What is the best cloud architecture to address this consistently growing demand?
Run the application on a bigger EC2 instance size.
Switch to an EC2 instance family that better matches batch requirements.
Distribute the application across multiple EC2 instances and run the workload in parallel.
Run the application on a bare metal EC2 instance.
Explanations:
Simply running the application on a bigger EC2 instance may improve performance initially, but as the data grows exponentially, this solution will not effectively scale and could lead to higher costs without solving the problem of increased processing time.
Switching to an EC2 instance family that better matches batch requirements may optimize the workload somewhat, but it still does not address the fundamental issue of the increasing data size and the need for parallel processing to manage the workload efficiently.
Distributing the application across multiple EC2 instances allows for parallel processing of the workload, significantly reducing the total processing time as data size increases. This architecture can scale effectively to meet the growing demand, making it the best option.
Running the application on a bare metal EC2 instance may provide dedicated resources, but it does not inherently solve the problem of scaling with increasing data sizes. It could lead to inefficiencies and higher costs without the benefits of parallel processing.
To the best of my knowledge, the answer is:
Distribute the application across multiple EC2 instances and run the workload in parallel.