How do you safely retry background jobs that call paid APIs?
I'm building background jobs that make paid API calls, mostly to LLM services. When a job fails partway through and gets retried, I can end up paying again…
background jobs
How do you safely retry background jobs that call paid APIs?
I'm building features where background jobs make paid API calls, mostly to language models. When a job fails partway through and retries, it can repeat work that already…
Which Go Projects Are Actually Worth Putting on a Resume?
I have about 1–2 years of experience with PHP and Laravel, and I'm planning to move into Go to expand my career options. For people who use Go…
What’s a sensible shutdown timeout for a small Node.js service?
I'm working on a small service that handles HTTP requests, background jobs, and possibly WebSocket connections. My current shutdown sequence is to mark the service unavailable, stop accepting…
How Long Should a Small Node Service Wait Before Forcing Shutdown?
I'm designing a simple graceful-shutdown sequence for a small Node.js service that handles HTTP requests, background jobs, and possibly WebSocket connections. The plan is to mark the service…
How Should I Handle Failures During a Large Background CSV Import?
I'm building an import feature that may process millions of CSV records in background batches. The user should receive a notification when the import finishes, but I'm unsure…
How Should Large CSV Imports Handle Failures After Partial Progress?
I'm building an import feature that may process millions of CSV records. The work runs in the background in chunks, and users are notified only when the import…
What’s a robust pure-Bash pattern for limiting concurrent jobs and handling cleanup?
I'm writing a Bash script that processes a list of tasks in parallel, with a fixed limit such as four jobs at once. I want to implement this…
Debugging Background Job Failures: Best Practices and Tips
I'm dealing with a tricky situation where a background job runs and finishes without any errors, but something still goes wrong, like an email not being sent, a…
Looking for Better Solutions than DTQ for AI Task Management
I'm developing an AI service where a single request often triggers multiple asynchronous tasks. This includes processes like multiple large language model calls, retrying failed model requests, batching,…