Apache Airflow
Apache Airflow is an open-source workflow management platform used to programmatically author, schedule and monitor workflows. It provides a graphical interface to visualize pipelines and integrates with databases and other environments.
scheduling
pipelines
workflows
data-pipelines
etl
Apache Airflow: Open-Source Workflow Management Platform
Apache Airflow is an open-source workflow management platform used to programmatically author, schedule and monitor workflows. It provides a graphical interface to visualize pipelines and integrates with databases and other environments.
What is Apache Airflow?
Apache Airflow is an open-source workflow management platform created by Airbnb in 2015. It is used to programmatically author, schedule and monitor workflows. Airflow provides a graphical interface to visualize pipelines, dependencies between tasks, and monitor the workflow.
Some key features and benefits of Apache Airflow include:
- Directed Acyclic Graphs (DAGs) - Allows you to author workflows as code. The pipelines are defined as Python code making them portable and versionable.
- Extensibility - It has an open plugin framework allowing you to customize it for different environments. There are also hundreds of community contributed operators and hooks.
- Scalability - Airflow leverages the computing capabilities of the underlying infrastructure. It can handle high volume, frequency, complexity, and variety of tasks.
- Portability - Airflow pipelines are defined via code making the environment agnostic. You can run it on-premise or on any cloud provider.
- Monitoring - Built-in interfaces to track status of tasks and workflows with logs, task durations, slack alerts and emails.
Overall, Apache Airflow is designed to make workflow management easier through code. It is a popular platform used by companies for data pipelines and ETL workflows.
Apache Airflow Features
Features
- Directed Acyclic Graphs (DAGs) - modeling workflows as code
- Dynamic task scheduling
- Extensible plugins
- Integration with databases, S3, and other environments
- Monitoring, alerting, and logging
- Scalable - handles data pipelines across organizations
- Web server & UI to visualize pipelines
Pricing
- Open Source
Pros
Open source and free
Active community support
Modular and customizable
Robust scheduling capabilities
Integration with many services and databases
Scales to large workflows
Cons
Steep learning curve
Can be complex to set up and manage
Upgrades can break DAGs
No native support for real-time streaming
UI and API need improvement
Official Links
The Best Apache Airflow Alternatives
Top Ai Tools & Services and Workflow Management and other similar apps like Apache Airflow
Here are some alternatives to Apache Airflow:
Suggest an alternative ❐
N8n.io
n8n.io is an open source workflow automation server that allows you to connect different services together through a visual interface. It provides over 250 pre-built nodes for services like Twitter, Gmail, Dropbox, Salesforce and more that you can easily connect together to automate tasks and workflows.Some key features and benefits...
RunDeck
RunDeck is an open source automation server used to run jobs, processes, and workflows across multiple machines. It allows you to schedule all kinds of tasks, including:Ad hoc scriptsSystem administrationBig data workflowsKey features include:Job scheduling and dispatchResource modeling (create an inventory of nodes)Role-based access controlIntegrations (SSH, LDAP, Active Directory)Remote execution...
Relay - Workflow Automation
Relay is a flexible and powerful workflow automation platform for streamlining business operations and improving efficiencies. With an intuitive drag-and-drop interface, Relay makes it easy for anyone to build custom workflows that connect data, apps, and teams across the organization.Key capabilities and benefits of Relay include:Connects seamlessly to popular business...
Airplane
Airplane is a free and open source web browser that focuses on speed, simplicity, and privacy protection. Based on Chromium, Airplane strips away unnecessary features and clutter, resulting in a clean interface where webpages load swiftly without getting bogged down by ads, trackers, and other cruft.Out of the box, Airplane...
Kestra
Kestra is an all-in-one digital marketing platform created specifically to meet the needs of marketing agencies and entrepreneurs. It brings together essential tools like analytics, lead generation, email marketing, landing pages, and more onto a single platform to streamline marketing campaigns.Some key features of Kestra include:Integrated website analytics to track...
Luigi
Luigi is an open source Python package that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization, handling failures, command line integration, and much more.Some key features of Luigi:Built on top of Python, so it is easy to integrate into your existing Python workflows...
Metaflow
Metaflow is an open-source Python library that helps data scientists build and manage real-life data science projects. It provides an easy-to-use abstraction layer for data scientists to develop robust and reproducible pipelines, track experiments, visualize results, and deploy machine learning models to production.Some key features of Metaflow include:Simplified pipeline construction...
Ctfreak
Ctfreak is an open-source CTF (Capture The Flag) platform designed specifically for hosting cybersecurity competitions and challenges. It provides all the necessary features and tools to create an engaging CTF event.With Ctfreak, users can create various categories and types of challenges including reverse engineering, web exploitation, cryptography, forensics, binary exploitation,...
Apache Oozie
Apache Oozie is an open source workflow scheduler system to manage Hadoop jobs. It is designed to run workflow jobs which represent a directed acyclic graph (DAG) of actions. Oozie workflows are written in hPDL (a XML Process Definition Language) and runs job instances based on the workflow definitions.Key capabilities...
Cronicle
Cronicle is an open-source web-based cron job scheduler and task automation tool. It provides an intuitive graphical interface to create, view, edit, and monitor cron jobs without needing access to the server's crontab.Key features of Cronicle include:Easy cron job creation and management through the web UIScheduling based on minutes, hours,...
StackStorm
StackStorm is an open-source event-driven automation platform for auto-remediation, security responses, troubleshooting, and more. It provides integration with common infrastructure components and easy ways to trigger automated workflows based on system events. Key features include:Flexible workflow engine based on automation actions to trigger responses and remediationsIntegration with monitoring tools, infrastructure,...
Azkaban
Azkaban is an open source batch workflow job scheduler created at LinkedIn in 2012. It is used to schedule and run Hadoop jobs, manage dependencies between jobs and prevent jobs from failing or running simultaneously. Azkaban provides an easy to use web user interface to create and schedule workflows and...
