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Meltano: Extract & Load with joyMeltano is an open source data movement tool built for data engineers that gives them complete control and visibility of their pipelines.Meltano: Extract & Load with joyProductThe only EL tool built for data engineersNo more point-and-click-and-cross-your-fingers. Build data pipelines that fit exactly to your needs.OverviewThe only EL tool built for data engineersBuild a connector for any data sourceThe Meltano SDK lets you easily built Singer connectors for custom, niche, and internal sourcesMeltano/SDKBuild a connector for any data source under the sunIntegrate any existing data tool for any data sourceThe Meltano EDK is the fastest way to build custom extensions and utilities for Meltano.Meltano/EDKIntegrate any existing data tool for any data sourceThe joy of creatingEverything you need and more to move, transform, and explore your data. Connectors for 600+ sources and destinations.Meltano/HubConnectors for 600+ sources and destinationsPricingPricingPricingMeltano is an open source project by ArchPricingOpen source and free to use, with paid support optionsResourcesMeltano at a glanceLearn how to use Meltano, how Meltano is built, and where to get startedDocumentationLearn how to use Meltano and where to get startedJoin the Melty Crew!Join 4,500+ data professionals on Slack and GitHubCommunityJoin 4,500+ data professionals on Slack and GitHubThe latest in Meltano & data engineeringMeltano updates, data engineering trends, tutorials, and other data musingsBlogStay up to date on Meltano & data engineeringMeltano PartnersBring in help to build connectors and take Meltano into productionPartnersBring in help to build connectors and take Meltano into productionCompanyAbout MeltanoMeltano is an open source project by ArchAboutMeltano is an open source project by ArchGet startedExtract & Load with joyCLI & version control for ELT without limitationsTry live demoInstall open sourceLoved by data teamsMeltano gives data engineers control and visibility of their pipelinesNo more black box. Let your creativity flow.SourcesDestinationsSaaS APIDatabaseFileCustom SourceDatabaseVector DBData WarehouseData LakeYour data, where you want it the way you want itWe've got 100% of your data sources & destinations covered:Databases, SaaS APIs, raw files, and anything niche or internalExplore 600+ connectors on Meltano HubReduce costPay only for the workloads you run, no matter how much the data volume grows, whether you self-manage or deploy on a managed orchestrator.Learn moreIncrease efficiencyBuild, improve, debug, and fix connectors yourself, without waiting or arguing with support. Support is here to help, not get in your way.Learn moreCentralize movementManage all your data pipelines in one place: databases, files, SaaS apps, internal sources, Python scripts, and data tools like dbt.Learn moreRemove constraintsAdd that data source. Mask that PII before the warehouse. Tweak that connector. Let other teams contribute pipelines. Go for it!Learn moreCustomizableManage all your pipelines in one placeCustom connectors for niche or internal sources, built with our Meltano SDKCustom forks of existing connectors with your own modificationsYour Python scripts and data tools like dbtMeltano HubMeltano SDKTerminalmeltano add extractor tap-postgresmeltano add loader target-snowflake cookiecutter https://github.com/meltano/sdk \--directory="cookiecutter/tap-template# source_name: my-apimeltano add --custom extractor tap-my-api meltano add utility dbt-snowflakemeltano add --custom utility my-script.py meltano run tap-postgres target-snowflake dbt-snowflakemeltano run tap-my-api target-snowflake my-script.pyTransparentKnow exactly what's going onGet the full view with detailed pipeline logsInspect the source code of any connector, modify them to your liking, or debug and fix an issue faster than any support agentCentrally manage your configuration so anyone can suggest changesLearn moreTerminalexport MELTANO_LOG_LEVEL=debug meltano run tap-github target-duckdb cat .meltano/logs/elt/github-to-duckdb-hourly/*/*.log git clone https://github.com/MeltanoLabs/tap-github.gitgit clone https://github.com/jwills/target-duckdb.git meltano add --custom extractor tap-github-fork# pip_url: https://github.com/my-org/tap-github.gitmeltano run tap-github-fork target-duckdbVersionableIncrease productivity and collaborationStore your pipelines and their configuration in Git and know exactly what is live at any timeRoll back to the last known-good configuration if a change accidentally broke somethingPropose changes with confidence and get feedback from your team in pull requestsLearn moremeltano.ymlplugins: extractors: - name: tap-postgres config: host: pg.example.com user: admin password: $PG_PASSWORD select: - users.* loaders: - name: target-snowflakeschedules:- name: app-to-dw interval: @hourly extractor: tap-postgres loader: target-snowflakeTestableMake changes with confidenceSafely experiment with new pipelines, connectors, and configuration changes on your local machineManually verify the impact of any changes in isolated feature-branch and staging environmentsAutomatically test your pipelines in CI, and only deploy to production once everything is greenLearn moreTerminalgit clone https://github.com/my-org/my-meltano-project.gitgit checkout -b update-postgres meltano config tap-postgres set host new-host.examplemeltano select tap-postgres new-table "*"meltano run tap-postgres target-snowflake git commit -am "Update postgres host and table"git push origingh pr createProgrammableIntegrate deeply with your productLet your users directly connect data sources and manage pipelines from your application codeDefine pipeline templates and dynamically instantiate them based on API credentials in your databaseConfigure connectors at runtime using environment variables or a dynamically generated config fileLearn moremeltano.ymlplugins: extractors: - name: tap-shopify - name: tap-postgres--shopify-configs inherit_from: tap-postgres select: - shopify_configs.* loaders: - name: target-snowflakeschedules:- name: sync-all-shopify interval: @hourly config_source: tap-shopify: tap-postgres--shopify-configs extractor: tap-shopify loader: target-snowflakeOne tool for all your data movement needsNo more point-and-click-and-cross-your-fingers.Build data pipelines that fit exactly to your needsDatabases and warehousesPainlessly move data in and out of any database or warehouse: fast imports of large batches plus key-based and log-based (CDC) incremental replication with automatic schema migration. Ensure data security using in-flight filtering and hashing of PII.See it in actionInternal and niche APIsQuickly build a connector for any API using the Meltano SDK: built-in error and rate limit handling plus zero-effort incremental replication. Develop, test, and iterate locally and in staging, and debug using detailed pipeline logs and alerting.Experience the toolFiles and spreadsheetsExtract data from any common or custom file format, stored in S3, (S)FTP, URLs, or cloud drives – with automatic schema migration. Ensure data security using in-flight filtering and hashing of PII, and debug using detailed pipeline logs and alerting.Experience the toolSaaS apps and APIsChoose from the largest connector library of any EL tool, and modify or fix connector behavior without waiting for support. Ensure data security using in-flight filtering and hashing of PII, and debug using detailed pipeline logs and alerting.See it in actionJoin 4,500+ on SlackChat and learn from other usersContribute on GitHubView code and issue trackerThe latest in Meltano& data engineeringCommunityData and AnalyticsData consultants, are you already productizing your services?ProductWe’re bringing powerful data engineering capabilities to software teams with ArchData and AnalyticsMeltastic by Meltano: September 2023 Edition Get more data engineering insightsIntrigued?You haven’t seen nothing yet!Try live demoInstall open sourceStay current with all things MeltanoSubscribeProductOverviewThe only EL tool built for data engineersMeltano/SDKBuild a connector for any data source under the sunMeltano/EDKIntegrate any existing data tool for any data sourceMeltano/HubConnectors for 600+ sources and destinationsResourcesDocumentationLearn how to use Meltano and where to get startedCommunityJoin 4,500+ data professionals on Slack and GitHubBlogStay up to date on Meltano & data engineeringPartnersBring in help to build connectors and take Meltano into productionCompanyAboutMeltano is an open source project by ArchTerms of ServicePrivacy Policy© Arch 2025enen1740813606https://meltano.com

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