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."
Design A/B Test for Cost-Per-Conversion Efficiency Analysis
Design A/B Test for Cost-Per-Conversion Efficiency Analysis Multi-Arm A/B Test: Comparing Cost-Per-Conversion Across Channels Scenario You need to com...
Design query generation to maximize CTR
Design query generation to maximize CTR Design an end-to-end query-generation system that maximizes click-through rate (CTR) for a large-scale search/...
Find and count target-sum subarrays
Find and count target-sum subarrays Given an integer array nums and an integer target, implement: ( 1) a function that returns true if any non-empty c...
Explain Your System Architecture
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Maximize sum with no adjacent elements
Given an array of non-negative integers nums, choose a subset of elements such that no two chosen elements are adjacent in the original array. Return ...
Explain Redis design, persistence, and scaling
Explain Redis design, persistence, and scaling Redis: Data Structures, Persistence, Eviction, High Availability, and Operational Pitfalls Context: You...
Explain Kafka architecture and reliability semantics
Explain Kafka architecture and reliability semantics Kafka Architecture and End-to-End Semantics You are asked to explain Kafka's core architecture an...
Align Conflicting Stakeholders for Successful Project Delivery
Behavioral Interview: Aligning Conflicting Stakeholders Cross-functional projects often require coordination between data scientists, engineers, produ...
Test 15s to 60s video length change
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Measure Ads Manager effectiveness end-to-end
This question evaluates a candidate's competency in experimental design, causal inference, metric definition, telemetry instrumentation, and heterogen...
Communicate technical impact under skeptical stakeholders
Reframing a Multi‑Team Project for a Technical‑Only Hiring Manager Context You are a data scientist in a technical screen. You need to present a multi...
Motivation & Cross-Functional Collaboration
Product Manager Phone Screen: Motivation and Cross-Functional Collaboration You are interviewing for a Product Manager role. The interviewer is gaugin...
Behavioral Fit & Leadership at TikTok
Behavioral Interview Prompt: Product Manager Fit and Leadership at TikTok You are preparing for a TikTok Product Manager interview focused on behavior...
Detecting and Mitigating Cheating in Games
Product Strategy Prompt: Detecting and Mitigating Cheating in Online Games Assume you are the Product Manager for a competitive online game with real-...
Find start indices of anagram substrings
You are given two strings: - s: the text string - p: the pattern string Return a list of all starting indices i such that the substring s[i : i + len(...
Compute minimum path sum in a triangle
This question evaluates proficiency in dynamic programming and algorithmic problem-solving within the Coding & Algorithms domain, focusing on handling...
Solve two grid problems (islands + min-cost path)
This pair of problems evaluates grid-based algorithm competencies, specifically connected-component detection and translation-invariant shape recognit...
Solve three string/stack/backtracking problems
This set evaluates proficiency with algorithmic patterns—stack-based and monotonic-stack reasoning for visibility problems, backtracking for combinato...
Find longest common subsequence length
This question evaluates understanding of dynamic programming and sequence comparison algorithms by asking for the length of the longest common subsequ...
Find k-th smallest subarray sum
This question evaluates algorithmic problem-solving skills in array processing, specifically understanding of subarray sum properties, selection and r...