Phase 2: The Toolkit
Now that we know the limits, we pick our tools. These are the standard components you'll drop into every architecture diagram. Know them inside out.
Data Modelling
Tool 01Relational vs Document vs Graph. How to structure and relate your data for maximum scale.
API Design
Tool 02REST vs GraphQL vs gRPC. Idempotency, versioning, and building contracts that don't break.
Consistent Hashing
Tool 03The algorithm behind horizontal scaling. Hash rings, virtual nodes, and minimal data movement.
Load Balancing
Tool 04L4 vs L7, Round Robin vs Least Connections. How to distribute traffic without creating hotspots.
Caching Strategies
Tool 05Read-through, Write-back, and Eviction policies (LRU/LFU). The art of keeping hot data close.
Database Internals
Tool 06B-Trees vs LSM Trees. SQL vs NoSQL. Understanding the storage engine determines the use case.
Message Brokers
Tool 07Kafka (Log) vs RabbitMQ (Queue). Decoupling services with asynchronous events.
CDN & Blob Storage
Tool 08Serving static assets at scale. Edge locations and object storage design.
Rate Limiting
Tool 09Token Bucket vs Sliding Window. Distributed rate limiting with Redis. Protecting your services.
API Gateways
Tool 010Auth termination, request routing, and circuit breakers at the edge. The front door of your system.
Advanced Indexing
Tool 011Inverted indexes for search, Geohashes for Uber-like location services, and B-Tree internals.
Distributed Locking
Tool 012Redis Redlock vs Zookeeper. How to coordinate access to shared resources without chaos.
Time Series Databases
Coming SoonInfluxDB, TimescaleDB, Prometheus. Optimized for metrics, IoT data, and high-frequency writes.
Vector Databases
Coming SoonPinecone, Weaviate, Milvus. Similarity search for AI embeddings, recommendations, and semantic search.
Graph Databases
Coming SoonNeo4j, Amazon Neptune. Modeling relationships and traversals for social networks and knowledge graphs.
Column-Oriented Databases
Coming SoonCassandra, HBase, ClickHouse. Optimized for analytics and OLAP workloads with columnar storage.
Search Engines
Coming SoonElasticsearch, Solr, Algolia. Full-text search, fuzzy matching, and relevance ranking at scale.
Object Storage
Coming SoonS3, MinIO, Azure Blob. Storing unstructured data at petabyte scale with eventual consistency.