Hello guys, Cloud computing has become an essential skill for developers, data engineers, and IT professionals.
Whether you’re working on machine learning, data migration, microservices, or serverless applications, hands-on experience with cloud platforms is crucial.
But at the same time, its not easy to learn Cloud technologies. While you can learn about them by reading books or joining online courses, you cannot really get real experience unless you use them on cloud.
While most of the cloud provider provides a free tier for you to experience and practice cloud skills its not as easy as its sounds with risk of higher billing due to mis-configuration and hidden cost.
They are also not guided, so your learning will be painful and slow unless you have someone who can do hand-holding and teach you.
Many of these problems are solved by Educative’s Cloud Labs which offers a practical way to gain expertise in cloud services without the hassle of setup, billing, or clean-up.
I think I have told you earlier that I I first found Educative.io around 5 years ago when they have only one or two courses, most notably the classic Grokking the System Design interview and since then I fall in love with this website.
Since then they have added so many cool features on the websites like AI Mock interviews, Cloud Labs, Projects, Educative-99 and so on which makes it one of the best place to learn technical skills online.
In this article, we’ll explore 10 of the best Educative Cloud Labs that will help you build expertise in AWS cloud services, from deploying machine learning models to creating ETL pipelines and developing RESTful APIs.
By the way, you would need an Educative subscription to join these labs which cost around $14.99 (50% off now) but also provide access to more than 1000+ courses, projects, and cloud labs to learn in-demand tech skills including web development. You can also use 7 days free trial to get this course for FREE.
10 Best Educative.io Cloud Labs to Learn AI, Machine Learning, and AWS on Cloud
Without any further ado, here are the popular and best cloud labs you can join on Educative to learn Machine Learning, Artificial Intelligence, Data Analysis and API development in 2027:
1. Deploying a Machine Learning Model with Amazon SageMaker
If you are looking for hands-on practice on Amazon SageMaker then this Cloud Lab is for you.
This Cloud Lab will teach you you how to deploy a machine learning model with Amazon SageMaker, integrate it with a Lambda function, and trigger it using API Gateway.
Key Learning Objectives
- Working knowledge of Amazon SageMaker
- Building and deploying a machine learning model
- Creating and invoking a Lambda function
- Triggering a Lambda function using API Gateway
Difficulty: Beginner
Duration: 1 hour 30 minutes
Tasks: 9
Here is the link to join this cloud lab — Deploying a Machine Learning Model with Amazon SageMaker
2. Analyzing Text and NLP with Textract and Comprehend
If you are looking for hands-on practice on AWS for analyzing text and applying NLKP then this cloud lab is for you.
In this cloud lab you will gain hands-on experience with Amazon Textract and Comprehend, two powerful machine learning services for text extraction and natural language processing.
Key Learning Objectives
- Understanding the fundamental concepts of Textract and Comprehend
- Extracting text from various types of documents using Textract
- Performing real-time and document analysis with Comprehend
Difficulty: Beginner
Duration: 45 minutes
Tasks: 7
Here is the link to join this cloud lab — Analyzing Text and NLP with Textract and Comprehend
3. Getting Started with Amazon Redshift
Amazon Redshift is a fast, fully managed, petabyte-scale data warehouse service in the cloud that makes it simple and cost-effective to analyze large datasets using standard SQL and existing business intelligence tools
If you always wanted to get some real experience with Amazon Redshit then this lab is for you.
In this lab you will learn to work with Amazon S3 and Redshift, set up a Redshift cluster, and copy data from an S3 bucket using the COPY command.
Key Learning Objectives
- Understanding Amazon S3 and Redshift for data storage and management
- Configuring and integrating Amazon S3 and Redshift
- Creating an S3 bucket, setting up a Redshift cluster, and managing IAM roles
- Loading data from an S3 bucket into a Redshift cluster using the COPY command
Difficulty: Beginner
Duration: 1 hour
Tasks: 9
Here is the link to join this cloud lab — Getting Started with Amazon Redshift
4. Building ETL Pipelines on AWS
In this Cloud Lab you will learn how to create ETL (Extract, Transform, Load) pipelines using AWS Glue to process and manage large datasets.
Key Learning Objectives
- Understanding AWS Glue ETL
- Setting up a visual ETL pipeline
- Performing ETL operations on a dataset
Difficulty: Intermediate
Duration: 1 hour 30 minutes
Tasks: 8
Here is the link to join this cloud lab — Building ETL Pipelines on AWS
5. Creating an Amazon ECS Service Using a Blue/Green Deployment
Amazon Elastic Container Service (ECS) is a fully managed container orchestration service that simplifies the deployment, management, and scaling of containerized applications on AWS.
It allows you to run Docker containers without needing to manage your own cluster infrastructure In this lab, you will set up a blue/green deployment strategy for containerized applications using Amazon ECS, ALB, and ECR.
If you don’t know, Blue-green deployment is a software deployment strategy that minimizes downtime and risk by maintaining two identical production environments, “blue” (current) and “green” (new), and switching traffic between them after thorough testing of the new version
Key Learning Objectives
- Understanding blue/green deployment and its advantages
- Hands-on experience with ECS containers
- Setting up blue/green deployment for containerized applications
Difficulty: Intermediate
Duration: 2 hours 30 minutes
Tasks: 13
Here is the link to join this cloud lab — Creating an Amazon ECS Service Using a Blue/Green Deployment
6. Deploying a CI/CD Pipeline on EKS Using Terraform
If you want to learn how to create a CI/CD pipeline on cloud then this cloud lab is for you. In this cloud lab you will learn how to create a CI/CD pipeline for deploying applications on EKS using CloudShell, CodeBuild, and Terraform.
Key Learning Objectives
- Using CI/CD pipelines to automate deployments
- Deploying an application on EKS using Terraform
- Understanding CodePipeline and CloudShell for infrastructure deployment
Difficulty: Advanced
Duration: 2 hours 30 minutes
Tasks: 12
Here is the link to join this cloud lab — Deploying a CI/CD Pipeline on EKS Using Terraform
7. Migrating MongoDB Collections to Amazon DocumentDB Using DMS
This cloud lab is a great resource to learn how to migrate MongoDB collections to Amazon DocumentDB using AWS Database Migration Service (DMS).
If you don’t know, Amazon DocumentDB is a fully managed, fast, scalable, and highly available document database service that supports MongoDB workloads, allowing you to easily set up, operate, and scale MongoDB-compatible databases in the cloud without managing infrastructure
Key Learning Objectives
- Installing MongoDB on an Amazon Linux machine
- Setting up a Cloud9 environment for DocumentDB
- Creating a DocumentDB cluster and migrating data using DMS
Difficulty: Advanced
Duration: 2 hours 30 minutes
Tasks: 14
Here is the link to join this cloud lab — Migrating MongoDB Collections to Amazon DocumentDB Using DMS
8. Developing RESTful Microservices with API Gateway and DynamoDB
If you are looking for a cloud lab to learn how to create and deploy a RESTful API on cloud then this lab is for you.
In this lab you will learn to create and manage REST APIs on Amazon API Gateway and integrate them directly with DynamoDB.
Key Learning Objectives
- Understanding API Gateway and its use cases
- Creating and managing REST APIs
- Integrating API Gateway with DynamoDB
Difficulty: Beginner
Duration: 2 hours
Tasks: 9
Here is the link to join this cloud lab — Developing RESTful Microservices with API Gateway and DynamoDB
9. Deploy an End-to-End Web Application Using the AWS Amplify CLI
This cloud lab will help you to build and deploy a serverless web application using AWS Amplify and integrate backend services like Lambda, DynamoDB, and API Gateway.
Key Learning Objectives
- Understanding AWS Amplify for full-stack development
- Using the Amplify CLI toolchain
- Deploying and hosting web applications on AWS
Difficulty: Beginner
Duration: 1 hour 30 minutes
Tasks: 10
Here is the link to join this cloud lab —
10. Ingesting Data into Amazon Timestream with AWS IoT Core
This is another cloud lab which will teach you how to implement IoT on AWS. You will larn how to use Amazon Timestream to manage time-series data from AWS IoT Core in real time.
Key Learning Objectives
- Understanding AWS IoT Core and Amazon Timestream
- Connecting Timestream with AWS IoT Core
- Querying and analyzing time-series data
Difficulty: Intermediate
Duration: 1 hour 30 minutes
Tasks: 10
Here is the link to join this cloud lab — Ingesting Data into Amazon Timestream with AWS IoT Core
How Cloud Labs Help You Learn Faster?
CloudLabs provide hands-on access to real cloud environments without the hassle of setting up infrastructure.
Unlike traditional courses, Cloud Labs offer an interactive experience where you can practice real-world cloud projects in a safe and cost-free environment.
Here are key benefits of Using Cloud Labs for learning
- No Setup Required — The best thing about cloud labs is that no setup required. You don’t need to download and install any software, just open your browser and start working on cloud technologies without installation or configuration.
- Zero Payment Hassles — One of the big risk of working in cloud is that you are vulnerable to accidental usage of cloud services, which can give bills in thousands.
- If you don’t believe, just google with AWS accidental bills horror stories and you will find many. Cloud Labs allows you to work with cloud services without worrying about subscription fees.
- Real-world Experience — As per my experience, Cloud labs are best way to gain practical skills by working on real infrastructure.
- Certificate of Completion — Most of the cloud labs also provide certificate of completation which can be used to validate your skills with certificates that can be added to your resume.
Whether you are a beginner looking to explore cloud computing or an experienced developer wanting to level up your skills, Educative Cloud Labs provide an efficient, hands-on way to master essential technologies.
Here is the link to join Educative for 50% off — Educative subscription
That’s all about the 10 best Cloud Labs you can join on Educative.io to learn emerging and in-demand tech skills like AI, Machine Learning, Cloud Computing and AWS.
If you’re looking to master essential cloud skills, these Cloud Labs offer a structured and practical way to learn AWS services in a real-world environment. Start exploring them today!
By the way, you would need an Educative subscription to join these cloud labs which cost around $14.99 but also provide access to more than 1200+ courses, projects, and cloud labs to learn in-demand tech skills including web development. You can also use 7 days free trial to get this course for FREE.
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- Is Educative.io Courses worth it in 2027? Review
- 5 Grokking Courses on Educative.io for Cracking Coding Interviews
- 5 Best Educative.io Courses to Learn Artificial Intelligence
- Is Educative Unlimited Subscription worth it ?
- 5 Best Educative.io Courses to Learn Cloud Computing in 2027
- Is Grokking the Coding Interview Pattern in Java on Educative worth It?
- 5 Best Educative.io Courses to Learn Generative AI and ChatGPT
Thank you for reading this article so far. All the best for your Cloud learning journey in 2027, if you have any doubts or questions, feel free to ask in the comments.
P. S. — By the way, you would need an Educative subscription to join these cloud labs which cost around $14.99 but also provide access to more than 1200+ courses, projects, and cloud labs to learn in-demand tech skills including web development. You can also use 7 days free trial to get this course for FREE.
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