Random Bulletin
Author

Random Bulletin

17-year internet software developer specializing in AI applications, networking, architecture, and open source. Led the delivery of network services handling hundreds of millions of concurrent devices and tens of millions of QPS, and has three years of experience designing and building an agent platform. Follow to stay updated.

115
Articles
0
Likes
308
Views
0
Comments
Recent Articles

Latest from Random Bulletin

100 recent articles max
Random Bulletin
Random Bulletin
Oct 8, 2026 · Operations

Scaling Service Restarts at 10M QPS: From Serial to Safe Parallel

At 10M QPS, serial restarts of 4,200 instances take 47 hours while naive parallel restarts cause cascading failures; this article details the evolution from graceful single-node shutdown and warm startup to batched parallel orchestration with health gates, restart-storm mitigation, stateful-service handling, and adaptive platform automation.

10M QPSadaptive platformbatched parallel
0 likes · 18 min read
Scaling Service Restarts at 10M QPS: From Serial to Safe Parallel
Random Bulletin
Random Bulletin
Oct 7, 2026 · Backend Development

Cache Rebuild Evolution at 10M QPS: From Cold Start to Hot Standby

This article details the evolution of cache reconstruction strategies for ten-million-QPS systems, covering cold-start dangers, persistence recovery limits, tiered hot-data backfill, dual-cluster hot standby for second-level failover, shard-level background rebuild with singleflight, and multi-layer database protection during rebuilds, advocating making pre-warming a routine capability.

System architecturecache reconstructioncache warming
0 likes · 27 min read
Cache Rebuild Evolution at 10M QPS: From Cold Start to Hot Standby
Random Bulletin
Random Bulletin
Oct 6, 2026 · Backend Development

From Manual DNS to 90-Second Auto-Failover: Traffic Recovery Evolution at 10M QPS

This article traces the evolution of traffic recovery from manual DNS changes taking 47 minutes to fully automated 90-second failover, detailing the three-layer scheduling architecture, multi-source voting, capacity verification, batched switching, and protection mechanisms that make automatic failover safe at 10M QPS scale.

10M QPSDNSGSLB
0 likes · 29 min read
From Manual DNS to 90-Second Auto-Failover: Traffic Recovery Evolution at 10M QPS
Random Bulletin
Random Bulletin
Oct 5, 2026 · Databases

From Backup to Real-Time: Automating Data Recovery at 10M QPS

This article traces the evolution of data recovery from manual backup restoration through log replay to automated replica switching, explaining RPO/RTO trade-offs, and details how 10M QPS systems implement shard-level automatic rebuild with throttling, verification, and continuous recovery as a runtime capability.

BackupData RecoveryRPO
0 likes · 20 min read
From Backup to Real-Time: Automating Data Recovery at 10M QPS
Random Bulletin
Random Bulletin
Oct 4, 2026 · Backend Development

From Hours to Minutes: Pre-Positioning Decisions to Slash Recovery Time at 10M QPS

This article decomposes recovery time into detection, decision, execution, and verification phases, showing how 10M QPS systems reduce recovery from hours to minutes by pre-positioning decisions at design time, bounding data loss via semi-sync replication, automating failover loops with fencing and quorum, and validating RTO through disciplined drills.

High AvailabilityRTOcapacity planning
0 likes · 34 min read
From Hours to Minutes: Pre-Positioning Decisions to Slash Recovery Time at 10M QPS
Random Bulletin
Random Bulletin
Oct 3, 2026 · Backend Development

From Static DNS to Dynamic Traffic Scheduling: Mastering 10M QPS Failover

This article dissects why static DNS-based traffic scheduling fails at ten-million-QPS scale and how layered dynamic scheduling — across access, gateway, service, and data layers — combined with unitized routing, automated decision loops, and rigorous drill practices enables precise, reversible, and safe failover.

AnycastGSLBcanary deployment
0 likes · 33 min read
From Static DNS to Dynamic Traffic Scheduling: Mastering 10M QPS Failover
Random Bulletin
Random Bulletin
Oct 1, 2026 · Backend Development

Fault Domain Design: Turning Blast Radius from 100% into a Tunable 1/N Parameter

The article presents a layered fault-domain strategy—physical anti-affinity, logical isolation (sharding, cluster groups, swimlanes, bulkheads), cell-based architecture, chaos-engineering validation, and quantitative governance metrics—to shrink the blast radius of a ten-million-QPS system from a fixed 100% to a controllable 1/N design parameter.

High AvailabilityKubernetesSLO
0 likes · 25 min read
Fault Domain Design: Turning Blast Radius from 100% into a Tunable 1/N Parameter
Random Bulletin
Random Bulletin
Sep 30, 2026 · Backend Development

Cross-Region Disaster Recovery: From Backup to Multi-Active at 10M QPS

This article systematically dissects the engineering evolution from disaster backup to multi-active architecture, covering fault domain isolation, RTO/RPO/recovery capacity metrics, data replication trade-offs, traffic switching state machines, business unitization, conflict convergence, and a phased adoption roadmap for systems operating at ten million QPS.

Conflict ResolutionRTO RPO recovery capacitybusiness unitization
0 likes · 39 min read
Cross-Region Disaster Recovery: From Backup to Multi-Active at 10M QPS