{"id":65402,"date":"2024-06-06T13:53:02","date_gmt":"2024-06-06T10:23:02","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/practical-way-to-use-aws-glue-with-postgresql-1887\/"},"modified":"2024-06-06T13:53:02","modified_gmt":"2024-06-06T10:23:02","slug":"practical-way-to-use-aws-glue-with-postgresql-1887","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/practical-way-to-use-aws-glue-with-postgresql-1887\/","title":{"rendered":"\u0631\u0648\u0634 \u0639\u0645\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0633\u0628 AWS \u0628\u0627 Postgresql"},"content":{"rendered":"<div data-article-id=\"1878843\" id=\"article-body\">\n<p>AWS Glue \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f \u0645\u062d\u0648\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0622\u0645\u0627\u0632\u0648\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062e\u062f\u0645\u0627\u062a \u0648\u0628 \u0622\u0645\u0627\u0632\u0648\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u062f \u0631\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0622\u0646 \u06a9\u062f \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062d\u0628\u0648\u0628 ETL\u060c Glue \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 PostgreSQL\u060c \u06a9\u0647 \u06cc\u06a9 RDBMS \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u0633\u062a\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0686\u0633\u0628 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc ETL (Extract, Transform, Load) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><\/p>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0635\u0631\u06cc \u0622\u0646\u060c \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 ETL \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmbn40xnmhpsg3uwkphah.png\" alt=\"\u062c\u0632\u0626\u06cc\u0627\u062a \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0628\u0635\u0631\u06cc\" loading=\"lazy\" width=\"800\" height=\"575\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u06a9\u0627\u0631 ETL \u06a9\u0647 \u0628\u0647 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc S3 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc PostgreSQL \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0641\u0642\u0637 \u0628\u0647 \u0686\u0646\u062f \u06a9\u0644\u06cc\u06a9 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5k7tfwpke99sdnkzo7ge.png\" alt=\"\u062c\u0632\u0626\u06cc\u0627\u062a \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0628\u0635\u0631\u06cc 2\" loading=\"lazy\" width=\"800\" height=\"366\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u06a9\u0627\u0631 ETL \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0646\u0627\u0633\u0628\u060c \u0628\u0627\u06cc\u062f \u062a\u0645\u0627\u0645 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0647 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062e\u0631\u0648\u062c\u06cc \u062e\u0648\u062f \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0647 \u0635\u0641\u062d\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0633\u0648\u0626\u06cc\u0686 \u06a9\u0646\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fx85homi5ggvlca8d2ia7.png\" alt=\"\u0635\u0641\u062d\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\" loading=\"lazy\" width=\"800\" height=\"134\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import sys\nfrom awsglue.transforms import *\nfrom awsglue.utils import getResolvedOptions\nfrom pyspark.context import SparkContext\nfrom awsglue.context import GlueContext\nfrom awsglue.job import Job\nimport boto3\n\n# Initialize Glue context and job\nargs = getResolvedOptions(sys.argv, ['JOB_NAME'])\nsc = SparkContext()\nglueContext = GlueContext(sc)\nspark = glueContext.spark_session\njob = Job(glueContext)\njob.init(args['JOB_NAME'], args)\n\n# Read data from S3\ns3_path=\"s3:\/\/your-S3-REPO\/\"\ndatasource = glueContext.create_dynamic_frame.from_options(\n    connection_type=\"s3\",\n    connection_options={\"paths\": [s3_path]},\n    format=\"csv\",  # Adjust format as necessary\n    format_options={\"withHeader\": True, \"separator\": \",\"}\n)\n\ndatasource.printSchema()\n\n# Transform data if needed (this is a simple pass-through in this example)\ntransformed = ApplyMapping.apply(\n    frame = datasource, \n    mappings = [\n        (\"id\", \"string\", \"id\", \"int\"),\n        (\"name\", \"string\", \"name\", \"string\"),\n        (\"age\", \"string\", \"age\", \"int\")\n    ]\n)\n\ntransformed.printSchema()\n\n# Write data to PostgreSQL\nglueContext.write_dynamic_frame.from_options(\n    frame = transformed,\n    connection_type = \"postgresql\",\n    connection_options = {\n        \"url\": \"jdbc:postgresql:\/\/your-PostgresqlDB-Endpoint\",\n        \"dbtable\": \"your_table\",\n        \"user\": \"your-Posgresql-User\",\n        \"password\": \"your-Posgresql-Password\"\n    }\n)\n\n# Commit the job\njob.commit()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0648 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0628\u0627 \u0641\u0631\u0645\u062a CSV \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>id,name,age\n1,John Doe,30\n2,Jane Smith, 15\n3,Bob Yellow,20\n4,Roshan Brown,18\n5,Bam Black,55\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0627\u0631 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u06cc\u062f \u062a\u0627 \u062a\u0645\u0627\u0645 \u0634\u0648\u062f.  \u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u0648\u0641\u0642\u06cc\u062a\u060c \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2tkr88e38s4y2rxif7s3.png\" alt=\"\u0648\u0636\u0639\u06cc\u062a \u06a9\u0627\u0631 \u0686\u0633\u0628 AWS\" loading=\"lazy\" width=\"456\" height=\"310\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u062e\u0631\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 posgresql \u062e\u0648\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u0645 \u0641\u0639\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0647\u0645\u06cc\u0646 \u0627\u0633\u062a.  \u062f\u0631 \u0645\u0648\u0631\u062f 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