Software Alternatives, Accelerators & Startups

Amazon ECS VS Luigi

Compare Amazon ECS VS Luigi and see what are their differences

Amazon ECS logo Amazon ECS

Amazon EC2 Container Service is a highly scalable, high-performance​ container management service that supports Docker containers.

Luigi logo Luigi

Luigi is a Python module that helps you build complex pipelines of batch jobs.
  • Amazon ECS Landing page
    Landing page //
    2023-04-05
  • Luigi Landing page
    Landing page //
    2023-10-08

Amazon ECS videos

Amazon ECS: Core Concepts

Luigi videos

Luigi's Mansion 3 Review

More videos:

  • Review - Luigi's Mansion 3 Review
  • Review - Luigi's Mansion 3 - REVIEW (Nintendo Switch)

Category Popularity

0-100% (relative to Amazon ECS and Luigi)
Developer Tools
100 100%
0% 0
Workflow Automation
0 0%
100% 100
Cloud Hosting
100 100%
0% 0
Workflows
0 0%
100% 100

User comments

Share your experience with using Amazon ECS and Luigi. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare Amazon ECS and Luigi

Amazon ECS Reviews

The Top 7 Kubernetes Alternatives for Container Orchestration
Amazon ECS is a flexible, high-performing, scalable container management solution compatible with Docker containers that let you run your applications on a controlled group of Amazon EC2 instances. Through Amazon ECS, you don’t have to set up and manage the cluster’s management infrastructure or set up tasks. You can use the management tools of AWS Console or SDKs, AWS CLI...
Top 10 Best Container Software in 2022
If you are looking for great backup recovery and building cloud-native applications, then AWS Fartgate is one of the best tools. If you initially want to do POCs without investing much in infrastructure, then Amazon ECS is a good choice because of its pay per use pricing model.

Luigi Reviews

5 Airflow Alternatives for Data Orchestration
In this blog post, we will discuss five alternatives to manage workflows: Prefect, Dagster, Luigi, Mage AI, and Kedro. These tools can be used for any field, not just limited to data engineering. By understanding these tools, you'll be able to choose the one that best suits your data and machine learning workflow needs.
Top 8 Apache Airflow Alternatives in 2024
Even though Airflow and Luigi have much in common (open-source projects, Python used, Apache license), they have slightly different approaches to data workflow management. The first thing is that Luigi prevents tasks from running individually, which limits scalability. Moreover, Luigi’s API implements fewer features than that of Airflow, which might be especially difficult...
Source: blog.skyvia.com
10 Best Airflow Alternatives for 2024
Among a popular choice for an Apache Airflow alternative is Luigi. It is a Python package that handles long-running batch processing. This means that it manages the automatic execution of data processing processes on several objects in a batch. A data processing job may be defined as a series of dependent tasks in Luigi.
Source: hevodata.com
Python & ETL 2020: A List and Comparison of the Top Python ETL Tools
When does Luigi make sense? If you need to automate simple ETL processes (like logs) Luigi can handle them rapidly and without much setup. When it comes to complex tasks, Luigi is limited by its strict pipeline-like structure.
Source: www.xplenty.com
Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX
Luigi enables you to define your pipeline by child classes of Task with 3 class methods (requires, output, run) in Python code.
Source: medium.com

Social recommendations and mentions

Based on our record, Amazon ECS should be more popular than Luigi. It has been mentiond 46 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Amazon ECS mentions (46)

  • Hosting an Angular application in a Docker container on Amazon EC2 deployed by Amazon ECS
    In this article, a WEB application using the latest version of Angular in a built Docker image will be hosted on Amazon EC2 (Elastic Compute Cloud) and deployed by Amazon ECS (Elastic Container Service) using an Amazon ECR (Elastic Container Registry) containers repository. - Source: dev.to / 3 months ago
  • Serverless Data Processor using AWS Lambda, Step Functions and Fargate on ECS (with Rust 🦀🦀)
    You can use this in a couple of ways on AWS including with the Elastic Container Service (ECS) https://aws.amazon.com/ecs/ or within an Elastic Kuberneters Service (EKS) cluster. When used with EKS you will need to have an always on EKS control plane which will cost you money. - Source: dev.to / 5 months ago
  • Fun with Avatars: Containerize the app for deployment & distribution | Part. 2
    Container Orchestration tools: These are used to automate the deployment, scaling, monitoring, and management of containerized applications. These tools simplify the complexities of managing and coordinating containers across a cluster of machines. They include Kubernetes, Docker Swarm, Amazon ECS, Microsoft AKS, Google Kubernetes Engine (GKE), etc. - Source: dev.to / 5 months ago
  • ECS vs Kubernetes: A Complete Comparison
    Amazon Elastic Container Service (ECS) is a fully managed container orchestration service that helps you to deploy, manage, and scale containerized applications. ECS provides a simple way to run Docker containers on AWS, without the need to set up and manage your own container infrastructure. - Source: dev.to / 6 months ago
  • Building and Deploying a Minimal API on AWS ECS/Fargate using Terraform
    After the image has been uploaded to the created ECR repository, the terraform script which will be used to deploy the container on Amazon Elastic Container service Amazon ECS is then created. - Source: dev.to / 11 months ago
View more

Luigi mentions (9)

  • Ask HN: What is the correct way to deal with pipelines?
    I agree there are many options in this space. Two others to consider: - https://airflow.apache.org/ - https://github.com/spotify/luigi There are also many Kubernetes based options out there. For the specific use case you specified, you might even consider a plain old Makefile and incrond if you expect these all to run on a single host and be triggered by a new file... - Source: Hacker News / 9 months ago
  • In the context of Python what is a Bob Job?
    Maybe if your use case is “smallish” and doesn’t require the whole studio suite you could check out apscheduler for doing python “tasks” on a schedule and luigi to build pipelines. Source: almost 2 years ago
  • Lessons Learned from Running Apache Airflow at Scale
    What are you trying to do? Distributed scheduler with a single instance? No database? Are you sure you don't just mean "a scheduler" ala Luigi? https://github.com/spotify/luigi. - Source: Hacker News / about 2 years ago
  • Apache Airflow. How to make the complex workflow as an easy job
    It's good to know what Airflow is not the only one on the market. There are Dagster and Spotify Luigi and others. But they have different pros and cons, be sure that you did a good investigation on the market to choose the best suitable tool for your tasks. - Source: dev.to / over 2 years ago
  • DevOps Fundamentals for Deep Learning Engineers
    MLOps is a HUGE area to explore, and not surprisingly, there are many startups showing up in this space. If you want to get it on the latest trends, then I would look at workflow orchestration frameworks such as Metaflow (started off at Netflix, is now spinning off into its own enterprise business, https://metaflow.org/), Kubeflow (used at Google, https://www.kubeflow.org/), Airflow (used at Airbnb,... Source: over 2 years ago
View more

What are some alternatives?

When comparing Amazon ECS and Luigi, you can also consider the following products

Docker - Docker is an open platform that enables developers and system administrators to create distributed applications.

Apache Airflow - Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.

Google Kubernetes Engine - Google Kubernetes Engine is a powerful cluster manager and orchestration system for running your Docker containers. Set up a cluster in minutes.

Kestra.io - Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.

OpenShift Container Platform - Red Hat OpenShift Container Platform is the secure and comprehensive enterprise-grade container platform based on industry standards, Docker and Kubernetes.

Dagster - The cloud-native open source orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming model, and best-in-class testability.