Learn It Anyway — Learning Roadmap
The Architect's Mindset
Ten topic families. Four milestones. A structured path through the decisions that define how modern software systems are built and run. Articles publish here as each topic is studied.
milestone 01
Architecture Foundations
How systems are shaped at the macro level — before a single line of code.
System Architecture
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Choosing Your System's Structure: Monolith vs. Modular Monolith vs. Microservices vs. Serverless
The architecture that got you to 100 users will kill you at 100,000
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Organizing Your Codebase: Monorepo vs. Polyrepo
It's not just a folder structure — it's a team coordination decision
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How Services Talk to Each Other: Event-Driven vs. Request-Driven Architecture
Why your services shouldn't talk to each other directly
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Splitting Reads from Writes: An Introduction to CQRS
Read and write patterns are different problems. Stop solving them the same way
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Storing Every Change as an Event: Event Sourcing Explained
What if you never deleted anything and could replay history?
Multi-Tenancy
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Data Isolation Models: Shared DB → DB-per-Tenant
One database for all customers or one per customer? The trade-off no one warns you about
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Tenant Identification Strategies
Subdomains, paths, headers — how your app knows who's knocking
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Tenant Configuration & Feature Inheritance
Global → Plan → Tenant → User. The hierarchy that runs every SaaS
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Noisy Neighbor Problem & Mitigation
One bad tenant can bring down your whole platform
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White-Labeling Architecture
When a customer wants it to look like their product, not yours
milestone 02
Core Systems
Who gets access, how services talk, and where the data lives.
Access Control & Authentication
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RBAC vs. ABAC vs. ReBAC vs. PBAC
Roles are not enough. Here's when they break down
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Permission Granularity: Coarse → Row-Level
"Can access Billing" vs. "Can edit invoice #4821 in their region"
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Sessions vs. JWTs; Token Storage; Refresh Strategies
Where you store your JWT is a security decision, not a preference
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SSO / SAML / OIDC; MFA; API Auth Patterns
Every enterprise deal will ask: do you support SSO?
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Session Management: Concurrency, Revocation, Device Binding
How do you log someone out of every device instantly?
API Design & Communication
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REST vs. GraphQL vs. gRPC vs. WebSocket vs. SSE
Picking an API protocol isn't a tech choice. It's a product decision
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API Versioning; Pagination (Offset vs. Cursor)
Offset pagination breaks at page 500. Here's what you use instead
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Rate Limiting: Fixed, Sliding, Token Bucket, Leaky Bucket
Rate limiting is not about blocking users. It's about protecting your system
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Idempotency, Retry Safety, Exponential Backoff
What happens when the payment request fires twice?
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API Gateway; BFF Pattern
Should your mobile app and web app talk to the same API?
Data Architecture & Storage
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DB Selection: Relational vs. Document vs. Wide-Column vs. Graph vs. NewSQL
PostgreSQL isn't always the answer. But it usually is
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Normalization vs. Denormalization vs. Hybrid
Normalized for writes. Denormalized for reads. Why not both?
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Consistency Models: Strong, Read-After-Write, Eventual, Causal
You updated your profile. Why does the page still show the old name?
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Caching: L1/L2/L3; Eviction Strategies
The cache that saved the database. And the one that corrupted production
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Search Architecture; Blob Storage; Sharding & Partitioning
LIKE queries will betray you. Here's when to move to real search
milestone 03
Full Stack Engineering
Frontend choices that affect products, backend choices that affect reliability.
Frontend Architecture
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SPA vs. SSR vs. SSG vs. ISR vs. Streaming SSR vs. Islands
Rendering strategy is not a framework decision. It's a product decision
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State Management: React Query vs. Zustand vs. Redux vs. Context vs. URL
Most global state shouldn't exist. Here's what to use instead
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Component Architecture: Design Systems, Styling Approaches
Build your own design system or adopt one? The honest answer
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Bundling: Vite vs. Webpack; Code Splitting; Tree Shaking
Your bundle is 4MB. Your users on 4G are not happy
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Forms, Validation, Optimistic vs. Pessimistic Updates
Optimistic UI feels fast. Until it has to roll back in front of the user
Backend Architecture & Processing
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Service Communication: Sync vs. Async; Saga Pattern
Distributed transactions without distributed chaos
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Resilience: Circuit Breaker, Bulkhead, Retry Policies
Your third-party API just went down. Does your whole system go with it?
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Background Jobs: Queues, Cron, Workflow Engines
Some things shouldn't happen in the request cycle
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Distributed Locking & Coordination
Two servers. One job. What could go wrong?
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Config Management, Feature Flags, Secrets Management
Feature flags are not just for A/B tests. They're your kill switch
milestone 04
Production Engineering
AI integration, infrastructure, security, and the reality of running things at scale.
Data Pipelines & AI Integration
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ETL vs. ELT vs. Streaming vs. Hybrid Pipelines
Batch is simple. Streaming is real-time. Hybrid is reality
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Analytics DB: OLAP, ClickHouse, DuckDB; Data Modeling
Your production DB is not your analytics DB. Stop treating it like one
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Product Analytics: Build vs. Buy; Event Taxonomy
The naming convention you skip today will haunt your data team for years
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AI Integration: API vs. Self-Hosted; Prompt Management; Fallbacks
What happens to your AI feature when OpenAI has an outage?
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RAG Architecture: Vector Stores, Chunking, Hybrid Search, AI Safety
Not all AI features need GPT-4. And not all search needs to be semantic
Infrastructure & Deployment
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Cloud Strategy: Single vs. Multi vs. Hybrid
Multi-cloud sounds smart. Until you have to operate it
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Compute: K8s vs. Managed Containers vs. PaaS vs. Serverless
Kubernetes is not a goal. It's a trade-off
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Infrastructure as Code: Terraform vs. Pulumi vs. CDK
If your infra isn't in code, it's in someone's memory. That person will leave
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Deployment Strategies: Rolling, Blue-Green, Canary, GitOps
How do you release at 3pm on a Friday and sleep at night?
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CI/CD Pipelines; Branching; DB Migrations; Artifact Promotion
Build once. Promote everywhere. Never rebuild per environment
Security, Observability & Scaling
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Application Security: XSS, CSRF, SAST/DAST, Supply Chain
The vulnerability wasn't in your code. It was in your dependency
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Data Security: Encryption, Key Management, PII, Data Classification
Encryption at rest is table stakes. Here's what most teams miss
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Observability: Logs, Metrics, Traces, Profiling; SLOs & Alerting
You can't fix what you can't see. Alert on symptoms, not causes
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Testing Strategy: Pyramid, Contract Tests, Load Testing, Test Data
Unit tests tell you the code works. Load tests tell you it survives reality
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Scaling Dimensions; Bottleneck Identification; FinOps; DR & HA
Scale is not just adding more servers. It's knowing which bottleneck to fix first
Bonus — Self-Paced
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Internationalization & Localization Architecture
Adding i18n after launch is a retrofit, not a feature
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Developer Experience: Local Dev, ADRs, Documentation
The best documentation is the one your newest hire actually reads
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SaaS Pricing Model & Metering Architecture
Your pricing model is an architecture decision, not just a business one
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Network Security & Zero Trust
Stop trusting your own network. Verify everything, every time
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Chaos Engineering & Postmortem Culture
Break it on purpose before it breaks on its own
This roadmap covers modern software systems with a SaaS lens.
Topics are studied one at a time. Notes get published here as I go.