System Design Deep Dive Learning Series

@amitmund July 09, 2026

System Design Deep Dive Learning Series (Architecture Masterclass)

A collection of architecture-focused deep dives designed to take you from beginner to production-level understanding of modern distributed systems. Each topic is a standalone learning track covering theory, internals, production architecture, implementation, and real-world use cases.

Each learning track follows the same comprehensive structure:

  • Learning Objectives
  • Prerequisites
  • Theory
  • Internal Working
  • Step-by-Step Execution
  • Message Flow
  • Architecture Deep Dive
  • Mermaid Diagrams
  • ASCII Diagrams
  • Flowcharts
  • Algorithms
  • Code Examples (Java, Go, Python, Node.js)
  • Kubernetes Examples
  • Docker Examples
  • Cloud Examples (AWS, Azure, GCP)
  • Production Case Studies
  • Performance Optimization
  • Security Notes
  • Common Mistakes
  • Troubleshooting
  • Best Practices
  • Hands-on Labs
  • Exercises
  • Quiz
  • Interview Questions
  • Cheat Sheet
  • Summary
  • References
  • Research Papers
  • Further Reading

1. API Design Best Practices Mastery

Design production-grade APIs used by companies like Google, Stripe, GitHub, AWS, and Netflix.

Topics

  • API Fundamentals
  • REST Architecture
  • Richardson Maturity Model
  • HTTP Deep Dive
  • URI Design
  • Resource Modeling
  • Request Design
  • Response Design
  • Versioning
  • Pagination
  • Filtering
  • Sorting
  • Searching
  • Partial Updates
  • Batch APIs
  • Long Running APIs
  • Async APIs
  • Webhooks
  • GraphQL
  • gRPC
  • Error Handling
  • Authentication
  • Authorization
  • OAuth2
  • OpenID Connect
  • JWT
  • API Gateway
  • Rate Limiting
  • Caching
  • OpenAPI
  • Swagger
  • Contract Testing
  • API Lifecycle
  • API Governance
  • Production API Architecture

2. Modular Monolith Architecture Mastery

Build enterprise applications without microservice complexity.

Topics

  • Monolith vs Modular Monolith
  • Domain Driven Design
  • Bounded Context
  • Module Boundaries
  • Layered Architecture
  • Clean Architecture
  • Hexagonal Architecture
  • Onion Architecture
  • Vertical Slice Architecture
  • CQRS
  • Events
  • Shared Kernel
  • Module Communication
  • Dependency Rules
  • Repository Pattern
  • Unit of Work
  • Module Testing
  • Database Strategies
  • Scaling
  • Migration to Microservices
  • Production Architecture

3. Apache Kafka Deep Dive

Everything about Kafka Internals.

Topics

  • Event Streaming
  • Broker Architecture
  • Topics
  • Partitions
  • Leaders
  • Followers
  • ISR
  • Producers
  • Consumers
  • Consumer Groups
  • Offset Management
  • Ordering Guarantees
  • Replication
  • Exactly Once
  • Transactions
  • Log Compaction
  • Retention Policies
  • Rebalancing
  • KRaft
  • Schema Registry
  • Kafka Connect
  • Kafka Streams
  • MirrorMaker
  • Multi Cluster Kafka
  • Performance Tuning
  • Production Architecture

4. Saga Pattern Mastery

Distributed transaction management.

Topics

  • Why Distributed Transactions Fail
  • ACID
  • BASE
  • CAP
  • Saga Pattern
  • Choreography
  • Orchestration
  • Compensation
  • Retry
  • Rollback
  • Timeouts
  • Dead Letter Queue
  • Event Store
  • Outbox Pattern
  • Kafka Integration
  • RabbitMQ Integration
  • Monitoring
  • Failure Recovery
  • Production Examples

5. Idempotency Mastery

Build retry-safe distributed systems.

Topics

  • Idempotency Basics
  • Safe vs Unsafe Operations
  • HTTP Idempotency
  • PUT vs POST
  • Idempotency Keys
  • Database Strategies
  • Redis Strategies
  • Duplicate Detection
  • Distributed Locks
  • Retry Handling
  • Payment APIs
  • Event Processing
  • Kafka Idempotency
  • Race Conditions
  • Production Patterns

6. Docker Internals Mastery

Understand how Docker actually works.

Topics

  • Container History
  • OCI Specification
  • Docker Architecture
  • Docker Daemon
  • Docker CLI
  • Images
  • Layers
  • OverlayFS
  • Storage Drivers
  • Union File Systems
  • Docker Build
  • BuildKit
  • Multi Stage Build
  • Namespaces
  • cgroups
  • seccomp
  • AppArmor
  • SELinux
  • Networking
  • Volumes
  • Registry
  • Image Distribution
  • Container Runtime
  • containerd
  • runc
  • CRI
  • Performance
  • Security
  • Kubernetes Integration

7. Bloom Filter Mastery

Probabilistic data structures for high-performance systems.

Topics

  • Why Bloom Filters
  • Probability
  • False Positives
  • No False Negatives
  • Bit Arrays
  • Hash Functions
  • Insert Algorithm
  • Lookup Algorithm
  • Mathematical Analysis
  • Counting Bloom Filter
  • Scalable Bloom Filter
  • Cuckoo Filter
  • Redis Bloom
  • Cassandra
  • Bigtable
  • RocksDB
  • CDN Usage
  • Cache Optimization
  • Database Optimization

8. Service Discovery Mastery

How distributed services locate each other.

Topics

  • Static Discovery
  • Dynamic Discovery
  • DNS Discovery
  • Client Side Discovery
  • Server Side Discovery
  • Registry Pattern
  • Consul
  • etcd
  • ZooKeeper
  • Eureka
  • Kubernetes DNS
  • Service Mesh
  • Envoy
  • Istio
  • Linkerd
  • Health Checks
  • Heartbeats
  • Registration
  • Deregistration
  • Production Patterns

9. Capacity Planning Mastery

Design systems that scale before they fail.

Topics

  • Requirement Analysis
  • Capacity Estimation
  • Traffic Estimation
  • Requests Per Second
  • QPS
  • TPS
  • DAU
  • MAU
  • Read Write Ratio
  • Storage Growth
  • CPU Planning
  • Memory Planning
  • Network Planning
  • Disk Planning
  • Cost Estimation
  • Horizontal Scaling
  • Vertical Scaling
  • Benchmarking
  • Load Testing
  • Stress Testing
  • Capacity Reports

10. Consistent Hashing Mastery

The backbone of distributed storage systems.

Topics

  • Traditional Hashing
  • Hash Ring
  • Virtual Nodes
  • Replication
  • Data Distribution
  • Load Balancing
  • Node Join
  • Node Leave
  • Rebalancing
  • Cassandra
  • DynamoDB
  • Redis Cluster
  • Ceph
  • Kafka
  • Kubernetes
  • Production Examples

11. RPC Mastery

How remote procedure calls work.

Topics

  • RPC Fundamentals
  • Stub Generation
  • Serialization
  • Deserialization
  • Protobuf
  • Avro
  • Thrift
  • HTTP RPC
  • gRPC
  • JSON RPC
  • XML RPC
  • Connection Pooling
  • Streaming RPC
  • Unary RPC
  • Bidirectional Streaming
  • Authentication
  • Retry
  • Timeout
  • Load Balancing
  • Service Discovery
  • Production Architecture

12. Actor Model Mastery

Scalable concurrent programming.

Topics

  • Actors
  • Mailboxes
  • Messages
  • Actor Lifecycle
  • Actor Supervision
  • Hierarchies
  • Scheduling
  • Fault Tolerance
  • Akka
  • Erlang OTP
  • Orleans
  • Distributed Actors
  • Cluster Sharding
  • Persistence
  • Event Sourcing
  • CQRS
  • Production Systems

13. Redis Mastery (Use Cases & Internals)

Much more than caching.

Topics

  • Redis Architecture
  • Memory Model
  • Data Structures
  • Strings
  • Hashes
  • Lists
  • Sets
  • Sorted Sets
  • Streams
  • Pub/Sub
  • Transactions
  • Lua Scripts
  • Persistence
  • AOF
  • RDB
  • Replication
  • Sentinel
  • Redis Cluster
  • Distributed Locks
  • Rate Limiting
  • Session Store
  • Leaderboards
  • Message Queues
  • Geospatial Indexing
  • Bloom Filters
  • RedisJSON
  • RedisSearch
  • Performance Tuning

14. JWT (JSON Web Token) Mastery

Everything about JWT.

Topics

  • Authentication vs Authorization
  • Session vs JWT
  • JWT Structure
  • Header
  • Payload
  • Signature
  • Base64URL
  • HMAC
  • RSA
  • ECDSA
  • Signing
  • Verification
  • Access Token
  • Refresh Token
  • Claims
  • Registered Claims
  • Private Claims
  • Public Claims
  • Token Expiration
  • Token Rotation
  • Revocation
  • Blacklisting
  • OAuth2 Integration
  • OpenID Connect
  • Security Best Practices
  • Common Vulnerabilities
  • Production Architecture

Future Deep-Dive Topics

  • Circuit Breaker Pattern
  • CQRS Deep Dive
  • Event Sourcing
  • Outbox Pattern
  • Inbox Pattern
  • Distributed Locking
  • Distributed Transactions
  • Leader Election
  • Rate Limiting Algorithms
  • API Gateway Internals
  • Reverse Proxy Internals
  • Load Balancer Internals
  • DNS Internals
  • CDN Internals
  • TLS/SSL Internals
  • OAuth2 Deep Dive
  • OpenID Connect Deep Dive
  • Service Mesh Deep Dive
  • Envoy Proxy Deep Dive
  • Kubernetes Scheduler Internals
  • etcd Deep Dive
  • Raft Algorithm Deep Dive
  • Paxos Deep Dive
  • CRDT Mastery
  • Gossip Protocol Deep Dive
  • Vector Clocks
  • Lamport Clocks
  • Chandy-Lamport Snapshot Algorithm
  • Distributed Lock Managers
  • Database Index Internals
  • B+ Tree Deep Dive
  • LSM Tree Deep Dive
  • MVCC Deep Dive
  • WAL (Write-Ahead Logging)
  • Query Optimizer Internals
  • Filesystem Internals
  • Linux Kernel Networking
  • eBPF Deep Dive
  • io_uring Deep Dive
  • JVM Internals
  • Python Runtime Internals
  • Go Runtime Internals
  • Garbage Collection Algorithms
  • Memory Allocators
  • Compiler Design
  • Operating System Internals
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