{"id":8027,"date":"2025-10-03T20:31:48","date_gmt":"2025-10-03T20:31:48","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=8027"},"modified":"2025-10-03T20:31:48","modified_gmt":"2025-10-03T20:31:48","slug":"gcp%e5%a4%96%e3%81%aespark%e3%81%8b%e3%82%89bigquery%e3%81%ab%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e8%bb%a2%e9%80%81%e3%81%99%e3%82%8b-microad-developers-blog","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/8027\/","title":{"rendered":"GCP\u5916\u306eSpark\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b &#8211; MicroAd Developers Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u3067\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u9ad8\u6a4b\u3067\u3059\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/GoogleCloudDataproc\/spark-bigquery-connector\">Apache Spark SQL connector for Google BigQuery<\/a>\uff08\u4ee5\u4e0bspark-bigquery-connector\uff09\u3067Spark\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u969b\u306b\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u901a\u308a\u3067\u3082\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u90e8\u5206\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3053\u3067\u672c\u8a18\u4e8b\u3067\u306f\u5b9f\u969b\u306b\u8ee2\u9001\u3067\u304d\u305f\u8a2d\u5b9a\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u30bf\u30a4\u30c8\u30eb\u306e\u3068\u304a\u308a\u3067\u3059\u304c\u3001\u672c\u8a18\u4e8b\u3067\u306fGCP\uff08Google Cloud Platform\uff09<strong>\u5916<\/strong>\u3067\u52d5\u4f5c\u3059\u308bSpark\u304b\u3089BigQuery\u3078\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u306b\u3064\u3044\u3066\u6271\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u7d4c\u7def\">\u7d4c\u7def<\/h2>\n<p>\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u3068\u3057\u3066GCP\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306a\u3069\u306fBigQuery\u306b\u84c4\u7a4d\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u4e00\u65b9\u3067\u3001\u5e83\u544a\u914d\u4fe1\u306e\u30ed\u30b0\u3084\u305d\u308c\u3092\u96c6\u8a08\u3057\u305f\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5b66\u7fd2\u3067\u4f7f\u7528\u3057\u305f\u3044\u30c7\u30fc\u30bf\u306f\u4e3b\u306b\u30aa\u30f3\u30d7\u30ec\u74b0\u5883\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u84c4\u7a4d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u7d4c\u7def\u3067\u793e\u5185\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u304b\u3089BigQuery\u3078\u306e\u8ee2\u9001\u51e6\u7406\u304c\u5fc5\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306e\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306b\u3064\u3044\u3066\u306e\u8a18\u4e8b\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3053\u3061\u3089\u3082\u4f75\u305b\u3066\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fdevelopers.microad.co.jp%2Fentry%2F2024%2F02%2F16%2F180000\" title=\"Vertex AI Pipelines\u3092\u7528\u3044\u305fML\u30d0\u30c3\u30c1\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u8a2d\u8a08 - MicroAd Developers Blog\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/developers.microad.co.jp\/entry\/2024\/02\/16\/180000\">developers.microad.co.jp<\/a><\/cite><\/p>\n<h2 id=\"\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u74b0\u5883\">\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u74b0\u5883<\/h2>\n<h3 id=\"Spark\">Spark<\/h3>\n<p>PySpark\u3001\u3055\u3089\u306b\u8a00\u3048\u3070Spark Connect\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u308c\u305e\u308c\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\n<ul>\n<li>Python 3.11<\/li>\n<li>PySpark 3.5.1<\/li>\n<\/ul>\n<\/li>\n<li>Spark Connect server\n<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u30b3\u30fc\u30c9\u306e\u4f8b\u306fPython + PySpark\uff08Spark Connect\uff09\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u8a2d\u5b9a\u5185\u5bb9\u7b49\u306fSpark\u3067\u3082\u6982\u306d\u540c\u3058\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Spark Connect server\u306fKubernetes\u30af\u30e9\u30b9\u30bf\u4e0a\u3067\u8d77\u52d5\u3055\u305b\u307e\u3059\u3002<\/p>\n<h3 id=\"spark-bigquery-connector\">spark-bigquery-connector<\/h3>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/GoogleCloudDataproc\/spark-bigquery-connector\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306e\u300cDownloading and Using the Connector\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u8868\u3092\u898b\u308b\u3068\u3001jar\u6bce\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308bSpark\u3084Scala\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u308f\u304b\u308a\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f<code>Scala 2.13<\/code>\u3068<code>Spark 3.5<\/code>\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\u304c\u3001\u3053\u3053\u306f\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u9078\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u5b9f\u969b\u306b\u4f7f\u7528\u3057\u305f\u306e\u306f<code>com.google.cloud.spark:spark-bigquery-with-dependencies_2.13:0.41.0<\/code>\u3067\u3059\u3002<br \/>\n<code>0.41.0<\/code>\u306e\u90e8\u5206\u306f\u691c\u8a3c\u6642\u70b9\u3067\u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u691c\u8a3c\u6642\u306b\u30dd\u30a4\u30f3\u30c8\u3068\u306a\u3063\u305f\u306e\u304c\u3001\u4f9d\u5b58\u3082\u542b\u3080\uff08<code>spark-bigquery-with-dependencies<\/code>\uff09jar\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306ejar\u306fSpark Connect server\u3067\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u30af\u30e9\u30b9\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u914d\u7f6e\u3057\u305f\u72b6\u614b\u3067Docker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u305d\u306e\u4ed6\u306ejar\">\u305d\u306e\u4ed6\u306ejar<\/h3>\n<p>spark-bigquery-connector\u4ee5\u5916\u306b\u4f7f\u7528\u3057\u305fjar\u306f\u4ee5\u4e0b\u3067\u3059\u3002<br \/>\n\u3053\u3061\u3089\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306f\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u9078\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li><code>com.google.cloud.bigdataoss:gcs-connector:hadoop3-2.2.26:jar:shaded<\/code><\/li>\n<li><code>org.apache.spark:spark-avro_2.13:3.5.1<\/code><\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u304c\u5fc5\u8981\u3068\u306a\u3063\u305f\u7406\u7531\u306f\u5f8c\u8ff0\u3057\u307e\u3059\u3002<br \/>\n\u3053\u3061\u3089\u3082\u4f9d\u5b58\u3092\u542b\u3080\uff08<code>shaded<\/code>\uff09jar\u3092\u4f7f\u7528\u3059\u308b\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306ejar\u3082Spark Connect server\u3067\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u30af\u30e9\u30b9\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u914d\u7f6e\u3057\u305f\u72b6\u614b\u3067Docker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"BigQuery\u3078\u306e\u8ee2\u9001\">BigQuery\u3078\u306e\u8ee2\u9001<\/h2>\n<h3 id=\"\u66f8\u304d\u8fbc\u307f\u65b9\u6cd5\u306e\u6307\u5b9a\">\u66f8\u304d\u8fbc\u307f\u65b9\u6cd5\u306e\u6307\u5b9a<\/h3>\n<p>BigQuery\u3078\u306e\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u8fbc\u307f\u65b9\u6cd5\u306f<code>writeMethod<\/code>\u3068\u3044\u3046\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u6307\u5b9a\u3067\u304d\u3001<code>direct<\/code>\u3068<code>indirect<\/code>\u306e2\u7a2e\u985e\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n<code>direct<\/code>\u3067\u306f<a target=\"_blank\" href=\"https:\/\/cloud.google.com\/bigquery\/docs\/write-api\">BigQuery Storage Write API<\/a>\u3092\u4f7f\u3063\u3066BigQuery\u306b\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002<br \/>\n<code>indirect<\/code>\u3067\u306fGCS\uff08Google Cloud Storage\uff09\u30d0\u30b1\u30c3\u30c8\u306bParquet\u3084Avro\u306a\u3069\u306e\u5f62\u5f0f\u3067\u4e00\u5ea6\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u307f\u3001BigQuery\u306e\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u6a5f\u80fd\u3067\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3067\u30c6\u30fc\u30d6\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306b\u306a\u3063\u3066\u3044\u308b<code>indirect<\/code>\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u5fc5\u8981\u306a\u9805\u76ee\">\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u5fc5\u8981\u306a\u9805\u76ee<\/h4>\n<p>\u691c\u8a3c\u6642\u306b\u4ee5\u4e0b\u306e\u9805\u76ee\u306f<code>spark-defaults.conf<\/code>\u306a\u3069\u306b\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-conf\" data-lang=\"conf\" data-unlink=\"\">spark.hadoop.fs.gs.impl com.google.cloud.hadoop.fs.gcs.GoogleHadoopFileSystem\nspark.hadoop.google.cloud.auth.service.account.enable true\nspark.hadoop.google.cloud.auth.service.account.json.keyfile \/path\/to\/keyfile.json\n<\/pre>\n<p><code>indirect<\/code>\u3067\u306fGCS\u7d4c\u7531\u3067BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u306e\u3067\u3001Spark\u3068\u3057\u3066\u306fGCS\u30d0\u30b1\u30c3\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u3080\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u306e\u66f8\u304d\u8fbc\u307f\u306b<code>com.google.cloud.bigdataoss:gcs-connector:hadoop3-2.2.26:jar:shaded<\/code>\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u8a2d\u5b9a\u306e\u66f8\u304d\u65b9\u304c<a target=\"_blank\" href=\"https:\/\/github.com\/GoogleCloudDataproc\/hadoop-connectors\/tree\/master\/gcs\">Google Cloud Storage Connector for Spark and Hadoop<\/a>\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306a\u3069\u3092\u898b\u3066\u3082\u6b63\u78ba\u306b\u306f\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u8a66\u884c\u932f\u8aa4\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><code>spark.hadoop.google.cloud.auth.service.account.json.keyfile<\/code>\u306b\u3064\u3044\u3066\u306f\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u306eJSON\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u30d1\u30b9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<br \/>\nSpark Connect server\u304b\u3089JSON\u30d5\u30a1\u30a4\u30eb\u3092\u53c2\u7167\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u306e\u3067\u3001Kubernetes\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3068\u3057\u3066JSON\u30d5\u30a1\u30a4\u30eb\u3092\u914d\u7f6e\u3057\u3001\u305d\u308c\u3092Spark Connect server\u306ePod\u3067\u30de\u30a6\u30f3\u30c8\u3057\u3066\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074<\/h3>\n<p>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306e\u66f8\u304d\u8fbc\u307f\u6642\u306e\u30b3\u30fc\u30c9\u4f8b\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u52d5\u4f5c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c6\u30fc\u30d6\u30eb\u304c\u5b58\u5728\u3057\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u4f5c\u6210<\/li>\n<li>\u30c6\u30fc\u30d6\u30eb\u304c\u5b58\u5728\u3057\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u30c7\u30fc\u30bf\u304c\u306a\u3044\u5834\u5408\u306f\u8ffd\u52a0<\/li>\n<li>\u30c6\u30fc\u30d6\u30eb\u304c\u5b58\u5728\u3057\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u30c7\u30fc\u30bf\u304c\u3042\u308b\u5834\u5408\u306f\u4e0a\u66f8\u304d<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001\u8ee2\u9001\u5f8c\u306e\u578b\u306e\u5bfe\u5fdc\u306b\u3064\u3044\u3066\u306f<a target=\"_blank\" href=\"https:\/\/github.com\/GoogleCloudDataproc\/spark-bigquery-connector?tab=readme-ov-file#data-types\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u305d\u3061\u3089\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">\n\n(\n    df.write.format(<span class=\"synConstant\">'bigquery'<\/span>)\n    .option(<span class=\"synConstant\">'parentProject'<\/span>, <span class=\"synConstant\">'xxx-project'<\/span>) \n    .option(<span class=\"synConstant\">'writeMethod'<\/span>, <span class=\"synConstant\">'indirect'<\/span>)\n    .option(<span class=\"synConstant\">'partitionType'<\/span>, <span class=\"synConstant\">'HOUR'<\/span>)    \n    .option(<span class=\"synConstant\">'datePartition'<\/span>, <span class=\"synConstant\">'2025083109'<\/span>)  \n    .option(<span class=\"synConstant\">'partitionExpirationMs'<\/span>, <span class=\"synConstant\">86400000<\/span>)  \n    .option(<span class=\"synConstant\">'temporaryGcsBucket'<\/span>, <span class=\"synConstant\">'xxx-bucket'<\/span>) \n    .option(<span class=\"synConstant\">'intermediateFormat'<\/span>, <span class=\"synConstant\">'avro'<\/span>)   \n    .mode(<span class=\"synConstant\">\"overwrite\"<\/span>)\n    .save(<span class=\"synConstant\">'xxx_dataset.yyy_table'<\/span>)  \n)\n<\/pre>\n<p>\u305d\u308c\u305e\u308c\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u3067\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><code>partitionType<\/code>\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u9078\u3079\u308b\u9078\u629e\u80a2\u3068\u305d\u306e\u3068\u304d\u306e<code>datePartition<\/code>\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th><code>partitionType<\/code><\/th>\n<th><code>datePartition<\/code>\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>HOUR<\/code><\/td>\n<td><code>YYYYMMDDHH<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>DAY<\/code><\/td>\n<td><code>YYYYMMDD<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>MONTH<\/code><\/td>\n<td><code>YYYYMM<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>YEAR<\/code><\/td>\n<td><code>YYYY<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p><code>HOUR<\/code>\u3092\u4f7f\u3046\u5834\u5408\u306e\u307f\u3067\u3059\u304c\u3001BigQuery\u3067\u306f\u6642\u523b\u306fUTC\u57fa\u6e96\u3068\u306a\u308b\u305f\u30819\u6642\u9593\u30ba\u30e9\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3068\u3044\u3046\u70b9\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\n\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306e\u4f8b\u3067\u306f<code>2025083109<\/code>\u3092\u6307\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u65e5\u672c\u6642\u9593\u3067\u306f<code>2025-08-31 18:00:00<\/code>\u76f8\u5f53\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n<code>partitionExpirationMs<\/code>\u306b\u3064\u3044\u3066\u306f\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306e\u6709\u52b9\u671f\u9650\u3092\u8a2d\u5b9a\u3067\u304d\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3059\u304c\u3001<code>datePartition<\/code>\u306e\u65e5\u6642\u304b\u3089<code>partitionExpirationMs<\/code>\u304c\u7d4c\u904e\u3059\u308b\u3068\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u304c\u524a\u9664\u3055\u308c\u308b\u3068\u3044\u3046\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u306a\u3069<code>datePartition<\/code>\u3067\u65e2\u306b\u6709\u52b9\u671f\u9650\u304c\u5207\u308c\u3066\u3044\u308b\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u3092\u767b\u9332\u3057\u305f\u5834\u5408\u306b\u306f\u3059\u3050\u306b\u6d88\u3048\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u73fe\u8c61\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p><code>intermediateFormat<\/code>\u306b\u3064\u3044\u3066\u3001\u4eca\u56de\u306fAvro\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u7406\u7531\u3068\u3057\u3066\u306f<code>ARRAY<struct>&gt;<\/struct><\/code>\u306e\u3088\u3046\u306aComplex\u578b\u3092\u542b\u3080\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u4e2d\u9593\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304cParquet\u3060\u3068\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3067\u3059\u3002<br \/>\njar\u3068\u3057\u3066\u8ffd\u52a0\u3057\u3066\u3044\u308b<code>org.apache.spark:spark-avro_2.13:3.5.1<\/code>\u306f\u3053\u306eAvro\u66f8\u304d\u8fbc\u307f\u306e\u305f\u3081\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3067\u306f\u6307\u5b9a\u3057\u3066\u3044\u307e\u305b\u3093\u304c<code>spark.sql.sources.partitionOverwriteMode<\/code>\u3068\u3044\u3046\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3082\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\nSpark\u306e\u901a\u5e38\u306e\u66f8\u304d\u8fbc\u307f\u6642\u306b\u304a\u3044\u3066\u306f\u3053\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092<code>static<\/code>\u3084<code>dynamic<\/code>\u306e\u3088\u3046\u306b\u5c0f\u6587\u5b57\u3067\u6307\u5b9a\u3057\u3066\u3082\u554f\u984c\u306a\u3044\u306e\u3067\u3059\u304c\u3001<code>spark-bigquery-connector<\/code>\u3067\u306f\u5927\u6587\u5b57\u3057\u304b\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001<code>STATIC<\/code>\u307e\u305f\u306f<code>DYNAMIC<\/code>\u3067\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>GCP\u5916\u306eSpark\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u969b\u306b\u5fc5\u8981\u3068\u306a\u308b\u8a8d\u8a3c\u60c5\u5831\u306e\u8ffd\u52a0\u306a\u3069\u3092\u3084\u308b\u90e8\u5206\u3067\u3064\u307e\u3065\u3044\u305f\u306e\u3067\u3001\u540c\u3058\u3088\u3046\u306a\u4eba\u306e\u52a9\u3051\u306b\u306a\u308c\u3070\u3068\u601d\u3044\u57f7\u7b46\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u3053\u3067\u6319\u3052\u305f\u8a2d\u5b9a\u3084\u69cb\u6210\u306e\u3046\u3061\u7701\u3051\u308b\u3082\u306e\u30fb\u8ffd\u52a0\u3067\u5fc5\u8981\u306a\u3082\u306e\u3082\u74b0\u5883\u306b\u3088\u3063\u3066\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u691c\u8a3c\u3057\u305f\u74b0\u5883\u3067\u306f\u3053\u308c\u3067\u3046\u307e\u304f\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001spark-bigquery-connector\u3092\u4f7f\u3063\u3066BigQuery\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067Spark\u3067\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u306e\u3067\u305d\u3061\u3089\u306f\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u8a18\u4e8b\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = 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class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/developers.microad.co.jp\\\/entry\\\/2025\\\/10\\\/03\\\/180000#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/8027\\\/\"},\"author\":{\"name\":\"info@pokecon.jp\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#\\\/schema\\\/person\\\/16c9f07b1ba984d165d9aee259bda997\"},\"headline\":\"GCP\u5916\u306eSpark\u304b\u3089BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b &#8211; MicroAd Developers 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