Leanpub Header

Skip to main content

High-Performance Storage with RocksDB

The Definitive Guide to Building High-Performance Embedded Storage Systems

This book is 100% completeLast updated on 2026-08-03

Go beyond the basics and learn how to get the most from RocksDB. This practical guide explains the architecture behind its speed, shows how to tune it for real workloads and helps you solve performance issues with confidence. Packed with code examples and production-focused advice, it is built for developers who need storage that scales.

Minimum price

$19.00

$29.00

You pay

Author earns

$

Also available for 1 book credit with a Reader Membership

PDF
EPUB
WEB
APP
179
Pages
About

About

About the Book

RocksDB is one of the most widely used storage engines in modern infrastructure, powering everything from distributed SQL databases to streaming state backends. This book takes you from first principles to production mastery: how LSM-trees work, how RocksDB implements them, how to configure it for your workload, and how to keep it running reliably at scale. You will learn the architecture deeply enough to diagnose performance problems, tune compaction strategies, manage memory budgets, design key spaces, implement custom merge operators, and integrate RocksDB into real systems. Every chapter includes working code examples and practical guidance drawn from both the official documentation and production deployments across the industry.

Author

About the Author

Steve Publications

Steve is a technology professional with more than 20 years of experience in software development, server infrastructure, cybersecurity, vulnerability research and reverse engineering. Throughout his career, he has designed, secured, analyzed and tested complex software and infrastructure, with a particular focus on understanding how systems fail and how they can be made more secure.

Outside of work, Steve enjoys sharing knowledge with the technology community. He collaborates with researchers, industry experts and technology professionals to write practical books covering software development, cybersecurity, cloud computing, networking, DevOps, artificial intelligence and enterprise technologies. His books focus on practical learning through clear explanations, real-world examples and hands-on exercises. With more than two decades of industry experience, his goal is to help IT professionals, students and technology enthusiasts build useful skills and stay current in a rapidly changing industry.

We believe readers deserve to know how our books are created. Most of our authors are not native English speakers, so we use AI to help translate, proofread manuscripts, fix grammar, improve sentence structure and make technical explanations easier to read. AI is used as an editing tool only. It does not replace the research, technical knowledge or hands-on experience behind our books. Some of our authors also prefer to remain anonymous for privacy or professional reasons. In those cases, we publish their work under a different name. The author's name may be different, but the quality of the content and our review process remain the same.

Every book is written, reviewed and maintained by experienced technology professionals, with contributions from our private technical community of more than 420 engineers and researchers. We spend far more time validating technical accuracy and keeping our content up to date than generating text. We are always interested in working with experienced professionals who have deep expertise in a particular technology or domain. If you would like to publish a book with us or help review an existing manuscript, we'd love to hear from you. Send us a message describing your area of expertise. We are especially interested in niche technologies, specialized skills and emerging topics that are underrepresented in existing technical literature.

If you look through the contents of our books, you'll see practical examples, detailed explanations and material that is regularly updated. Our goal is to publish books that professionals can actually rely on, not low-effort AI-generated content. If you ever feel that one of our books does not meet that standard, Leanpub offers a 60-day money-back guarantee. Feel free to request a refund if you are not satisfied with your purchase.

Contents

Table of Contents

The Definitive Guide to Building High-Performance Embedded Storage Systems

Introduction

Chapter 1: What Is RocksDB and Why It Matters

  1. The Key-Value Store That Powers Modern Infrastructure
  2. From LevelDB to RocksDB: A History of Evolution
  3. LSM-Trees: The Core Innovation Behind Performance
  4. Where RocksDB Lives Today: Ecosystem and Adoption
  5. When to Choose RocksDB (and When Not To)

Chapter 2: Getting Started with RocksDB

  1. Building and Installing RocksDB from Source
  2. Your First Database: Opening, Writing, Reading, Closing
  3. Understanding the Basic C++ API Surface
  4. Integrating RocksDB into Modern C++ Projects
  5. Quick Start with Alternative Language Bindings

Chapter 3: Core Architecture and Data Flow

  1. The Write Path: From Application Call to Disk
  2. MemTables and Immutable MemTables
  3. SST Files and the Level Hierarchy
  4. The Read Path: Lookup, Bloom Filters, and Caching
  5. Write-Ahead Log and Crash Recovery

Chapter 4: Data Models and Column Families

  1. Keys, Values, and Encoding Strategies
  2. Column Families: Isolation, Configuration, and Use Cases
  3. Designing Key Spaces for Performance
  4. Prefixes, Ranges, and Secondary Index Patterns
  5. Versioning and Multi-Tenancy with Column Families

Chapter 5: Advanced Write Operations

  1. Write Batches: Atomicity and Performance
  2. Merge Operators: Semantics and Implementation
  3. Conditional Writes and Compare-and-Swap Patterns
  4. Single-Delete vs Delete: Handling Tombstones Correctly
  5. Optimizing Write Throughput in Production Workloads

Chapter 6: Reading Data: Iterators, Snapshots, and Transactions

  1. Point Lookups and Read Options
  2. Iterators: Range Scans, Prefix Seeks, and Performance
  3. Snapshots: Consistent Views Without Locking
  4. Optimistic Transactions in RocksDB
  5. Isolation Levels and Concurrency Semantics

Chapter 7: Compaction: The Heart of RocksDB

  1. Why Compaction Exists: Trade-offs Explained
  2. Level-Based Compaction (LEVEL)
  3. Universal Compaction: FIFO, Size-Tiered, and Windowed
  4. FIFO Compaction for Log-Like Workloads
  5. Choosing and Tuning Compaction for Your Workload

Chapter 8: Memory Management and Caching

  1. The Cache Hierarchy: Block Cache, Table Cache, and More
  2. MemTable Memory Budgeting and Auto-Tuning
  3. Shared vs Per-Instance Caches
  4. Subcompaction and Parallelism Controls
  5. Diagnosing and Fixing Memory Pressure Issues

Chapter 9: Compression, Bloom Filters, and SST File Format

  1. The SST File Format: Anatomy of a Table
  2. Compression Algorithms: Choosing the Right One
  3. Bloom Filters: Standard, Partitioned, and Full
  4. Prefix Bloom Filters for Range Queries
  5. Tuning Block Size and Filter Policies Together

Chapter 10: Configuration and Options Reference

  1. DatabaseOptions: Global Configuration
  2. ColumnFamilyOptions: Per-Column Tuning
  3. Env and IO Control: Managing System Resources
  4. Runtime Options vs Build-Time Options
  5. A Practical Configuration Checklist for Production

Chapter 11: Performance Tuning and Benchmarking

  1. Understanding RocksDB Benchmarks and Metrics
  2. Using the Built-in rocksdbtool and ldb Utilities
  3. Profiling Hot Paths: CPU, IO, and Lock Contention
  4. Tuning for Read-Heavy Workloads
  5. Tuning for Write-Heavy and Mixed Workloads

Chapter 12: Monitoring, Debugging, and Operations

  1. Runtime Stats, Histograms, and Property API
  2. Integrating with Prometheus and Grafana
  3. Reading and Interpreting ROCKSDB_LOG_LEVEL Output
  4. Debugging Slow Queries and Stalls
  5. Handling Corruption: Detection and Recovery

Chapter 13: Backup, Restore, and Checkpoints

  1. Full Backups with BackupEngine
  2. Incremental Backups and Log Shipping Patterns
  3. Checkpoints for Instant Snapshots and Migration
  4. Point-in-Time Recovery Strategies
  5. Cross-Machine Restore and Version Compatibility

Chapter 14: Concurrency, Replication, and Distributed Patterns

  1. Concurrent Access Patterns and Thread Safety
  2. Using Multiple Instances Safely on One Machine
  3. Replication Patterns Built on Top of RocksDB
  4. Integrating with Raft, Paxos, and Distributed Consensus
  5. RocksDB in Microservices and Cloud-Native Architectures

Chapter 15: Real-World Production Use Cases

  1. Time-Series Data and Metrics Storage
  2. Blockchain and Ledger Systems
  3. Caching Layers and Edge Databases
  4. IoT Device Storage and Embedded Analytics
  5. Lessons Learned from Production Deployments

Chapter 16: Comparisons, Alternatives, and Migration

  1. RocksDB vs LevelDB: What Changed and Why It Matters
  2. RocksDB vs WiredTiger: MongoDB’s Choice
  3. RocksDB vs SQLite: Different Problems, Different Tools
  4. RocksDB in the LSM Family: Cassandra, ScyllaDB, Badger
  5. Migrating to RocksDB: Strategies and Pitfalls

Chapter 17: Security, Limitations, and Future Directions

  1. Security Considerations: Encryption, Access Control, Sandboxing
  2. Known Limitations and Anti-Patterns to Avoid
  3. The RocksDB Roadmap and Upcoming Features
  4. When to Look Beyond RocksDB
  5. Final Recommendations for Production Systems

Conclusion

References

Get the free sample chapters

Click the buttons to get the free sample in PDF or EPUB, or read the sample online here

The Leanpub 60 Day 100% Happiness Guarantee

Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.

See full terms...

Earn $8 on a $10 Purchase, and $16 on a $20 Purchase

We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.

(Yes, some authors have already earned much more than that on Leanpub.)

In fact, authors have earned over $15 million writing, publishing and selling on Leanpub.

Learn more about writing on Leanpub

Free Updates. DRM Free.

If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).

Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.

Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.

Learn more about Leanpub's ebook formats and where to read them

Write and Publish on Leanpub

You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!

Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.

Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.

Learn more about writing on Leanpub