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REST API Design for Long-Running Tasks πŸš€

4 min readMar 13, 2025

Some operations in REST APIs take a long time to complete, such as processing large datasets, file uploads, or triggering complex workflows. Instead of making clients wait, we need a better approach to handle asynchronous processing.

In this guide, we will cover:
βœ” What are Long-Running Tasks?
βœ” Problems with Synchronous Requests
βœ” Best Approaches for Handling Long-Running Tasks in REST APIs
βœ” Implementing Asynchronous Processing in Spring Boot

Let’s get started! πŸš€

πŸ”Ή What are Long-Running Tasks?

Long-running tasks are operations that take more than a few seconds to execute. Some examples include:

βœ… Image Processing β€” Applying filters, resizing images.
βœ… Large File Uploads β€” Handling multi-part uploads.
βœ… Report Generation β€” Creating PDF/CSV reports.
βœ… Machine Learning Tasks β€” Running AI/ML model inference.
βœ… Data Migration & Background Jobs β€” Moving or transforming large amounts of data.

πŸ”Ή Problems with Synchronous Processing

A typical synchronous request-response cycle looks like this:

πŸ“Œ Example Request:

POST /generate-report

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