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Maintaining distributed database stability requires balancing data accuracy with high-speed performance, especially during extreme traffic spikes. These sources discuss how concurrency control has evolved from traditional locking to advanced methods like Multi-Version Concurrency Control (MVCC) and deterministic scheduling to minimize coordination overhead. Modern architectures utilize microservices and caching layers, often debating the merits of PostgreSQL's transactional locality versus the raw speed of Redis Lua scripting. To prevent system collapse from the thundering herd problem, engineers implement traffic-shaping strategies such as load shedding, leaky bucket algorithms, and request coalescing. Ultimately, effective performance management relies on monitoring latency, throughput, and scalability while using architectural safety buffers to prevent race conditions and resource exhaustion. Follow for more contents: 🐦 X (Twitter): https://x.com/lab68dev 💼 LinkedIn: / lab68dev 💻 GitHub: https://github.com/lab68dev 📸 Instagram: / lab68dev 🌐 Website: https://lab68devplatform.vercel.app/ #coding #softwareengineering #systemdesign #fyp #2026