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  5. Astronomer vs Dagster

Astronomer vs Dagster

OverviewComparisonAlternatives

Overview

Astronomer
Astronomer
Stacks26
Followers47
Votes0
Dagster
Dagster
Stacks27
Followers17
Votes0
GitHub Stars14.3K
Forks1.9K

Astronomer vs Dagster: What are the differences?

Astronomer and Dagster are two popular tools used in the field of data engineering and pipeline management. While both tools serve similar purposes, there are several key differences between them.
  1. Cloud-Native Approach: Astronomer primarily focuses on providing cloud-native Apache Airflow deployments. It offers a managed platform that automates the deployment, management, and scaling of Airflow instances on cloud providers like AWS, Azure, and Google Cloud Platform. On the other hand, Dagster is a more general-purpose data orchestrator that is cloud-agnostic and can be deployed on any infrastructure.

  2. Data Flow Paradigm: Astronomer is built around the concept of Directed Acyclic Graphs (DAGs), where tasks are represented as nodes and dependencies are represented as edges. It follows a more traditional ETL (Extract, Transform, Load) data flow paradigm. In contrast, Dagster uses a data-centric approach where data itself is the primary abstraction, and data transformations are defined as solid functions. This allows for a more modular and composable design of data pipelines.

  3. Developer Workflow: Astronomer focuses on providing a user-friendly UI and a low-code development experience. It offers a graphical interface for designing DAGs and managing pipeline configurations. Dagster, on the other hand, is designed to be developer-centric and offers a powerful programming model. Developers can define their pipelines in Python code using the Dagster API, which provides fine-grained control and flexibility in pipeline construction.

  4. Monitoring and Observability: Astronomer provides a built-in monitoring and observability solution for Airflow deployments. It offers visibility into task statuses, execution logs, and metrics through its UI, making it easy to monitor pipeline performance. Dagster, on the other hand, does not provide a native monitoring solution. However, it integrates well with other monitoring tools and frameworks, allowing users to leverage their preferred monitoring stack.

  5. Built-in Operators and Sensors: Astronomer comes with a wide range of built-in operators and sensors that are commonly used in data workflows. These operators provide out-of-the-box functionality for common tasks like data extraction, transformation, and loading. Dagster, on the other hand, does not provide a built-in library of operators. Instead, it focuses on providing a framework for building custom solid functions that can be composed to create complex data transformations.

  6. Community and Ecosystem: Astronomer has a large and active community of users and contributors. It has a marketplace where users can discover and share reusable DAGs and integrations. In contrast, Dagster is a relatively newer framework with a smaller but growing community. While it may have a smaller ecosystem currently, it offers strong extensibility through its Python API, allowing users to integrate with existing tools and libraries.

In Summary, Astronomer is a cloud-native platform focused on managing Apache Airflow deployments with a graphical UI, while Dagster is a cloud-agnostic data orchestrator with a developer-centric programming model.

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Detailed Comparison

Astronomer
Astronomer
Dagster
Dagster

Astro is the modern data orchestration platform, powered by Apache Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code.

It is an orchestrator that's designed for developing and maintaining data assets, such as tables, data sets, machine learning models, and reports.

-
Manage your data assets with code; A single pane of glass for your data platform; From pull request to production. Effortlessly; Monitor runs across all your jobs in one place with the run timeline view
Statistics
GitHub Stars
-
GitHub Stars
14.3K
GitHub Forks
-
GitHub Forks
1.9K
Stacks
26
Stacks
27
Followers
47
Followers
17
Votes
0
Votes
0
Integrations
No integrations available
Airbyte
Airbyte
Databricks
Databricks
Airflow
Airflow
Fivetran
Fivetran
Jupyter
Jupyter
dbt
dbt

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Surmado

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CBDC Resources

CBDC Resources

CBDC Resources is a data and analytics platform that centralizes global information on Central Bank Digital Currency (CBDC) projects. It provides structured datasets, interactive visualizations, and technology-oriented insights used by fintech developers, analysts, and research teams. The platform aggregates official documents, technical specifications, and implementation details from institutions such as the IMF, BIS, ECB, and national central banks. Developers and product teams use CBDC Resources to integrate CBDC data into research workflows, dashboards, risk models, and fintech applications. Website : https://cbdcresources.com/

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Marketing Dashboards for Agencies and Marketing Teams

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Build powerful marketing dashboards for agencies that combine analytics, SEO, and data sources in one place. Create beautiful client reports in minutes.

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Worklytics: People Analytics Software for a Better Workplace

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Saasco

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