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Title:Meltano: Extract & Load with joy
Description:Meltano is an open source data movement tool built for data engineers that gives them complete control and visibility of their pipelines.
HTML Size:659 KB
Markdown Size:9 KB
Fetched At:September 19, 2025

Page Structure

h1Extract & Load with joy
h2Meltano gives data engineers control and visibility of their pipelines
h5Sources
h5Destinations
h2Your data, where you want it the way you want it
h4Reduce cost
h4Increase efficiency
h4Centralize movement
h4Remove constraints
h3Customizable
h5Manage all your pipelines in one place
h3Transparent
h5Know exactly what's going on
h3Versionable
h5Increase productivity and collaboration
h3Testable
h5Make changes with confidence
h3Programmable
h5Integrate deeply with your product
h2One tool for all your data movement needs
h4Databases and warehouses
h4Internal and niche APIs
h4Files and spreadsheets
h4SaaS apps and APIs
h4Join 4,500+ on Slack
h4Contribute on GitHub
h2The latest in Meltano& data engineering
h5Data consultants, are you already productizing your services?
h5We’re bringing powerful data engineering capabilities to software teams with Arch
h5Meltastic by Meltano: September 2023 Edition
h2Intrigued?

Markdown Content

Meltano: Extract & Load with joy

- Product

- The only EL tool built for data engineers

No more point-and-click-and-cross-your-fingers. Build data pipelines that fit exactly to your needs.

Overview

The only EL tool built for data engineers
- Build a connector for any data source

The Meltano SDK lets you easily built Singer connectors for custom, niche, and internal sources

Meltano/SDK

Build a connector for any data source under the sun
- Integrate any existing data tool for any data source

The Meltano EDK is the fastest way to build custom extensions and utilities for Meltano.

Meltano/EDK

Integrate any existing data tool for any data source
- The joy of creating

Everything you need and more to move, transform, and explore your data. Connectors for 600+ sources and destinations.

Meltano/Hub

Connectors for 600+ sources and destinations
- Pricing
- Pricing

- Pricing

Meltano is an open source project by Arch

Pricing

Open source and free to use, with paid support options
- Resources

- Meltano at a glance

Learn how to use Meltano, how Meltano is built, and where to get started

Documentation

Learn how to use Meltano and where to get started
- Join the Melty Crew!

Join 5,500+ data professionals on Slack and GitHub

Community

Join 5,500+ data professionals on Slack and GitHub
- The latest in Meltano & data engineering

Meltano updates, data engineering trends, tutorials, and other data musings

Blog

Stay up to date on Meltano & data engineering
- Meltano Partners

Bring in help to build connectors and take Meltano into production

Partners

Bring in help to build connectors and take Meltano into production
- Company

- About Meltano

Meltano is an open source project by Arch

About

Meltano is an open source project by Arch

Get started

# Extract & Load
*with joy*

CLI & version control for ELT without limitations

Try live demoInstall open source

Loved by data teams

## Meltano gives data engineers
*control and visibility*
of their pipelines

No more black box. Let your creativity flow.

##### Sources
##### Destinations

SaaS API

Database

File

Custom Source

Database

Vector DB

Data Warehouse

Data Lake

## Your data, where you want it
*the way you want it*

We've got 100% of your data sources & destinations covered:
Databases, SaaS APIs, raw files, and anything niche or internal

Explore 600+ connectors on Meltano Hub

#### Reduce
*cost*

Pay 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 more

#### Increase
*efficiency*

Build, improve, debug, and fix connectors yourself, without waiting or arguing with support. Support is here to help, not get in your way.

Learn more

#### Centralize
*movement*

Manage all your data pipelines in one place: databases, files, SaaS apps, internal sources, Python scripts, and data tools like dbt.

Learn more

#### Remove
*constraints*

Add that data source. Mask that PII before the warehouse. Tweak that connector. Let other teams contribute pipelines. Go for it!

Learn more

### Customizable
##### Manage all your pipelines in one place

- Custom connectors for niche or internal sources, built with our Meltano SDK
- Custom forks of existing connectors with your own modifications
- Your Python scripts and data tools like dbt

Meltano HubMeltano SDK

Terminal

meltano add extractor tap-postgres

meltano add loader target-snowflake

cookiecutter https://github.com/meltano/sdk \\

\--directory\="cookiecutter/tap-template

\# source\_name: my-api

meltano add \--custom extractor tap-my-api

meltano add utility dbt-snowflake

meltano add \--custom utility my-script.py

meltano run tap-postgres target-snowflake dbt-snowflake

meltano run tap-my-api target-snowflake my-script.py

### Transparent
##### Know exactly what's going on

- Get the full view with detailed pipeline logs
- Inspect the source code of any connector, modify them to your liking, or debug and fix an issue faster than any support agent
- Centrally manage your configuration so anyone can suggest changes

Learn more

Terminal

export 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.git

git clone https://github.com/jwills/target-duckdb.git

meltano add \--custom extractor tap-github-fork

\# pip\_url: https://github.com/my-org/tap-github.git

meltano run tap-github-fork target-duckdb

### Versionable
##### Increase productivity and collaboration

- Store your pipelines and their configuration in Git and know exactly what is live at any time
- Roll back to the last known-good configuration if a change accidentally broke something
- Propose changes with confidence and get feedback from your team in pull requests

Learn more

meltano.yml

plugins:

extractors:

\- name: tap\-postgres

config:

host: pg.example.com

user: admin

password: $PG\_PASSWORD

select:

\- users.\*

loaders:

\- name: target\-snowflake

schedules:

\- name: app\-to\-dw

interval: @hourly

extractor: tap\-postgres

loader: target\-snowflake

### Testable
##### Make changes with confidence

- Safely experiment with new pipelines, connectors, and configuration changes on your local machine
- Manually verify the impact of any changes in isolated feature-branch and staging environments
- Automatically test your pipelines in CI, and only deploy to production once everything is green

Learn more

Terminal

git clone https://github.com/my-org/my-meltano-project.git

git checkout \-b update-postgres

meltano config tap-postgres set host new-host.example

meltano select tap-postgres new-table "\*"

meltano run tap-postgres target-snowflake

git commit \-am "Update postgres host and table"

git push origin

gh pr create

### Programmable
##### Integrate deeply with your product

- Let your users directly connect data sources and manage pipelines from your application code
- Define pipeline templates and dynamically instantiate them based on API credentials in your database
- Configure connectors at runtime using environment variables or a dynamically generated config file

Learn more

meltano.yml

plugins:

extractors:

\- name: tap\-shopify

\- name: tap\-postgres\-\-shopify\-configs

inherit\_from: tap\-postgres

select:

\- shopify\_configs.\*

loaders:

\- name: target\-snowflake

schedules:

\- name: sync\-all\-shopify

interval: @hourly

config\_source:

tap-shopify: tap\-postgres\-\-shopify\-configs

extractor: tap\-shopify

loader: target\-snowflake

## One tool for all your
*data movement* needs

No more point-and-click-and-cross-your-fingers.
Build data pipelines that fit exactly to your needs

#### Databases and warehouses

Painlessly 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 action

#### Internal and niche APIs

Quickly 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 tool

#### Files and spreadsheets

Extract 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 tool

#### SaaS apps and APIs

Choose 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 action

#### *Join* 4,500+
on Slack
Chat and learn from other users

#### *Contribute*
on GitHub
View code and issue tracker

## *The latest* in Meltano
& data engineering

Community

Data and Analytics

##### Data consultants, are you already productizing your services?

Product

##### We’re bringing powerful data engineering capabilities to software teams with Arch

Data and Analytics

##### Meltastic by Meltano: September 2023 Edition

Get more data engineering insights

## Intrigued?

You haven’t seen nothing yet!

Try live demoInstall open source

Stay current with all things Meltano

Subscribe

Product

- Overview

The only EL tool built for data engineers
- Meltano/SDK

Build a connector for any data source under the sun
- Meltano/EDK

Integrate any existing data tool for any data source
- Meltano/Hub

Connectors for 600+ sources and destinations

Resources

- Documentation

Learn how to use Meltano and where to get started
- Community

Join 5,500+ data professionals on Slack and GitHub
- Blog

Stay up to date on Meltano & data engineering
- Partners

Bring in help to build connectors and take Meltano into production

Company

- About

Meltano is an open source project by Arch

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