8fbc\u307f<\/a> \u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3055\u308c\u305f\u9593\u9694\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u304a\u3088\u3073\u51e6\u7406\u3057\u307e\u3059\u3002\u65e5\u6b21\u30ec\u30dd\u30fc\u30c8\u3001\u5c65\u6b74\u5206\u6790\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u624b\u9806\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3078\u306e\u5373\u5ea7\u306a\u30a2\u30af\u30bb\u30b9\u304c\u5fc5\u8981\u306a\u3044\u30b7\u30ca\u30ea\u30aa\u306b\u6700\u9069\u3067\u3059\u3002\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u9ad8\u304f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u306e\u306b\u52b9\u7387\u7684\u3067\u3059\u304c\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-real-time-ingestion-streaming\" class=\"wp-block-heading\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53d6\u308a\u8fbc\u307f\uff08\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306f\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u3082\u547c\u3070\u308c\u3001\u30c7\u30fc\u30bf\u304c\u751f\u6210\u3055\u308c\u308b\u3068\u540c\u6642\u306b\u7d99\u7d9a\u7684\u306b\u53ce\u96c6\u304a\u3088\u3073\u51e6\u7406\u3059\u308b\u3053\u3068\u3092\u542b\u307f\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3001\u4e0d\u6b63\u691c\u51fa\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306a\u3069\u3001\u5373\u5ea7\u306e\u6d1e\u5bdf\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u306e\u751f\u6210\u3068\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u307e\u3067\u306e\u9045\u5ef6\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002.\n<\/p>\n\n\n\n<h3 id=\"h-hybrid-ingestion\" class=\"wp-block-heading\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306f\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u30c7\u30fc\u30bf\u3084\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u67d4\u8edf\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4f01\u696d\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u8ffd\u8de1\u306b\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3059\u308b\u4e00\u65b9\u3067\u3001\u591c\u9593\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u66f4\u65b0\u306b\u306f\u30d0\u30c3\u30c1\u30fb\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u30b9\u30d4\u30fc\u30c9\u3001\u52b9\u7387\u3001\u8907\u96d1\u3055\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n<h2 id=\"use-cases\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u4f7f\u7528\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7523\u696d\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u305d\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u4e00\u90e8\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ja\/use-cases\/real-time-analytics\/\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790<\/a>:<\/strong> \u6700\u65b0\u306e\u30c7\u30fc\u30bf\u3067\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3084\u5206\u6790\u30c4\u30fc\u30eb\u3092\u99c6\u52d5\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u3001KPI\u306e\u8ffd\u8de1\u3001\u5909\u5316\u3078\u306e\u5373\u5ea7\u306a\u5bfe\u5fdc\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ja\/use-cases\/artificial-intelligence\/\">\u6a5f\u68b0\u5b66\u7fd2\u3068AI<\/a>:<\/strong> \u6b63\u78ba\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e88\u6e2c\u3001\u81ea\u52d5\u5316\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30af\u30ea\u30fc\u30f3\u3067\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30c7\u30fc\u30bf\u3092\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u4f9b\u7d66\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ja\/use-cases\/iot\/\">IoT\u3068\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf<\/a>:<\/strong> \u88fd\u9020\u696d\u3001\u904b\u8f38\u696d\u3001\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u306e\u7a3c\u50cd\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u3001\u30c7\u30d0\u30a4\u30b9\u3084\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u306e\u9023\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ja\/use-cases\/smart-personalization\/\">\u9867\u5ba2\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/a>:<\/strong> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6d3b\u52d5\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u884c\u52d5\u30c7\u30fc\u30bf\u3084\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/operational-analytics\/\">\u7d4c\u55b6\u52b9\u7387<\/a>:<\/strong>  \u793e\u5185\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u4e88\u6e2c\u3001\u30ea\u30bd\u30fc\u30b9\u8a08\u753b\u3001\u696d\u52d9\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u5831\u544a\uff1a<\/strong> \u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u898f\u5236\u5831\u544a\u3001\u76e3\u67fb\u8a3c\u8de1\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u53d6\u308a\u7d44\u307f\u3092\u652f\u63f4\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6d1e\u5bdf\u306b\u6d3b\u7528\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u6d3b\u7528\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u3067\u5fdc\u7b54\u6027\u306e\u9ad8\u3044\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u3068\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<h2 id=\"challenges\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u8ab2\u984c<br><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306b\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u4fe1\u983c\u6027\u3001\u62e1\u5f35\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u5805\u7262\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u305d\u308c\u3089\u306b\u6b63\u9762\u304b\u3089\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u8cea\uff1a<\/strong> \u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5206\u6790\u3084\u30ec\u30dd\u30fc\u30c8\u3078\u306e\u4fe1\u983c\u3092\u4f4e\u4e0b\u3055\u305b\u308b\u77db\u76fe\u3001\u6b20\u640d\u5024\u3001\u307e\u305f\u306f\u30a8\u30e9\u30fc\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> \u30c7\u30fc\u30bf\u91cf\u304c\u5897\u5927\u3059\u308b\u306b\u3064\u308c\u3001\u53d6\u308a\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4f4e\u4e0b\u3084\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u306a\u3057\u3067\u5897\u52a0\u3057\u305f\u8ca0\u8377\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u62e1\u5f35\uff08\u30b9\u30b1\u30fc\u30eb\uff09\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002.<\/li>\n\n\n\n<li><strong>\u5f85\u3061\u6642\u9593\uff1a<\/strong> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u3001\u53d6\u308a\u8fbc\u307f\u306b\u304a\u3051\u308b\u308f\u305a\u304b\u306a\u9045\u308c\u3067\u3055\u3048\u3082\u3001\u53e4\u304f\u306a\u3063\u305f\u6d1e\u5bdf\u3084\u6a5f\u4f1a\u306e\u9038\u5931\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002.<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8:<\/strong> \u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u306f\u3001\u67d4\u8edf\u3067\u3001\u3057\u3070\u3057\u3070\u8907\u96d1\u306a\u51e6\u7406\u30ed\u30b8\u30c3\u30af\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\uff1a<\/strong> \u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u8a3c\u8de1\u3092\u8981\u6c42\u3059\u308bGDPR\u3084HIPAA\u306a\u3069\u306e\u898f\u5236\u306b\u6e96\u62e0\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002.<\/li>\n\n\n\n<li><strong>\u30b7\u30b9\u30c6\u30e0\u7d71\u5408<\/strong> \u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3001API\u306e\u9023\u643a\u306f\u3001\u6280\u8853\u7684\u306b\u56f0\u96e3\u3067\u3042\u308a\u3001\u7d99\u7d9a\u7684\u306a\u4fdd\u5b88\u304c\u5fc5\u8981\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30b3\u30b9\u30c8\u7ba1\u7406\uff1a<\/strong> \u9ad8\u901f\u307e\u305f\u306f\u5927\u5bb9\u91cf\u306e\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u51e6\u7406\u306f\u3001\u591a\u984d\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u8cbb\u7528\u3068\u51e6\u7406\u30b3\u30b9\u30c8\u3092\u767a\u751f\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u306b\u306f\u3001\u7dbf\u5bc6\u306a\u8a08\u753b\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3001\u305d\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/p>\n\n\n\n<h2 id=\"pipeline\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<br>\n<\/h2>\n\n\n\n<h3 id=\"h-data-source-identification\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7279\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d6\u308a\u8fbc\u307f\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u767a\u751f\u5143\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30bd\u30fc\u30b9\u306f\u3001\u5185\u90e8\u306e\u3082\u306e\uff08CRM\u30b7\u30b9\u30c6\u30e0\u3001ERP\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u307e\u305f\u306f <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/why-nosql\/\">\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a>\uff09\u307e\u305f\u306f\u5916\u90e8\uff08API\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30d5\u30a3\u30fc\u30c9\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30a2\u30d7\u30ea\u3001\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30b9\u30c6\u30e0\uff09\u304b\u3089\u3067\u3059\u3002\u751f\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3001\u5f62\u5f0f\u3001\u983b\u5ea6\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u9069\u5207\u306a\u53d6\u308a\u8fbc\u307f\u6226\u7565\u3092\u8a2d\u8a08\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-data-collection\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53ce\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3057\u305f\u3089\u3001\u30d0\u30c3\u30c1\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\uff08\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\uff09\u3001\u307e\u305f\u306f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u65b9\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u307e\u3059\u3002\u30d0\u30c3\u30c1\u53ce\u96c6\u306f\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3055\u308c\u305f\u9593\u9694\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53d6\u308a\u8fbc\u307f\u306f\u30c7\u30fc\u30bf\u304c\u4f5c\u6210\u3055\u308c\u308b\u3068\u540c\u6642\u306b\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u307e\u3059\u3002\u3069\u306e\u65b9\u5f0f\u3092\u9078\u629e\u3059\u308b\u304b\u306f\u3001\u7d44\u7e54\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306e\u9bae\u5ea6\u30ec\u30d9\u30eb\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-data-preprocessing\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u524d\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u672a\u52a0\u5de5\u30c7\u30fc\u30bf\uff08\u751f\u30c7\u30fc\u30bf\uff09\u304c <a href=\"https:\/\/www.couchbase.com\/ja\/blog\/data-preprocessing-in-machine-learning\/\">\u57fa\u672c\u524d\u51e6\u7406<\/a> \u4fdd\u5b58\u3084\u3055\u3089\u306a\u308b\u5909\u63db\u306b\u5099\u3048\u308b\u3053\u3068\u3002\u524d\u51e6\u7406\u306b\u306f\u3001\u91cd\u8907\u306e\u524a\u9664\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u691c\u8a3c\u3001\u5024\u306e\u6b63\u898f\u5316\u3001\u8ffd\u52a0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u62e1\u5f35\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u3001\u5f8c\u7d9a\u306e\u51e6\u7406\u306e\u8907\u96d1\u3055\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u304a\u3044\u3066\u6709\u7528\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-data-transfer\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u8ee2\u9001<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u51e6\u7406\u306e\u5f8c\u3001\u30c7\u30fc\u30bf\u3092\u30bd\u30fc\u30b9\u304b\u3089\u30bf\u30fc\u30b2\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u3078\u79fb\u52d5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u5b89\u5168\u3001\u78ba\u5b9f\u3001\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u8ee2\u9001\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3084\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u7279\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u304a\u3088\u3073\u5e2f\u57df\u5e45\u306e\u8003\u616e\u4e8b\u9805\u304c\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-data-storage\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d6\u308a\u8fbc\u307e\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u69cb\u9020\u3001\u7528\u9014\u3001\u5fc5\u8981\u306a\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u306b\u5fdc\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306a\u3069\u306e\u4e00\u5143\u5316\u3055\u308c\u305f\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u9001\u3089\u308c\u308b\u4e00\u65b9\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u67d4\u8edf\u306a\u5206\u6790\u306e\u305f\u3081\u306b\u30ec\u30a4\u30af\u306b\u9001\u3089\u308c\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-monitoring-and-logging\" class=\"wp-block-heading\">\u76e3\u8996\u3068\u30ed\u30ae\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u304a\u3088\u3073\u5931\u6557\u7387\u3092\u8ffd\u8de1\u3059\u308b\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u5b9f\u884c\u3055\u308c\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002\u30ed\u30ae\u30f3\u30b0\u306b\u3088\u308a\u3001\u3069\u306e\u30c7\u30fc\u30bf\u304c\u3001\u3044\u3064\u3001\u3069\u3053\u304b\u3089\u53d6\u308a\u8fbc\u307e\u308c\u305f\u304b\u306b\u3064\u3044\u3066\u306e\u53ef\u8996\u6027\u304c\u63d0\u4f9b\u3055\u308c\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u76e3\u67fb\u3001\u304a\u3088\u3073\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u30cb\u30fc\u30ba\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002.<\/p>\n\n\n\n<h3 id=\"h-scaling-and-optimization\" class=\"wp-block-heading\">\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u6700\u9069\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u91cf\u3001\u51e6\u7406\u901f\u5ea6\u3001\u591a\u69d8\u6027\u304c\u5897\u5927\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u306e\u89b3\u70b9\u304b\u3089\u6700\u9069\u5316\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002\u6700\u9069\u5316\u306b\u306f\u3001\u53d6\u308a\u8fbc\u307f\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306e\u8abf\u6574\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u30a8\u30e9\u30fc\u51e6\u7406\u306e\u81ea\u52d5\u5316\u3001\u305d\u3057\u3066\u9032\u5316\u3059\u308b\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306e\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306b\u3088\u308a\u3001\u9700\u8981\u304c\u5897\u52a0\u3057\u3066\u3082\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<br><br>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u5206\u6790\u304a\u3088\u3073\u904b\u7528\u306e\u76ee\u6a19\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3001\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306a\u53d6\u308a\u8fbc\u307f\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n<h2 id=\"tools\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30c4\u30fc\u30eb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5207\u306a\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3053\u3068\u306f\u3001\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u62e1\u5f35\u6027\u304c\u3042\u308a\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u8ee2\u9001\u3001\u51e6\u7406\u306e\u81ea\u52d5\u5316\u3092\u652f\u63f4\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u3079\u304d\u3067\u3059\u3002\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u306f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u306b\u304b\u3051\u308b\u6642\u9593\u3092\u6e1b\u3089\u3057\u3001\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u5c0e\u51fa\u306b\u3088\u308a\u591a\u304f\u306e\u6642\u9593\u3092\u5272\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u53d6\u308a\u8fbc\u307f\u306e\u3044\u305a\u308c\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u306e\u306b\u5f79\u7acb\u3064\u30c4\u30fc\u30eb\u306e\u30ea\u30b9\u30c8\u3092\u4ee5\u4e0b\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ETL\/ELT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff1a<\/strong> Apache NiFi\u3001Talend\u3001Fivetran\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3001\u5909\u63db\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30ed\u30fc\u30c9\uff08ETL\uff09\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3084\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff1a<\/strong> \u306e\u3088\u3046\u306a\u6280\u8853 <a href=\"https:\/\/kafka.apache.org\/intro\">\u30a2\u30d1\u30c3\u30c1\u30fb\u30ab\u30d5\u30ab<\/a>, \u3001Apache Flink\u3001\u304a\u3088\u3073Amazon Kinesis\u306f\u3001IoT\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u306a\u3001\u9ad8\u901f\u5ea6\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53d6\u308a\u8fbc\u307f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u30b5\u30fc\u30d3\u30b9\uff1a<\/strong> AWS Glue \u306a\u3069\u306e\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3, <a href=\"https:\/\/cloud.google.com\/products\/dataflow\">Google Cloud Dataflow<\/a>\u305d\u3057\u3066 <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/data-factory\">Azure Data Factory (ADF)<\/a> \u30af\u30e9\u30a6\u30c9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306b\u308f\u305f\u308b\u6df1\u3044\u7d71\u5408\u3092\u5099\u3048\u305f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\uff1a<\/strong> Airbyte\u3001Prefect\u3001Apache Airflow\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u8abf\u6574\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u76e3\u8996\u3092\u652f\u63f4\u3057\u307e\u3059\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9078\u629e\u3059\u308b\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3001\u5f62\u5f0f\u3001\u30dc\u30ea\u30e5\u30fc\u30e0\u3001\u304a\u3088\u3073\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u8ca0\u62c5\u304c\u8efd\u6e1b\u3055\u308c\u3001\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u307e\u3067\u306e\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002.<\/p>\n\n\n\n<h2 id=\"resources\" class=\"wp-block-heading\">\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8\u3068\u30ea\u30bd\u30fc\u30b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u73fe\u4ee3\u306e\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u57fa\u790e\u3068\u306a\u308a\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306e\u63a8\u9032\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3078\u306e\u30c7\u30fc\u30bf\u4f9b\u7d66\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u96c6\u7d04\u306e\u3044\u305a\u308c\u3092\u884c\u3046\u5834\u5408\u3067\u3082\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u5229\u7528\u53ef\u80fd\u306a\u30c4\u30fc\u30eb\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5fdc\u7b54\u6027\u3068\u56de\u5fa9\u529b\u306b\u512a\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30ea\u30bd\u30fc\u30b9\u304b\u3089\u899a\u3048\u3066\u304a\u304f\u3079\u304d\u8981\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306f\u3001\u5206\u6790\u3084\u51e6\u7406\u306e\u305f\u3081\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u4e00\u5143\u5316\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3078\u8ee2\u9001\u3057\u307e\u3059\u3002.<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3068\u30d0\u30c3\u30c1\u306e\u4e21\u65b9\u306e\u53d6\u308a\u8fbc\u307f\u65b9\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3055\u3089\u306a\u308b\u67d4\u8edf\u6027\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002.<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u76ee\u7684\u306f\u3001\u5206\u6790\u3092\u5f37\u5316\u3057\u3001\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u3001\u696d\u52d9\u52b9\u7387\u5316\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3059\u3002.<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306f\u3001\u53ef\u7528\u6027\u306e\u305f\u3081\u306b\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u5f8c\u306b\u30c7\u30fc\u30bf\u306e\u5909\u63db\u3068\u8abf\u548c\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u306f\u7570\u306a\u308a\u307e\u3059\u3002.<\/li>\n\n\n\n<li>\u4e00\u822c\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001IoT\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002.<br>\n\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u306f\u3001\u30bd\u30fc\u30b9\u306e\u7279\u5b9a\u3001\u53ce\u96c6\u3001\u524d\u51e6\u7406\u3001\u8ee2\u9001\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/li>\n\n\n\n<li>\u4e3b\u306a\u8ab2\u984c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3001\u62e1\u5f35\u6027\u3001\u7d71\u5408\u306e\u8907\u96d1\u3055\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u898f\u5236\u3078\u306e\u6e96\u62e0\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/li>\n\n\n\n<li>ETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u306e\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3053\u3068\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"h-resources\" class=\"wp-block-heading\">\u30ea\u30bd\u30fc\u30b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u7ba1\u7406\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308b\u306b\u306f\u3001\u3053\u308c\u3089\u306eCouchbase\u30ea\u30bd\u30fc\u30b9\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\uff1a<br><a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/what-is-data-management\/\">\u30c7\u30fc\u30bf\u7ba1\u7406\u3068\u306f\uff1f \u2013 \u30b3\u30f3\u30bb\u30d7\u30c8<\/a><br> <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/data-platforms\/\">\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306f\u4f55\u304b \u2013 \u30b3\u30f3\u30bb\u30d7\u30c8<\/a><br> <a href=\"https:\/\/developer.couchbase.com\/tutorial-customer-360-data-ingestion\/\">\u30ab\u30b9\u30bf\u30de\u30fc360\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f \u2013 \u958b\u767a\u8005<\/a><br> <a href=\"https:\/\/www.couchbase.com\/ja\/developers\/integrations\/\">\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c4\u30fc\u30eb \u2013 \u958b\u767a\u8005<\/a><br> <a href=\"https:\/\/docs.couchbase.com\/home\/integrations.html\">Couchbase\u30b3\u30cd\u30af\u30bf\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u7d71\u5408 \u2013 \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a><br> <a href=\"https:\/\/www.couchbase.com\/ja\/resources\/concepts\/zero-etl\/\">\u30bc\u30edETL\u3068\u306f\uff1f \u2013 \u30b3\u30f3\u30bb\u30d7\u30c8<\/a><\/p>\n\n\n\n<h2 id=\"faq\" class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-bottom:var(--wp--preset--spacing--2-xl)\"><strong>\u30c7\u30fc\u30bf\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u306f\u3069\u3046\u3044\u3046\u610f\u5473\u3067\u3059\u304b\uff1f<\/strong> 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style=\"margin-top:var(--wp--preset--spacing--xs);margin-bottom:var(--wp--preset--spacing--xs)\">\u9023\u7d61\u5148<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Couchbase\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u3082\u3063\u3068\u77e5\u308a\u305f\u3044\u3067\u3059\u304b\uff1f\u79c1\u305f\u3061\u306b\u304a\u4efb\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:auto\">\n<div class=\"wp-block-button is-style-outline is-style-outline--5\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/ja\/contact\/\" title=\"\u304a\u554f\u3044\u5408\u308f\u305b\" target=\"_self\">\u304a\u554f\u3044\u5408\u308f\u305b<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Data Ingestion Data ingestion involves collecting and importing data from different sources into a system for storage, analysis, or processing SUMMARY Data ingestion involves collecting data from multiple sources and transporting it to a centralized system for storage, analysis, and processing. It\u2019s crucial for organizations that utilize real-time analytics, business intelligence, machine learning, and operational efficiency. The process can use batch, real-time, or hybrid ingestion and involves steps like data collection, preprocessing, transfer, storage, monitoring, and optimization. Choosing the right tools and strategies is essential to overcoming data quality, latency, and scalability challenges while ensuring reliable and timely insights. What is data ingestion? Data ingestion is the process of collecting [&hellip;]<\/p>\n","protected":false},"author":73510,"featured_media":0,"menu_order":0,"template":"page-no-prefooter","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"couchbase_category":[20,21,23,37,36,19],"class_list":["post-2055","concepts","type-concepts","status-publish","hentry","couchbase_category-analytics","couchbase_category-analytics-features","couchbase_category-analytics-product-key-feature","couchbase_category-analytics-products","couchbase_category-manageability","couchbase_category-technology-software-saas"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Ingestion | Concepts | Couchbase<\/title>\n<meta name=\"description\" content=\"Data ingestion is the process of collecting and importing data from various sources into a system for storage, analysis, or processing. 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