TikTok Coding & Algorithms Interview Questions
Practice 291 real TikTok interview questions for 2026 — TikTok interview questions drawn from actual interviews with detailed solutions to support focused interview preparation. This collection emphasizes coding and system-design skills first (Coding & Algorithms, System Design), then moves to analytics, experimentation, SQL/Python, machine learning, and behavioral topics. Expect live coding (arrays, strings, trees, DP), mid-level system-design rounds that probe scale and video-recommendation tradeoffs, product-analytics and A/B discussion, and role-specific takeaways for data and ML roles. Prep by practicing medium-to-hard coding problems, sketching scalable architectures, rehearsing STAR stories tied to impact, and building short SQL/Python notebooks that reproduce common TikTok metrics. For role-specific patterns: Software Engineer rounds repeatedly test string/DP/stack problems, nested-list parsing, tree and linked-list manipulations, and designing scalable testable APIs. Data Scientists focus on metric definition and decomposition, fraud and precision/recall tradeoffs, live-creator and Watch-Time SQL, recommendation-bias and misinformation analysis, streaming-median and path-sum style algorithmic tasks, and multimodal deployment constraints. Machine Learning Engineers see dynamic-K models, video-captioning and multimodal embedding design under compute limits, attention/KV-cache topics, and ML diagnostics. Product Managers get flow critiques, A/B test design, monetization and anti-cheat product cases.

"I got asked a hardcore MCM DP question and I saw it on PracHub as well. Solved that question in 5 minutes. Without PracHub I doubt I could solve it in 5 hours. Though somehow didn't get hired, perhaps I guess I solved it too fast? /s"

"Believe me i'm a student here jn US. Recently interviewed for MSFT. They asked me exact question from PracHub. I saw it the night before and ignored it cause why waste time on random sites. I legit wanna go back and redo this whole thing if I had chance. Not saying will work for everyone but there is certainly some merit to that website. And i'm gonna use it in future prep from now on like lc tagged"

"10 years of experience but never worked at a top company. PracHub's senior-level questions helped me break into FAANG at 35. Age is just a number."

"I was skeptical about the 'real questions' claim, so I put it to the test. I searched for the exact question I got grilled on at my last Meta onsite... and it was right there. Word for word."

"Got a Google recruiter call on Monday, interview on Friday. Crammed PracHub for 4 days. Passed every round. This platform is a miracle worker."

"I've used LC, Glassdoor, and random Discords. Nothing comes close to the accuracy here. The questions are actually current — that's what got me. Felt like I had a cheat sheet during the interview."

"The solution quality is insane. It covers approach, edge cases, time complexity, follow-ups. Nothing else comes close."

"Legit the only resource you need. TC went from 180k -> 350k. Just memorize the top 50 for your target company and you're golden."

"PracHub Premium for one month cost me the price of two coffees a week. It landed me a $280K+ starting offer."

"Literally just signed a $600k offer. I only had 2 weeks to prep, so I focused entirely on the company-tagged lists here. If you're targeting L5+, don't overthink it."

"Coaches and bootcamp prep courses cost around $200-300 but PracHub Premium is actually less than a Netflix subscription. And it landed me a $178K offer."

"I honestly don't know how you guys gather so many real interview questions. It's almost scary. I walked into my Amazon loop and recognized 3 out of 4 problems from your database."

"Discovered PracHub 10 days before my interview. By day 5, I stopped being nervous. By interview day, I was actually excited to show what I knew."

"I recently cleared Uber interviews (strong hire in the design round) and all the questions were present in prachub."
"The search is what sold me. I typed in a really niche DP problem I got asked last year and it actually came up, full breakdown and everything. These guys are clearly updating it constantly."
Implement a match-3 board resolver
Question Implement a match-3 board resolver (the core loop of a "candy crush"-style game). You are given an m×n grid of cells. Each cell holds a value...
Solve three string/stack/backtracking problems
You are given three independent coding tasks (solve each one). Unless otherwise stated, implement a function with the described input/output. Problem ...
Find longest common subsequence length
Given two strings s and t, compute the length of their longest common subsequence (LCS). A subsequence is obtained by deleting zero or more characters...
Demonstrate leadership in cross-functional disagreement
Behavioral & Leadership (HR Screen, Data Scientist) Prompt Describe a time you disagreed with a partner team (e.g., product pushing for more aggressiv...
Design an interference-robust A/B test for monetization
A/B Test Design: New Tipping UI on Creator Posts Context: You are launching a new tipping UI on creator (PGC/OGC) posts to increase creator monetizati...
Design a creator posting-frequency experiment
You’re on the Creator Growth (PGC) team of a short‑video platform. Product proposes a push/email nudge expected to raise creators’ weekly posting freq...
Decide if subgroup increases imply overall increase
TikTok Time: Subgroup Increases vs Overall Average (Simpson's Paradox) You are analyzing average daily time spent on TikTok by gender (male, female) a...
Interpret and validate regression with interactions
Modeling 7-day Retention with LPM and Logistic Regression Context You have user-level data with a binary outcome retained_7d (1 if the user is active ...
Causally measure traffic reduction effectiveness
Causal Impact of Traffic Throttling on Flagged Sellers Context A traffic throttling policy was launched for sellers flagged as risky. Because the roll...
Decide launch of downranking suspected bad sellers
Experiment Design: Downranking Suspected Bad Sellers in Search Context - You are designing a decision framework and online experiment to test penalizi...
Write SQL for last-7-day metrics without windows
Assume today is 2025-09-01. Use ANSI SQL only and do not use window functions. You may use subqueries, GROUP BY, HAVING, and JOINs. Schema and small s...
Differentiate LDA and QDA; compute boundary
Binary Gaussian Classification: LDA vs QDA You are modeling a 2D binary Gaussian classifier with features (x, y): - Class 0: mean μ0 = (0, 0), covaria...
Estimate heterogeneous treatment effects with causal ML
Context You are given large-scale, logged observational data from an always-on promotion. Each record contains features X (user/context), a binary tre...
Walk through resume and resolve conflicts
Question Walk me through your resume. For each major project (use two representative ones, e.g. your most data- or systems-intensive work), cover the ...
Design overload protection with load shedding
Design: Maintain p99 Latency SLOs During Sudden Traffic Spikes Context You are designing a user-facing, read-heavy HTTP/gRPC service that occasionally...
Resolve Stakeholder Conflicts: Actions and Outcomes Explained
Behavioral & Leadership: Navigating Stakeholder Conflict (Data Scientist) Context You are a Data Scientist delivering a product/experiment with multip...
Track Key Metrics for Apple's New Phone Launch
Product Analytics Scenario: Launch Dashboard Context You are a data scientist at a short-form video/social platform. Apple has launched a new phone an...
Optimize Station Sequence for Maximum Car Output in Simulation
Scenario The Car-Building mini-game lets you sequence chassis, engine, and paint stations with limited buffers. Question Describe a strategy to maximi...
Balance Customer Satisfaction with Fraud Prevention: Key Metrics to Track
Balancing Customer Experience and Fraud Prevention Scenario In a consumer app with payments (e.g., in‑app purchases, wallet top-ups, withdrawals, crea...
Analyze Negative Reviews' Impact on Coupon Repurchase Rate
Scenario Management wants to measure how negative customer reviews affect the repurchase rate of a coupon. Task Design an analysis to quantify the cau...