Skip to content

An Agile and Scalable File Digitization Solution: Comprehensive low level application architecture utilizing AWS Services.

Notifications You must be signed in to change notification settings

mohit5783/CloudDigitize

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

3 Commits
 
 

Repository files navigation

CloudDigitize

An Agile and Scalable File Digitization Solution

Introducing "CloudDigitize": An Agile and Scalable File Digitization Solution. CloudDigitize is an innovative and scalable file digitization solution designed to streamline the process of converting physical files into digital formats. With its cloud-native architecture and seamless integration of AWS services, CloudDigitize offers a comprehensive solution that addresses the challenges of file submission, digitization processing, output delivery, user authentication, and continuous deployment.

By harnessing the power of AWS, CloudDigitize ensures high availability, cost optimization, and robust performance. Its microservice architecture enables agility and scalability, allowing each backend application to work independently while seamlessly exchanging data through APIs. The asynchronous processing approach ensures efficient utilization of resources and improved throughput for data processing.

CloudDigitize's intuitive application UI provides a user-friendly experience for both internal and external users to submit files for digitization. Supporting file sizes of up to 50MB, it simplifies the file submission process while ensuring a smooth and efficient user journey.

The heart of CloudDigitize lies in its intelligent digitization process, orchestrating the sequential lifecycle of data movement across three backend microservices. Each microservice processes the data it receives, passing on the output to the subsequent microservice, resulting in a fully digitized file. With data processing times of 1-2 minutes per lifecycle request, CloudDigitize efficiently handles large volumes of files while maintaining optimal performance.

Security is paramount, and CloudDigitize incorporates a robust user authentication architecture utilizing AWS Cognito. This ensures secure access to the application, protecting sensitive data and providing granular access controls for different user groups.

Deployment and updates are made seamless with a CI/CD pipeline powered by AWS services. The integration of CodeCommit, CodeBuild, CodePipeline, Elastic Beanstalk, or ECS automates the build, test, and deployment processes, ensuring continuous integration and continuous deployment. CloudFormation facilitates the infrastructure as code approach, ensuring consistent and reliable deployments.

To ensure stability and performance, CloudDigitize incorporates an alert and monitoring system. AWS CloudWatch collects and monitors application logs, metrics, and events, while AWS X-Ray enables distributed tracing and performance analysis, allowing proactive identification and resolution of potential issues.

In summary, CloudDigitize revolutionizes the file digitization process, providing an agile, scalable, and secure solution. Its powerful integration of AWS services enables high availability, cost optimization, and seamless CI/CD deployment. Experience the future of file digitization with CloudDigitize.

Design Considerations for CloudDigitize

Microservice Architecture

CloudDigitize adopts a microservice architecture to enable modularity, scalability, and independent deployment of backend services. Each backend application/service is implemented as a separate microservice, facilitating agility and scalability.

Asynchronous Processing

CloudDigitize leverages asynchronous processing for the digitization process. Backend services communicate asynchronously using message queues or event-driven architectures like AWS Simple Queue Service (SQS) or EventBridge. This approach ensures efficient resource utilization and improved throughput for data processing.

Stateless Design

The backend services in CloudDigitize are designed as stateless components. This stateless architecture allows for better scalability, fault tolerance, and simplified horizontal scaling.

High Availability

CloudDigitize achieves high availability by deploying the application across multiple Availability Zones (AZs) within an AWS region. Load balancers such as AWS Elastic Load Balancer (ELB) or Application Load Balancer (ALB) distribute traffic across instances, ensuring redundancy and fault tolerance.

Cost Optimization Strategies

CloudDigitize incorporates cost optimization strategies, including:

  • Utilizing AWS Spot Instances for non-critical components to take advantage of unused EC2 capacity at reduced prices.
  • Leveraging AWS Auto Scaling to dynamically scale resources based on demand, optimizing costs during peak and off-peak periods.
  • Implementing data lifecycle policies to move infrequently accessed files to cheaper storage tiers like Amazon S3 Glacier or Amazon S3 Glacier Deep Archive.
  • Utilizing AWS Cost Explorer and AWS Budgets to monitor and analyze costs, enabling proactive cost management and optimization.

By considering these design considerations, CloudDigitize achieves a scalable, efficient, and cost-effective architecture. It leverages microservices for flexibility, asynchronous processing for improved throughput, stateless components for scalability, high availability for resilience, and cost optimization strategies for efficient resource utilization.

Architecture Design

Architecture Diagram

The architecture diagram above illustrates the comprehensive low-level application architecture for CloudDigitize

  • Frontend: The Application UI allows users (internal and external) to submit files for the digitization process.
  • Backend Microservices: Three microservices (Microservice 1, Microservice 2, and Microservice 3) responsible for the sequential lifecycle of data movement and processing. The digitization process involves a sequential lifecycle of data movement across three backend microservices that perform specific tasks in the digitization process. The output of one microservice serves as input for the next microservice.
  • Load Balancer: distributes incoming requests across multiple instances of the backend microservices for load balancing and high availability, while ensuring scalability and fault tolerance.
  • AWS Elastic Beanstalk: Enables the deployment and management of the application and microservices, facilitating scalability and easy updates. It also provides an easy-to-use platform for deploying and managing the backend microservices. It automatically handles the deployment, scaling, and load balancing of the microservices.
  • AWS Lambda: Lambda is utilized for serverless execution of code in response to specific events. It can be used for processing files and executing specific tasks within the microservices.
  • Amazon S3: Stores uploaded files and the output of the digitization process. It serves as the storage service for storing the input files, intermediate data, and the output of the digitized files.
  • Amazon S3 Glacier: Provides cost-effective storage for infrequently accessed files.
  • Authentication: AWS Cognito provides user authentication and access control to secure access to the CloudDigitize application, ensuring only authorized users can interact with the system.
  • Monitoring: AWS CloudWatch is used for monitoring and collecting logs, metrics, and events related to the application's performance and health. AWS X-Ray provides distributed tracing and performance analysis capabilities, allowing for detailed insights into the application's behavior and performance.

CI/CD Pipeline and High Availability for CloudDigitize

To ensure efficient and reliable application updates, a CI/CD pipeline will be implemented for CloudDigitize. The pipeline will leverage various AWS services, including CodeCommit, CodeBuild, CodePipeline, Elastic Beanstalk or ECS, and CloudFormation. By orchestrating the flow of code from source to deployment, the CI/CD pipeline enables continuous integration and continuous deployment, ensuring seamless updates and keeping the application up-to-date.

For the CI/CD pipeline setup, the following components will be utilized:

  • AWS CodeCommit: Create a private Git repository to securely store the application source code.

  • AWS CodeBuild: Configure build specifications that define how the application should be built, tested, and packaged.

  • AWS CodePipeline: Set up a pipeline that connects CodeCommit as the source provider, CodeBuild for build and test stages, and additional stages for deployment.

  • AWS Elastic Beanstalk or AWS ECS: Utilize Elastic Beanstalk or ECS as the deployment service, automatically deploying the application based on code changes triggered by the CI/CD pipeline.

  • AWS CloudFormation: Define the infrastructure as code using CloudFormation templates, ensuring consistent and repeatable deployments.

To achieve high availability, CloudDigitize will be deployed across multiple Availability Zones (AZs) within an AWS region. Load balancers, such as AWS Elastic Load Balancer (ELB) or Application Load Balancer (ALB), will distribute traffic across instances deployed in different AZs. This redundancy and fault tolerance ensure the application remains available even in the event of a failure. Database replication or managed database services with high availability features, such as Amazon RDS Multi-AZ deployment, will ensure data persistence and enhance availability.

For CloudDigitize, important non-functional requirements (NFRs) have been considered:

  • Performance: The architecture design optimizes data processing and file handling to ensure quick response times and a smooth user experience.

  • Scalability: Horizontal scaling is implemented by adding more instances of microservices or utilizing AWS Auto Scaling based on demand, ensuring the application can handle increased workload efficiently.

  • Security: AWS Cognito is employed for user authentication and access control, ensuring secure access to the application and its resources. Encryption mechanisms are implemented for data at rest and in transit, following AWS security best practices.

  • Reliability: The architecture incorporates fault-tolerant designs, redundancy, and backup mechanisms to ensure the reliability of CloudDigitize and minimize downtime.

  • Maintainability: Infrastructure as code using AWS CloudFormation and version control with AWS CodeCommit facilitate easy maintenance, updates, and reproducibility of the architecture, ensuring the application remains manageable over time.

By leveraging these design considerations and adhering to the NFRs, CloudDigitize achieves a scalable, secure, highly available, and cost-optimized infrastructure. The CI/CD pipeline enables efficient and reliable application updates, while the high availability design ensures continuous availability of the application.

Description of CloudDigitize Architecture

The architecture of CloudDigitize embraces a microservices approach, where the frontend UI enables users to submit files for the digitization process. The uploaded files are stored in Amazon S3, providing secure and scalable storage. The digitization process itself involves three backend microservices, which can be deployed using AWS Lambda functions or containers. Each microservice is triggered by a message from an SQS queue or an event from EventBridge, ensuring the sequential movement of data across the backend applications.

The backend microservices process the data in a sequential manner, where the output of one microservice serves as the input for the next microservice. The processed files are stored back in Amazon S3, ensuring the persistence of the digitized output. To notify the client, a notification can be sent through various means such as email, SMS, or by updating a status in a database.

User authentication is a critical aspect of the architecture, and it is addressed using AWS Cognito. This service provides a fully managed solution for user authentication and access control, ensuring secure access to the CloudDigitize application. User credentials and access policies are managed centrally, allowing fine-grained control over user permissions and authentication methods.

For application deployment, a robust CI/CD pipeline is established using AWS CodePipeline. The pipeline integrates with AWS CodeCommit for source code hosting, AWS CodeBuild for build and test stages, and Elastic Beanstalk or ECS for deployment. With the pipeline in place, any changes committed to the CodeCommit repository trigger the pipeline, automatically building, testing, and deploying the application. This CI/CD setup ensures efficient and reliable application updates, reducing human error and enabling rapid delivery of new features and bug fixes.

To ensure high availability, CloudDigitize is deployed across multiple Availability Zones (AZs) within an AWS region. Load balancers such as AWS Elastic Load Balancer or Application Load Balancer distribute traffic evenly among instances deployed in different AZs, providing redundancy and fault tolerance. Auto-scaling capabilities dynamically adjust the number of instances based on demand, ensuring the application can handle varying workloads. Database replication or managed database services with built-in high availability features, such as Amazon RDS Multi-AZ deployment, guarantee data persistence and availability in case of failures.

To monitor the performance and health of the application, CloudDigitize incorporates AWS CloudWatch, which collects and monitors logs, metrics, and events. Custom alarms can be set up to trigger notifications based on specific metrics, allowing proactive identification of issues. AWS X-Ray provides distributed tracing and performance analysis, enabling developers to analyze the application's behavior and optimize performance.

Regarding non-functional requirements (NFRs), the architecture design of CloudDigitize focuses on various aspects. Performance is optimized through efficient data processing and file handling, ensuring quick response times and a smooth user experience. Scalability is achieved by horizontally scaling the microservices and utilizing auto-scaling features to meet varying demand. Security is ensured through AWS IAM for fine-grained access control, encryption mechanisms for data at rest and in transit, and adherence to AWS security best practices. Reliability is enhanced through fault-tolerant designs, redundancy, and backup mechanisms to minimize downtime and ensure the availability of the application. Maintainability is facilitated by adopting infrastructure as code using AWS CloudFormation and version control with AWS CodeCommit, enabling easy updates, reproducibility, and maintainability of the CloudDigitize architecture.

In summary, CloudDigitize leverages the power of AWS services to create a scalable, secure, and highly available architecture for file digitization. The CI/CD pipeline automates the deployment process, ensuring efficient and reliable updates. High availability is achieved through deployment across multiple AZs and load balancing, while NFRs such as performance, scalability, security, reliability, and maintainability are carefully considered to provide an optimal user experience and operational excellence.

Releases

No releases published

Packages

No packages published