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11 articles
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Architects' Tech Alliance
Architects' Tech Alliance
Dec 10, 2025 · Fundamentals

How to Tame NVMe SSD Write Amplification and Extend Drive Life

This article explains why NVMe SSDs suffer from write amplification, how hardware characteristics, file‑system designs and workload patterns combine to increase I/O latency and wear, compares EXT4, NTFS and XFS behavior, and provides practical tuning, hardware‑feature usage and workload‑specific strategies to dramatically reduce WAF.

NVMeSSDWrite Amplification
0 likes · 17 min read
How to Tame NVMe SSD Write Amplification and Extend Drive Life
DevOps Coach
DevOps Coach
Oct 11, 2025 · Databases

Uber’s PostgreSQL‑to‑MySQL Switch: Solving Index Bloat & Write Amplification

Uber migrated its core database from PostgreSQL to MySQL because PostgreSQL suffered from index bloat, write amplification, high replication overhead, and limited MVCC support, prompting a detailed analysis of each issue, the improvements in newer PostgreSQL releases, and how MySQL’s architecture addresses these challenges.

Index BloatPostgreSQLReplication
0 likes · 12 min read
Uber’s PostgreSQL‑to‑MySQL Switch: Solving Index Bloat & Write Amplification
Architects' Tech Alliance
Architects' Tech Alliance
Dec 9, 2023 · Fundamentals

Impact of IO Patterns on NVMe SSD Performance and Optimization Strategies

The article examines how different I/O patterns, such as sequential writes, request size interference, and read/write conflicts, affect NVMe SSD performance, explains the underlying mechanisms like write amplification and GC behavior, and proposes software-level optimizations—including large‑block writes, Optane caching, and OpenChannel/Object SSD designs—to improve throughput and latency.

IO PatternNVMePerformance Optimization
0 likes · 10 min read
Impact of IO Patterns on NVMe SSD Performance and Optimization Strategies
Architects' Tech Alliance
Architects' Tech Alliance
Dec 29, 2022 · Operations

Large-Scale Field Study of SSD Operational Characteristics in Enterprise Storage Systems

This paper presents a FAST 2022 study of nearly two million SSDs from a major storage vendor, revealing key operational traits such as slow PE‑cycle consumption, variable write amplification, wear‑leveling inefficiencies, system fullness growth, and read‑dominant workloads in enterprise environments.

Enterprise StorageSSDWrite Amplification
0 likes · 13 min read
Large-Scale Field Study of SSD Operational Characteristics in Enterprise Storage Systems
Qingyun Technology Community
Qingyun Technology Community
Sep 14, 2021 · Fundamentals

How KVSSD Integrates LSM Trees and Flash Translation to Slash Write Amplification

This article reviews the KVSSD paper presented at DATE 2018, explaining how close integration of LSM trees with the flash translation layer reduces write amplification, outlines the design optimizations such as K2P mapping, remapping compaction, hot‑cold separation, and discusses performance results and industry progress.

KVSSDLSM‑TreeNVMe
0 likes · 15 min read
How KVSSD Integrates LSM Trees and Flash Translation to Slash Write Amplification
58 Tech
58 Tech
Apr 9, 2019 · Backend Development

Optimizing Group Chat Performance in an Instant Messaging Backend

This article analyzes the challenges of scaling group chat in an instant messaging system and presents architectural optimizations—including shared message storage, periodic conversation list updates, offline count handling, and version‑based incremental sync—to reduce write and read amplification while improving overall performance.

Message QueueWrite Amplificationbackend optimization
0 likes · 12 min read
Optimizing Group Chat Performance in an Instant Messaging Backend
ITPUB
ITPUB
Sep 8, 2018 · Databases

Why Uber Switched from Postgres to MySQL: Scaling Lessons from a Real‑World Migration

Uber’s engineering team explains how Postgres’s immutable rows, write‑ahead logging, and replication design caused write amplification, upgrade pain, and data‑corruption risks, leading them to adopt a MySQL‑based Schemaless sharding layer that offers better buffering, connection handling, and replication semantics for massive scale.

PostgreSQLReplicationUber
0 likes · 23 min read
Why Uber Switched from Postgres to MySQL: Scaling Lessons from a Real‑World Migration
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Sep 5, 2017 · Databases

Can Separating Keys and Values Boost LSM Performance on SSDs?

This article examines the trade‑offs of LSM‑based storage engines on SSDs, highlighting write amplification issues, the benefits of separating keys from values via the WiscKey approach, and the challenges of range queries, garbage collection, and crash consistency.

Database StorageKey-Value SeparationLSM
0 likes · 8 min read
Can Separating Keys and Values Boost LSM Performance on SSDs?
Efficient Ops
Efficient Ops
Sep 8, 2015 · Operations

Unlocking SSD Performance in KVM: Tackling Write Amplification and Best Practices

This article explains SSD fundamentals such as page and block structures, the causes and mitigation of write amplification through reserved space and TRIM, presents detailed KVM virtualization test setups and results, and compares SSD types, offering practical guidance for maximizing SSD performance in virtualized environments.

.trimKVMSSD
0 likes · 10 min read
Unlocking SSD Performance in KVM: Tackling Write Amplification and Best Practices