RADIO Framework Cheat Sheet + Interview Timeline for Frontend System Design

20 minsystem designradio frameworkfrontend system design

This guide is part of the FrontendAtlas frontend interview preparation roadmap, focused on interview questions, practical trade-offs, and high-signal decision patterns.

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If You Remember Only One Thing (60 seconds)

In a system design interview, do not wing architecture. Run the RADIO framework in order: Requirements, Architecture, Data model, Interface, Optimizations. For each step, produce one concrete artifact and say one explicit trade-off. That keeps your answer structured, frontend-specific, and easy for interviewers to evaluate. Use this as your default for system design interview preparation in any frontend system design round.

RADIO Cheat Sheet

R

Requirements

Lock scope, constraints, and success criteria before proposing tech.

Timebox: 6-8 min (45m) / 8-10 min (60m)

Key questions

  • Who is the primary user and top 1-2 flows?
  • What is must-have vs nice-to-have vs out-of-scope?
  • What scale matters (DAU, peak QPS, regions)?
  • Which NFRs matter most (latency, a11y, SEO, reliability)?
  • What existing constraints do we inherit (stack, APIs, deadline)?

Artifacts to produce

  • Scope box (Must / Nice / Out)
  • Functional + non-functional requirement list
  • Assumptions/risk log
  • Success metrics snapshot

Common pitfalls

  • Jumping to solution too early
  • No explicit non-goals
  • Ignoring NFRs like a11y/perf
A

Architecture

Choose end-to-end flow and rendering strategy that fits constraints.

Timebox: 10-12 min (45m) / 14-16 min (60m)

Key questions

  • What is the request flow from user event to rendered UI?
  • Route-by-route rendering strategy (SSR/CSR/SSG/edge)?
  • Where is the client/server boundary (BFF or direct APIs)?
  • How do we handle retries, timeouts, offline, partial failure?
  • What breaks first at 10x traffic/features?

Artifacts to produce

  • High-level architecture diagram (browser/CDN/edge/BFF/services)
  • Rendering strategy matrix by route/state
  • Sequence diagram for critical flow
  • API contract sketch + error model

Common pitfalls

  • One-size-fits-all rendering choice
  • No failure-path design
  • No stated trade-offs
D

Data model

Define client/server data contracts and state consistency rules.

Timebox: 7-8 min (45m) / 9-10 min (60m)

Key questions

  • What entities exist and how do they relate?
  • What is server truth vs client-derived state?
  • What are cache keys, TTLs, and invalidation triggers?
  • How are search/sort/filter encoded in URL/state?
  • Which UI states must be first-class?

Artifacts to produce

  • Entity schema / TS interfaces sketch
  • UI states matrix (idle/loading/success/empty/error/stale/partial)
  • Caching strategy (HTTP + memory + SW if needed)
  • URL-state synchronization rules

Common pitfalls

  • Hand-wavy cache invalidation
  • Mixing domain and view state
  • Missing empty/error/partial states
I

Interface

Translate design into components, interactions, and accessibility behavior.

Timebox: 8-10 min (45m) / 10-12 min (60m)

Key questions

  • How are components split and who owns state?
  • Where is data fetched/hydrated in the tree?
  • What are keyboard, focus, and screen-reader behaviors?
  • How do we prevent unnecessary re-renders?
  • Which design system primitives are reused?

Artifacts to produce

  • Component tree with ownership annotations
  • Interaction flow for happy + sad paths
  • a11y behavior checklist (focus, roles, announcements)
  • State transition map for key interaction

Common pitfalls

  • Overusing global state
  • Ignoring keyboard/screen-reader flows
  • No loading/skeleton/error UX plan
O

Optimizations

Show production readiness: performance, observability, security, trade-offs.

Timebox: 5-7 min (45m) / 7-9 min (60m)

Key questions

  • What is the performance budget and target metrics?
  • Which optimizations are highest impact first?
  • What telemetry proves this works in production?
  • What security basics are required (XSS/CSRF/auth/rate limits)?
  • What trade-offs and follow-up iterations are acceptable?

Artifacts to produce

  • Perf budget table (LCP, INP, CLS, bundle KB, API latency)
  • Optimization backlog (impact vs effort)
  • Observability plan (RUM, logs, traces, alerts)
  • Security baseline checklist

Common pitfalls

  • Optimization without measurement
  • Skipping observability
  • Treating security as backend-only

Interview Timeline

45-Minute Interview

Time rangeWhat to doOutput artifactWhat to say out loud
0:00-0:03Clarify prompt, user, and scope boundariesScope box draftI will optimize for one core flow first, then extend.
0:03-0:09Requirements deep diveFunctional/NFR checklistLet me confirm latency, accessibility, and SEO constraints.
0:09-0:20Architecture proposalSystem diagram + rendering matrixI am choosing SSR for entry + CSR for interaction speed.
0:20-0:28Data model and state designEntities + UI states matrix + cache policyServer owns truth; client cache is query-keyed with TTL.
0:28-0:36Interface and interaction planComponent tree + flowHere is state ownership and keyboard/focus behavior.
0:36-0:42Optimizations and hardeningPerf budget + observability + security checklistI will prioritize optimizations by impact and measurable gain.
0:42-0:45Wrap-up and trade-offsDecision summary + next stepsTrade-off: simpler now, scalable path identified for phase two.

60-Minute Interview

Time rangeWhat to doOutput artifactWhat to say out loud
0:00-0:05Clarify goals, constraints, and success metricsScope box + metricsI will use RADIO so we stay structured and complete.
0:05-0:14Requirements and edge casesRequirement map + non-goalsI am explicitly parking non-core features to protect depth.
0:14-0:30Architecture with alternativesPrimary architecture + one alternativeOption A is faster to ship; Option B scales better long-term.
0:30-0:40Data contracts and caching strategyEntity diagram + state matrix + cache planThese invalidation rules prevent stale UI in critical flows.
0:40-0:50Interface, a11y, and rendering detailsComponent ownership + interaction mapThis keeps re-renders localized and keyboard UX reliable.
0:50-0:57Perf, observability, and securityPerf budget + telemetry + security baselineI am tracking user-perceived speed, not just backend latency.
0:57-1:00Final recapRisks, trade-offs, iteration planGiven more time, I would validate with load + accessibility audits.

What to Say Out Loud (Reusable Script Cues)

  1. I will use the RADIO framework so we cover scope to production hardening in order.
  2. Before architecture, I want to lock must-haves, non-goals, and constraints.
  3. I am optimizing for the primary user flow first, then we can extend.
  4. For rendering, I will mix SSR for first paint and CSR for high-frequency interactions.
  5. I will separate server truth from client-derived UI state to avoid sync bugs.
  6. Let me define cache keys and invalidation now, so stale data behavior is explicit.
  7. I am calling out accessibility behavior early: focus, keyboard navigation, and announcements.
  8. Trade-off here: simpler implementation now vs higher complexity for future scale.
  9. I will prioritize optimizations by impact and measurable improvement against a perf budget.
  10. To wrap up: I have covered risks, observability, and what I would do in iteration two.

Mini Checklists

Before You Start

  • Confirm the primary user and top task.
  • Write must-have vs nice-to-have vs out-of-scope.
  • Ask for scale, traffic pattern, and latency expectations.
  • Set frontend performance targets (for example, p95 interaction latency).
  • Confirm accessibility baseline (keyboard + screen reader behavior).
  • Identify critical failure states (loading, empty, error, partial).
  • State security basics to include (auth boundary, XSS/CSRF protections).
  • Decide which artifacts you will draw in each RADIO step.

Before You Finish

  • Every RADIO step has one concrete artifact.
  • Critical UI states are fully covered (loading/empty/error/stale/partial).
  • Caching and invalidation rules are explicit.
  • Performance budget and top two optimizations are stated.
  • Accessibility behavior is described, not assumed.
  • Observability includes key metrics and alert direction.
  • Security basics are acknowledged in frontend context.
  • Final trade-off + next iteration plan is clearly summarized.

Quick Drill: Run RADIO on a Typeahead Search in 7 Minutes

StepTimeTiny template (what a good answer sounds like)
R1 minGoal: users find items in less than 150ms perceived response. In scope: suggestions + keyboard nav. Out of scope: personalized ranking.
A1.5 minInput debounced at 150ms, cancel stale requests, fetch via BFF, SSR shell + CSR widget for fast interaction.
D1.5 minEntity: Suggestion{id,label,type}. Cache by normalized query with short TTL; states: idle/loading/results/empty/error.
I1.5 minUse combobox/listbox pattern, arrow keys + Enter, clear focus handling, highlight matched substrings.
O1.5 minPerf budget: keystroke-to-suggestion p95 less than 150ms. Track latency/error/zero-result rate; add virtualization for long lists.

Next

Self-check

CheckAnswer
Is every RADIO step actionable?Yes. Each step has explicit goals, questions, and timeboxed actions.
Are artifacts included for each step?Yes. Every step has concrete interview artifacts to draw/write.
Does it work for a frontend-heavy problem?Yes. It includes rendering strategy, UI states, a11y, caching, and perf budgets.
Does it avoid vague advice?Yes. It uses script cues, templates, and decision-level trade-offs.
Does it include both 45 and 60 minute timelines?Yes. Both timelines are included with outputs and speaking cues.