Need advice about which tool to choose?Ask the StackShare community!
Celery vs Kestrel: What are the differences?
Introduction:
In this Markdown document, I will provide the key differences between Celery and Kestrel as Markdown code that can be used on a website.
Concurrency Model: Celery is built on a distributed message passing architecture and follows a task-based concurrency model. It allows for the execution of tasks asynchronously and concurrently. On the other hand, Kestrel is an event-driven, lightweight message broker and follows a publish-subscribe pattern, making it suitable for scenarios where high-performance event processing is required.
Language Support: Celery supports multiple programming languages including Python, Java, and .NET. It provides language-specific libraries and integrations, enabling developers to use Celery with their preferred programming language. In contrast, Kestrel is primarily designed for .NET applications and relies on the Microsoft .NET ecosystem.
Message Queuing System: Celery utilizes a message broker (such as RabbitMQ, Redis, or Kafka) to handle the communication between clients and workers. It allows for task routing, prioritization, and advanced message queue features. On the flip side, Kestrel is a lightweight, in-memory message queue that doesn't depend on an external message broker. It is designed for low-latency scenarios and doesn't offer the same level of advanced message queue features as Celery.
Scalability: Celery is highly scalable and supports distributed task processing across multiple workers and machines. It can handle large workloads and provide efficient load balancing. Kestrel, on the other hand, is more suitable for small to medium-scale applications where high throughput and low latency are critical. It may not scale as seamlessly as Celery for extremely high workloads.
Middleware Support: Celery provides a rich set of middleware options that allow for customization and extensibility of its core functionality. Developers can use middleware for tasks such as authentication, logging, error handling, and more. Kestrel, being a lightweight message queue, doesn't have native support for middleware. However, developers can leverage the middleware capabilities of the underlying ASP.NET Core framework when working with Kestrel in a web application context.
Community and Ecosystem: Celery has a large and active community, providing extensive documentation, tutorials, and support. It offers a wide range of third-party integrations and plugins, making it highly versatile. Kestrel, while growing in popularity, has a relatively smaller community and ecosystem compared to Celery. Developers may find more comprehensive resources and community support for Celery.
In Summary, Celery and Kestrel differ in their concurrency models, language support, message queuing systems, scalability, middleware support, and community and ecosystem size.
I am just a beginner at these two technologies.
Problem statement: I am getting lakh of users from the sequel server for whom I need to create caches in MongoDB by making different REST API requests.
Here these users can be treated as messages. Each REST API request is a task.
I am confused about whether I should go for RabbitMQ alone or Celery.
If I have to go with RabbitMQ, I prefer to use python with Pika module. But the challenge with Pika is, it is not thread-safe. So I am not finding a way to execute a lakh of API requests in parallel using multiple threads using Pika.
If I have to go with Celery, I don't know how I can achieve better scalability in executing these API requests in parallel.
For large amounts of small tasks and caches I have had good luck with Redis and RQ. I have not personally used celery but I am fairly sure it would scale well, and I have not used RabbitMQ for anything besides communication between services. If you prefer python my suggestions should feel comfortable.
Sorry I do not have a more information
Pros of Celery
- Task queue99
- Python integration63
- Django integration40
- Scheduled Task30
- Publish/subsribe19
- Various backend broker8
- Easy to use6
- Great community5
- Workflow5
- Free4
- Dynamic1
Pros of Kestrel
Sign up to add or upvote prosMake informed product decisions
Cons of Celery
- Sometimes loses tasks4
- Depends on broker1