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JobRunr

5 articles · Page 1 of 1
LuTiao Programming
LuTiao Programming
Sep 5, 2026 · Backend Development

Why @Scheduled Runs 3× in Kubernetes: Migrating to JobRunr for Distributed Tasks

After scaling a Spring Boot app to three Kubernetes replicas, @Scheduled tasks ran thrice, generating duplicate reports. The author evaluates distributed locks but adopts JobRunr for persistent, retryable, and monitorable background jobs, demonstrating integration with Spring Boot 4, code patterns for fire-and-forget, recurring, and delayed tasks, plus idempotency and deduplication strategies.

Background JobsDistributed Task SchedulingJobRunr
0 likes · 16 min read
Why @Scheduled Runs 3× in Kubernetes: Migrating to JobRunr for Distributed Tasks
LuTiao Programming
LuTiao Programming
Aug 20, 2026 · Backend Development

Recreating Taobao’s 30‑Minute Unpaid Order Auto‑Close in Spring Boot Without Redis or Minute‑by‑Minute Scans

The article explains how to replace the common @Scheduled per‑minute scan or Redis TTL approach for auto‑closing unpaid orders with JobRunr’s durable delayed‑job feature in Spring Boot, detailing the implementation steps, scalability benefits, idempotent handling, and distributed execution considerations.

Background JobsJobRunrSpring Boot
0 likes · 11 min read
Recreating Taobao’s 30‑Minute Unpaid Order Auto‑Close in Spring Boot Without Redis or Minute‑by‑Minute Scans
Java Tech Enthusiast
Java Tech Enthusiast
Jul 9, 2026 · Backend Development

Why AI Coding Tools Are Racing to Task Orchestration—and What It Means for Java Developers

The latest updates to Codex, Claude Code, Cursor and ZCode show AI coding tools shifting from single‑prompt chat to distributed task orchestration, prompting Java teams to adopt persistent job queues, state machines, worktree isolation, OpenTelemetry tracing and fine‑grained retry policies to manage AI‑driven development pipelines.

AI codingJavaJobRunr
0 likes · 20 min read
Why AI Coding Tools Are Racing to Task Orchestration—and What It Means for Java Developers
LuTiao Programming
LuTiao Programming
Jul 7, 2026 · Artificial Intelligence

Suddenly All Major AI Coders Shift to Task Orchestration—Java Finally Gets Its Main Stage

Recent updates to Codex, Claude Code, Cursor, and ZCode show a rapid move from simple code‑generation chat windows to full‑featured distributed task orchestration, and the Java ecosystem—through Spring Boot, JobRunr, and OpenTelemetry—now provides the essential backend platform to manage these AI‑driven development pipelines.

AI codingJavaJobRunr
0 likes · 21 min read
Suddenly All Major AI Coders Shift to Task Orchestration—Java Finally Gets Its Main Stage
ZhiKe AI
ZhiKe AI
May 11, 2026 · Backend Development

Java Rewrites OpenClaw: An Architecture‑Level Translation, Not a Simple Port

A Java team rebuilt the popular Node.js AI‑Agent platform OpenClaw from scratch, replacing AI‑generated “vibe code” with a carefully refactored architecture that leverages Spring AI, JobRunr, and Spring Modulith, and demonstrates how to run the new Java version with just a few commands.

AI AgentsArchitecture TranslationJava
0 likes · 16 min read
Java Rewrites OpenClaw: An Architecture‑Level Translation, Not a Simple Port