Tutorials System Design Tutorial

Scaling Optimization Playbook — Complete Guide

Scaling Optimization Playbook — Complete Guide: free step-by-step lesson with examples, common mistakes, and interview tips — part of System Design Tutorial on Toolliyo Academy.

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System Design Tutorial · Lesson 86 of 100

Scaling Optimization Playbook

Basics ✓Scale ✓Interview

Interview · 3 — Case studies · ~10 min · Module 9: Performance and Optimization

What is this?

A scaling playbook is an ordered checklist: fix queries/cache → scale stateless → scale data reads → partition writes — with owners and metrics.

Why should you care?

During ShopNest incidents, people need the next lever without debating philosophy.

See it live — copy this example

Sketch the architecture on paper. These lessons focus on concepts and trade-offs.

Playbook order:
  1 Kill bad query / enable cache
  2 Raise API replicas
  3 Shift reads to replicas
  4 Shed non-critical load
  5 Consider shards (last)
Exit criteria per step with metrics

Run Example »

This lesson uses terminal or setup steps. Run commands on your computer — the live editor appears on coding lessons.

What happened?

  • Cheapest correctness-preserving fixes first.
  • Document who can flip each lever.
  • Rehearse before festival season.

Practice next

  1. Write ShopNest’s ordered levers.
  2. Assign owners for each lever.
  3. Define exit metrics.
  4. Add feature-flag shed for recommendations.
  5. Link playbook from the alert.

Remember

Ordered levers. Metrics per step. Rehearse.

Festival playbook

ShopNest on-call follows cache→HPA→replica steps.

Outcome: Sale night stays controlled without panic sharding.

Interview prep for this lesson

Practice these questions aloud after reading—each links to a full structured answer.

Junior Detailed
Explain Services in the context of System Design.
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Services…
Mid Detailed
What are common mistakes teams make with Deployment when using System Design?
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Deploymen…
Senior Detailed
How would you debug a production issue related to Security in a System Design application?
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Security…
Junior Detailed
Describe a real-world scenario where Monitoring mattered in a System Design project.
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Monitorin…
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System Design Tutorial
Course syllabus

System Design Tutorial

Module 1: System Design Foundations
Module 2: Networking and Traffic Management
Module 3: Database Systems
Module 4: Caching and Storage
Module 5: Microservices and Event-Driven Systems
Module 6: Cloud-Native Architecture
Module 7: Security and Observability
Module 8: Low-Level Design
Module 9: Performance and Optimization
Module 10: Real-World System Design Projects
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