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https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:321: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:326: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:342: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:349: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:366: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:381: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:388: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:414: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:421: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:436: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:462: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:469: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:484: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:500: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/it.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/it.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/it.yml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/it.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/it.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/it.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/populate-it-data.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/populate-it-data.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/populate-it-data.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/populate-it-data.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/populate-it-data.yml:28: update your 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GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-gh-site.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/publish-gh-site.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-gh-site.yml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/publish-gh-site.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-gh-site.yml:43: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/publish-gh-site.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-gh-site.yml:56: update your workflow using https://app.stepsecurity.io/secureworkflow/spotify/scio/publish-gh-site.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish-gh-site.yml:67: update your workflow using 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Integration](https://github.com/spotify/scio/actions/workflows/ci.yml/badge.svg)](https://github.com/spotify/scio/actions/workflows/ci.yml)\n[![codecov.io](https://codecov.io/github/spotify/scio/coverage.svg?branch=master)](https://codecov.io/github/spotify/scio?branch=master)\n[![GitHub license](https://img.shields.io/github/license/spotify/scio.svg)](./LICENSE)\n[![Maven Central](https://img.shields.io/maven-central/v/com.spotify/scio-core_2.12.svg)](https://maven-badges.herokuapp.com/maven-central/com.spotify/scio-core_2.12)\n[![Scaladoc](https://img.shields.io/badge/scaladoc-latest-blue.svg)](https://spotify.github.io/scio/api/com/spotify/scio/index.html)\n[![Scala Steward badge](https://img.shields.io/badge/Scala_Steward-helping-brightgreen.svg?style=flat\u0026logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAA4AAAAQCAMAAAARSr4IAAAAVFBMVEUAAACHjojlOy5NWlrKzcYRKjGFjIbp293YycuLa3pYY2LSqql4f3pCUFTgSjNodYRmcXUsPD/NTTbjRS+2jomhgnzNc223cGvZS0HaSD0XLjbaSjElhIr+AAAAAXRSTlMAQObYZgAAAHlJREFUCNdNyosOwyAIhWHAQS1Vt7a77/3fcxxdmv0xwmckutAR1nkm4ggbyEcg/wWmlGLDAA3oL50xi6fk5ffZ3E2E3QfZDCcCN2YtbEWZt+Drc6u6rlqv7Uk0LdKqqr5rk2UCRXOk0vmQKGfc94nOJyQjouF9H/wCc9gECEYfONoAAAAASUVORK5CYII=)](https://scala-steward.org)\n\n\u003cimg src=\"https://raw.github.com/spotify/scio/master/site/src/main/paradox/images/scio.png\" alt=\"Scio Logo\" width=\"250\"/\u003e\n\n\u003e Ecclesiastical Latin IPA: /ˈʃi.o/, [ˈʃiː.o], [ˈʃi.i̯o]\n\u003e Verb: I can, know, understand, have knowledge.\n\nScio is a Scala API for [Apache Beam](http://beam.incubator.apache.org/) and [Google Cloud Dataflow](https://github.com/GoogleCloudPlatform/DataflowJavaSDK) inspired by [Apache Spark](http://spark.apache.org/) and [Scalding](https://github.com/twitter/scalding).\n\n# Features\n\n- Scala API close to that of Spark and Scalding core APIs\n- Unified batch and streaming programming model\n- Fully managed service\u003csup\u003e\\*\u003c/sup\u003e\n- Integration with Google Cloud products: Cloud Storage, BigQuery, Pub/Sub, Datastore, Bigtable\n- Avro, Cassandra, Elasticsearch, gRPC, JDBC, neo4j, Parquet, Redis, [TensorFlow](http://tensorflow.org/) IOs\n- Interactive mode with Scio REPL\n- Type safe BigQuery\n- Integration with [Algebird](https://github.com/twitter/algebird) and [Breeze](https://github.com/scalanlp/breeze)\n- Pipeline orchestration with [Scala Futures](http://docs.scala-lang.org/overviews/core/futures.html)\n- Distributed cache\n\n\u003csup\u003e\\*\u003c/sup\u003e provided by Google Cloud Dataflow\n\n# Quick Start\n\nDownload and install the Java Development Kit (JDK) version 11 or higher,\neg. [adoptium](https://adoptium.net/index.html) or [corretto](https://aws.amazon.com/corretto/).\n\nInstall [sbt](https://www.scala-sbt.org/1.x/docs/Setup.html).\n\nUse our [giter8 template](https://github.com/spotify/scio.g8) to quickly create a new Scio job repository:\n\n`sbt new spotify/scio.g8`\n\nSwitch to the new repo (default `scio-job`) and build it:\n\n```\ncd scio-job\nsbt stage\n```\n\nRun the included word count example:\n\n`target/universal/stage/bin/scio-job --output=wc`\n\nList result files and inspect content:\n\n```\nls -l wc\ncat wc/part-00000-of-00004.txt\n```\n\n# Documentation\n\n[Getting Started](https://spotify.github.io/scio/Getting-Started.html) is the best place to start with Scio. If you are new to Apache Beam and distributed data processing, check out the [Beam Programming Guide](https://beam.apache.org/documentation/programming-guide/) first for a detailed explanation of the Beam programming model and concepts. If you have experience with other Scala data processing libraries, check out this comparison between [Scio, Scalding and Spark](https://spotify.github.io/scio/Scio,-Scalding-and-Spark.html).\n\nExample Scio pipelines and tests can be found under [scio-examples](https://github.com/spotify/scio/tree/master/scio-examples/src). A lot of them are direct ports from Beam's Java [examples](https://github.com/apache/beam/tree/master/examples). See this [page](http://spotify.github.io/scio/examples/) for some of them with side-by-side explanation. Also see [Big Data Rosetta Code](https://github.com/spotify/big-data-rosetta-code) for common data processing code snippets in Scio, Scalding and Spark.\n\n- [Scio Docs](https://spotify.github.io/scio/) - main documentation site\n- [Scio Scaladocs](http://spotify.github.io/scio/api/) - current API documentation\n- [Scio Examples](http://spotify.github.io/scio/examples/) - examples with side-by-side explanation\n\n# Artifacts\n\nScio includes the following artifacts:\n\n- `scio-avro`: add-on for Avro, can also be used standalone\n- `scio-cassandra*`: add-ons for Cassandra\n- `scio-core`: core library\n- `scio-elasticsearch*`: add-ons for Elasticsearch\n- `scio-extra`: extra utilities for working with collections, Breeze, etc., best effort support\n- `scio-google-cloud-platform`: add-on for Google Cloud IO's: BigQuery, Bigtable, Pub/Sub, Datastore, Spanner\n- `scio-grpc`: add-on for gRPC service calls\n- `scio-jdbc`: add-on for JDBC IO\n- `scio-managed`: add-on for Beam's managed transforms. Includes Iceberg\n- `scio-neo4j`: add-on for Neo4J IO\n- `scio-parquet`: add-on for Parquet\n- `scio-redis`: add-on for Redis\n- `scio-repl`: extension of the Scala REPL with Scio specific operations\n- `scio-smb`: add-on for Sort Merge Bucket operations\n- `scio-snowflake`: add-on for Snowflake IO\n- `scio-tensorflow`: add-on for TensorFlow TFRecords IO and prediction\n- `scio-test`: all following test utilities. Add to your project as a \"test\" dependency\n  - `scio-test-core`: test core utilities\n  - `scio-test-google-cloud-platform`: test utilities for Google Cloud IO's\n  - `scio-test-parquet`: test utilities for Parquet\n\n# License\n\nCopyright 2024 Spotify AB.\n\nLicensed under the Apache License, Version 2.0: http://www.apache.org/licenses/LICENSE-2.0\n","funding_links":[],"categories":["Scala","Big Data","Table of Contents","Beam Wrappers","大数据"],"sub_categories":["Apache Beam \u0026 Dataflow","Dataflow","Big Data"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fspotify%2Fscio","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fspotify%2Fscio","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fspotify%2Fscio/lists"}