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Google Cloud Run vs Zappa: What are the differences?

Introduction

In this article, we will discuss the key differences between Google Cloud Run and Zappa, two popular technologies for deploying serverless applications. Both Google Cloud Run and Zappa offer solutions for running serverless functions, but there are some important distinctions to consider.

  1. Deployment Environment: Google Cloud Run provides a managed runtime environment where developers can deploy containerized applications. It supports any language, framework, or library that can run within a Docker container. On the other hand, Zappa is specifically designed for serverless web applications on AWS Lambda, and it leverages the Python ecosystem for development and deployment.

  2. Platform Compatibility: While Google Cloud Run offers a multi-cloud solution and is compatible with AWS, Azure, and other cloud providers, Zappa is tightly integrated with AWS Lambda and relies heavily on AWS services and infrastructure, limiting its compatibility with other cloud platforms.

  3. Auto Scaling and Scaling Policies: Google Cloud Run automatically handles the scaling of container instances based on incoming request traffic. It offers horizontal scaling by creating more instances to handle increased load. In contrast, Zappa relies on AWS Lambda's built-in auto-scaling capability, which scales based on the number of incoming events and concurrent invocations.

  4. Pricing Model: Google Cloud Run pricing is based on the number of requested CPU and memory resources, as well as the duration of each request. This model offers more flexibility in controlling costs, but can require careful optimization for cost-effective usage. Zappa, being tightly integrated with AWS Lambda, follows AWS Lambda's pricing model based on the number of invocations, with additional charges for duration and allocated memory.

  5. Cold Start and Initialization Time: Google Cloud Run faces cold starts when idle containers need to be initialized to handle incoming requests. The initialization time can vary depending on the size and complexity of the container, resulting in potentially longer cold start times. Zappa, on the other hand, benefits from AWS Lambda's automatic container reuse, which reduces cold starts and provides faster response times for subsequent invocations.

  6. Integration with Additional Cloud Services: Google Cloud Run offers seamless integration with other services in the Google Cloud ecosystem, such as Cloud Pub/Sub, Cloud Storage, and Cloud SQL, enabling developers to build more complex applications. While Zappa supports various AWS services, its integration options are more limited compared to the extensive suite of Google Cloud services.

In summary, Google Cloud Run provides a multi-cloud, language-agnostic containerized runtime environment with automatic scaling, while Zappa is a Python-centric framework tightly integrated with AWS Lambda, offering seamless integration with AWS services and reduced cold start times. The choice between Google Cloud Run and Zappa depends on factors such as platform compatibility, deployment requirements, pricing model, and desired integration options.

Decisions about Google Cloud Run and Zappa
Clifford Crerar
Software Engineer at Bidvest Advisory Services · | 9 upvotes · 71K views

Run cloud service containers instead of cloud-native services

  • Running containers means that your microservices are not "cooked" into a cloud provider's architecture.
  • Moving from one cloud to the next means that you simply spin up new instances of your containers in the new cloud using that cloud's container service.
  • Start redirecting your traffic to the new resources.
  • Turn off the containers in the cloud you migrated from.
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Pros of Google Cloud Run
Pros of Zappa
  • 11
    HTTPS endpoints
  • 10
    Fully managed
  • 10
    Pay per use
  • 7
    Concurrency: multiple requests sent to each container
  • 7
    Deploy containers
  • 7
    Serverless
  • 6
    Custom domains with auto SSL
  • 4
    "Invoke IAM permission" to manage authentication
  • 0
    Cons
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    What is Google Cloud Run?

    A managed compute platform that enables you to run stateless containers that are invocable via HTTP requests. It's serverless by abstracting away all infrastructure management.

    What is Zappa?

    Zappa makes it super easy to deploy all Python WSGI applications on AWS Lambda + API Gateway. Think of it as "serverless" web hosting for your Python web apps. That means infinite scaling, zero downtime, zero maintenance - and at a fraction of the cost of your current deployments!

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    What companies use Google Cloud Run?
    What companies use Zappa?
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    What tools integrate with Google Cloud Run?
    What tools integrate with Zappa?

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    What are some alternatives to Google Cloud Run and Zappa?
    AWS Lambda
    AWS Lambda is a compute service that runs your code in response to events and automatically manages the underlying compute resources for you. You can use AWS Lambda to extend other AWS services with custom logic, or create your own back-end services that operate at AWS scale, performance, and security.
    Google App Engine
    Google has a reputation for highly reliable, high performance infrastructure. With App Engine you can take advantage of the 10 years of knowledge Google has in running massively scalable, performance driven systems. App Engine applications are easy to build, easy to maintain, and easy to scale as your traffic and data storage needs grow.
    AWS Fargate
    AWS Fargate is a technology for Amazon ECS and EKS* that allows you to run containers without having to manage servers or clusters. With AWS Fargate, you no longer have to provision, configure, and scale clusters of virtual machines to run containers.
    Heroku
    Heroku is a cloud application platform – a new way of building and deploying web apps. Heroku lets app developers spend 100% of their time on their application code, not managing servers, deployment, ongoing operations, or scaling.
    Firebase
    Firebase is a cloud service designed to power real-time, collaborative applications. Simply add the Firebase library to your application to gain access to a shared data structure; any changes you make to that data are automatically synchronized with the Firebase cloud and with other clients within milliseconds.
    See all alternatives