Backend · System Design · OOD · Databases · Networking

Buildthetechnicalreasoningbackendinterviewstest.

Practice interview-relevant concepts with adaptive questions, answer-specific explanations, spaced review, and simulated production debugging cases.

Built by an SDE interview tutor who coaches candidates for North American interviews.

Delta Byte
System Design · Concept Question · Adaptive Session

Cache invalidation: which strategy guarantees readers never see stale data after a write completes?

AWrite-through cache with synchronous invalidation
BCache-aside with TTL only
CRefresh-ahead with eventual consistency
DWrite-behind with batched flush
Marked incorrect
Adaptive engine
Recent
Cache invalidation
Connection pool sizing
Read scaling
Concepts to revisit
•Pool sizing vs replicas
•Read replica strategy
Difficulty
70%
Review queue
Connection pool +1Read scaling +1
Next: Replica lag tradeoffs

Topics you can practice

System Design
Object-Oriented Design
AWS Essentials
Computer Networking
CS Fundamentals
Databases
Software Engineering Practices
Web Backend Fundamentals
System Design
Object-Oriented Design
AWS Essentials
Computer Networking
CS Fundamentals
Databases
Software Engineering Practices
Web Backend Fundamentals

Debug Detective

Practice debugging through simulated production incidents.

Investigate simulated outages using the same tools you'd reach for at work — terminal, logs, metrics, distributed traces. Gather evidence, form a hypothesis, identify the root cause. Scored on the correctness of your final diagnosis and how efficiently you reach it.

  • 9 cases scaling from junior to senior — start with latency mysteries, advance to distributed transactions and resource-pool exhaustion.
  • Diagnosis-and-efficiency scoring — based on final-diagnosis correctness and the time taken to reach it.
  • Try 3 cases free — full 9-case curriculum on Premium.
Try Debug Detective
Delta Byte · Debug Detective
Incident: home-feed p95 latency 320ms → 8.4s after deploy a3f12c4

p95 latency

0↑

DB queries/req

0↑

Error rate

0→

$git log --since="1h ago"
a3f12c4 feat: show live reaction counts on feed cards
→commit adds N+1 query loop, 25 DB roundtrips per card

Distributed trace

db.queries (25× SELECT) — 7.9s

db.queries (25× SELECT) — 7.9s

Verdict
Root cause N+1 query in feed reactionsVerdict Solved efficientlyScore 94 / 100

How it works

Turn interview prep into a focused practice loop.

01

Choose an interview-relevant track

Start with System Design, OOD, backend fundamentals, networking, databases, or AWS. Concept relationships keep prerequisite context visible as you practice.

System DesignObject-Oriented DesignAWS EssentialsComputer NetworkingCS FundamentalsDatabasesSoftware Engineering PracticesWeb Backend Fundamentals
02

Test the mental model

Use multiple-choice, true/false, and fill-in-the-blank questions. When you get stuck, use guided hints; after a miss, review an explanation tied to the answer you chose.

FoundationalAdvanced
03

Revisit what needs work

Each session updates your review queue and concept history. Track recent accuracy, revisit missed concepts, and continue into related practice.

0%
Recent accuracy
0
Concepts reviewed
0
Review due

What makes it different

Practice, feedback, and review in one focused loop.

Adaptive engine

Adaptive difficulty responds to recent answers

Every answer adjusts the next question. Strength areas advance. Weaker concepts branch into targeted practice before they harden into blind spots.

40%60%80%100%Mar 1Mar 4Mar 7Mar 10Mar 14
Illustrative accuracy trend; question mix varies by session.

Sessions increase difficulty when your recent answers stay stable.

Missed concepts loop back into targeted practice and the review queue automatically.

What updates in real time

Difficulty72
Review priority38
Concept depth64

Answer-specific feedback

See the concept behind a missed answer.

Use guided hints while you solve, then get a concise explanation tied to the answer you chose.

Practice history

See what your practice data is showing.

Accuracy, review history, and concept progress help surface what to practice next.

0
Recent accuracy
0
Concept coverage
0
Review due
Practice range
Concept coverage (73%)
Illustrative practice history
Example values, not measured outcomes

Review queue

Return to the right concepts at the right time

Missed and aging concepts are scheduled into one queue, so you can keep practicing without building your own spreadsheet.

AI · Study Queue · Today
Review: Binary TreesDeclining

Last studied 9 days ago · Review is due

Challenge: Dynamic ProgrammingReady

Recent answers support a harder problem

Skip: Sorting AlgorithmsMastered

Recent answers are stable — no review due now

System Design library

Read deeply, then practice immediately

Study guides with a clean reading flow, open unfamiliar terms in plain language, then jump straight into related questions.

Rate Limiter

Token bucket allows bursty traffic while keeping average throughput bounded.

Jargon: token bucket

↓Linked practice

Q: Which rate limiting algorithm allows short bursts while holding a stable average rate?

Concept checks

Test the mental models behind interview answers

Use multiple-choice, true/false, and fill-in-the-blank questions to check understanding from several angles.

Concept graph + knowledge map

Navigate prerequisites with confidence

Visual concept dependencies show prerequisite relationships and concepts worth revisiting before deeper topics.

Session progress

Review your session activity at a glance

Review the concepts affected by a session, queued reviews, and the related practice available next.

Before session

Binary TreesUncertain
Hash MapsPatchy recall
Graph TraversalNeeds structure

After session

Binary TreesStrong
Hash MapsReview queued
Graph TraversalTarget next

Memory science

Review the right concepts before they fade.

Delta Byte schedules missed and aging concepts into your review queue, so you can revisit them without managing a spreadsheet.

Without Delta Byte

0%20%50%100%Day 1Day 7Day 14~20%Day 1 · 100%Day 3 · 58%Day 7 · 35%Day 14 · 21%

With Delta Byte

0%50%80%100%Day 1Day 7Day 14Review ↑Review ↑Review ↑Review scheduled

Illustrative review schedule—not a measured Delta Byte outcome. Individual retention varies.

Review queue updates after every session
Daily adaptive goal balances challenge and consistency
Review timing uses your practice history

Pricing

Choose the practice plan that fits your interview timeline.

Free plan

$0
  • Daily quizzes — 10 / day
  • Spaced repetition review
  • Progress dashboard
  • Session history
  • System Design library — Starter access
Get started free
Recommended

Premium

$169/ year

$14.08/mo · Save 30%

  • Daily quizzes — Unlimited
  • Adaptive difficulty
  • Progress Report
  • Plain-language term explainer
  • Guided hints and explanations
  • System Design library — Full catalog access
  • Debug Detective — All 9 cases

Build the technical judgment backend interviews look for.

Start with interview-relevant concept practice and see what to review next.

Start practicing free →