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System Design Deep Dive: Real-World Distributed Systems
Ready to become a System Design pro? Unlock the world’s largest distributed systems, including file systems, data processing systems, and databases from hyperscalers like Google, Meta, and Amazon.
Content
1.
Prologue
1 Lessons
Get familiar with core system design principles, case studies, and critical evaluation techniques.
2.
File Systems
1 Lessons
Look at the role and evolution of distributed file systems for scalable data management.
3.
Google File System (GFS)
11 Lessons
Examine the Google File System's design for scalability, performance, and fault tolerance in distributed environments.
4.
Google Colossus File System
3 Lessons
Break down the steps to Colossus's scalability, low-latency, and enhanced control in data management.
5.
Facebook's Tectonic File System
8 Lessons
Consolidate storage resources and ensure scalability, efficiency, and performance isolation in advanced systems.
6.
Databases
1 Lessons
Investigate the evolution and trade-offs in distributed database systems like Bigtable, Megastore, and Spanner.
7.
Google Bigtable
7 Lessons
Piece together the parts of Google's Bigtable, focusing on its data model, architecture, and design refinements.
8.
Google Megastore
6 Lessons
Learn how to use Megastore for scalable, reliable, and ACID-compliant cloud storage.
9.
Google Spanner
9 Lessons
Look at Google Spanner’s unique combination of SQL consistency, NoSQL scalability, and global performance.
10.
Key-value Stores
1 Lessons
Examine key-value stores' role in distributed systems and their foundational impact on NoSQL databases.
11.
Many-core Key-value Store
5 Lessons
Break down the steps to design an efficient, power-saving many-core key-value store system
12.
Scaling Memcache
7 Lessons
Solve problems in scaling Memcache, managing data replication, performance optimization, and consistency.
13.
SILT
12 Lessons
Investigate optimizing key-value stores for efficient resource use, low latency, and scalability.
14.
Amazon DynamoDB
8 Lessons
Build on DynamoDB's scalability, flexible schemas, and robust high availability mechanisms.
15.
Concurrency Management
1 Lessons
Get familiar with managing concurrency using locks and service systems for operational consistency.
16.
Two-phase Locking (2PL)
3 Lessons
Unpack the core of Two-Phase Locking (2PL), ensuring serializability while addressing deadlocks and performance issues.
17.
Google Chubby Locking Service
8 Lessons
Examine Chubby's innovative, robust design for distributed systems, enhancing fault tolerance, replication, and client coordination.
18.
ZooKeeper
5 Lessons
Break down complex ideas of ZooKeeper's architecture, primitives, and performance in distributed systems.
19.
Big Data Processing: Batch to Stream Processing
1 Lessons
Take a closer look at big data systems like MapReduce, Spark, and Kafka.
20.
MapReduce
8 Lessons
See how it works to streamline parallel data processing, fault tolerance, and scalability using MapReduce.
21.
Spark
10 Lessons
Master the steps to leverage Spark's in-memory computation for scalable, low-latency data processing.
22.
Kafka
8 Lessons
Learn how to use Kafka for efficient, scalable, and reliable real-time data streaming.
23.
Consensus
1 Lessons
Look at essential consensus algorithms for fault-tolerant distributed systems design.
24.
Understanding Consensus: Two Generals, FLP, & Byzantine Generals
4 Lessons
Examine consensus challenges in distributed systems, including the Two Generals, FLP, and Byzantine Generals problems.
25.
Two-phase Commit
4 Lessons
Grasp the fundamentals of the Two-Phase Commit protocol for ensuring distributed transaction consistency.
26.
State Machine Replication
10 Lessons
Take a closer look at replicating state machines for fault tolerance, coordinated requests, and fault-tolerant outputs.
27.
Paxos
6 Lessons
See how Paxos maintains consensus in distributed systems, addressing safety, liveness, and fault tolerance.
28.
Raft
8 Lessons
Piece together the parts of the Raft algorithm, ensuring consistent, reliable distributed systems.
29.
Epilogue
1 Lessons
Stay updated on system design, apply knowledge in real-world scenarios, and continue learning.
Certificate of Completion
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