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Retries without a retry storm: timeouts, backoff, jitter and circuit breakers
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Retries without a retry storm: timeouts, backoff, jitter and circuit breakers

DEV Community: microservices·Ayush Soni·2 days ago
#nQeVx1a7
#devtomicroservices#devto#dev#retry#retries

Retries turn short failures into successes — and, done carelessly, turn a one-minute blip into a long outage. The four tools that keep retries helpful, with Resilience4j code.

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The Retry Storm That Delayed a Report by Six Hours
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The Retry Storm That Delayed a Report by Six Hours

DEV Community: ai·niuniu·2 days ago
#eq5rodBu
#devtoai#devto#dev#empty#retries

You open the dashboard at 08:10 and the nightly summary column is empty, yet every job in the run...

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BullMQ in NestJS: Retries, Idempotency and Dead-Letter Queues
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BullMQ in NestJS: Retries, Idempotency and Dead-Letter Queues

DEV Community: redis·MUHAMMAD ZAIN UL ABIDIN·5 days ago
#5hw7jRuP
#devtoredis#devto#dev#queue#bullmq

Blind retries double-send emails and double-charge customers. The BullMQ setup I run in NestJS: jittered backoff, idempotent jobs, and a dead-letter queue.

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Make scheduled job handlers idempotent: safe to run twice
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Make scheduled job handlers idempotent: safe to run twice

DEV Community: backend·delay.run·10 days ago
#tweDKXIy
#devtobackend#devto#dev#jobs#work

Any system that calls your endpoint on a schedule, or retries it after a failure, will sooner or...

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Idempotency keys: making retries safe for money
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Idempotency keys: making retries safe for money

DEV Community: java·Ayush Soni·10 days ago
#gJVwhBn1
#devtojava#devto#dev#client#retry

A request that times out may still have succeeded. If the client retries a refund, you pay twice. How idempotency keys work, the edge cases that bite, and a Spring + Postgres implementation.

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Why My Retries Made an Outage Worse: Field Notes on Idempotency Keys, Backoff with Jitter, and Circuit Breakers
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Why My Retries Made an Outage Worse: Field Notes on Idempotency Keys, Backoff with Jitter, and Circuit Breakers

DEV Community: webdev·Ahmed Mahmoud·13 days ago
#En9uHPGi
#devtowebdev#devto#dev#retry#dependency

Headline: Naive retries turn a slow dependency into a self-inflicted outage, because every caller...

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SaaS Rate Limits Break Differently With AI Agents
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SaaS Rate Limits Break Differently With AI Agents

DEV Community: sass·Paul-S·15 days ago
#16IgDTzC
#devtosass#devto#dev#agent#retries

A production trace for one user request might look like this: RUN 7F21 Goal: Prepare a renewal...

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Z.ai's GLM-4.5 and GLM-4.5 Air are now supported in Vercel AI Gateway - Vercel
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Z.ai's GLM-4.5 and GLM-4.5 Air are now supported in Vercel AI Gateway - Vercel

Vercel News·Walter Korman·6 months ago
#mwJ8BZqX
#vercel#gateway#provider#model#retries

You can now access GLM-4.5 and GLM-4.5 Air, new flagship models from Z.ai designed to unify frontier reasoning, coding, and agentic capabilities, using Vercel's AI Gateway with no other provider accounts required.

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Found out our webhook system was silently losing successful payments during deploys

Reddit r/Backend·u/aagarwal1012·6 months ago
#Bw7Gqvze
#event#webhook#state#payment#retries

We found a pretty nasty issue in our webhook pipeline a few months ago. A merchant reached out saying a customer had successfully paid for a yearly subscription but never got access to the product. No email, no provisioning, nothing.…

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When Retries Turn Hostile — How Control Logic Kills Production Systems
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When Retries Turn Hostile — How Control Logic Kills Production Systems

DEV Community·Ken Imoto·6 months ago
#2fdLX101
#three#sre#devops#reliability#retry

"Your retries are killing us." A service team received this message from a downstream dependency...

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Multi-provider LLM fallback in Python — rolling your own ProviderPool vs existing solutions

Reddit r/Python·u/aminoy77·6 months ago
#UD0i1L8s

Building a CLI agent that falls back automatically between OpenRouter, Ollama, OpenAI, Anthropic and Gemini when one hits rate limits or goes down.…

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