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By Milan Jovanović
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System Architecture Evolution
📌 Starting with a primitive API and relational database approach leads to major bottlenecks, as the API becomes a single point of failure and databases struggle with binary data page size limits.
☁️ Introduce an Object Store (e.g., S3, Azure Blob Storage) to handle files, using pre-signed URLs to allow clients to upload data directly, offloading traffic from your primary API.
🚀 Modern object stores support multipart uploads, which enable breaking large files into smaller chunks for efficient transmission and support features like pause/resume and deduplication.
Asynchronous Processing
⚙️ Offload background tasks—such as virus scanning, thumbnail generation, or OCR—to separate worker services to prevent blocking the main API.
📩 Utilize a message queue to trigger these tasks; the object store can trigger an event or message once a file is successfully uploaded, creating a decoupled and highly scalable pipeline.
Download Security & Performance
🌐 Integrate a Content Delivery Network (CDN) to store and serve static or public assets globally, reducing latency by routing users to the geographically closest node.
🔐 For private or secure downloads, continue to use pre-signed URLs to ensure that access is authenticated and authorized before the object store serves the file.
Key Points & Insights
➡️ Avoid storing binary files directly in relational databases to prevent performance degradation and costly database page explosions.
➡️ Always leverage pre-signed URLs for secure, direct client-to-storage communication, which keeps the API lightweight and secure.
➡️ Consider self-hosted open-source alternatives like SeaweedFS or RustFS if you require S3-compatible object storage without relying on cloud-specific providers.
➡️ Design for modularity by separating metadata storage (database) from actual file content (object store) to ensure the system is horizontally scalable.
📸 Video summarized with SummaryTube.com on Jun 15, 2026, 08:37 UTC
Full video URL: youtube.com/watch?v=ka_WCmNdybE
Duration: 8:03

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