Roblox Interview Questions

Roblox Interview Questions

Practice 98 real Roblox interview questions for 2026 — real Roblox interview questions drawn from actual interviews with detailed solutions to power your interview preparation. This collection centers on coding and system-design challenges first (data structures, algorithms, scalable social systems and real-time services), then analytics, experimentation, SQL/Python data work, and behavioral leadership prompts. Expect multi-stage loops that mix timed coding screens, architecture/design interviews, product-analytics cases, SQL exercises, and STAR-style behavioral rounds. What’s evaluated: problem-solving speed, production-minded design tradeoffs, experiment rigor, and clear storytelling about impact. For Software Engineers, recurring themes include scalable social features (likes, counters, favorites), rate-limiting patterns (sliding-window and log-rate limiters), real-time matchmaking and recommendation architectures, and log-processing/ranking problems. Data Scientists face causal-inference and experimentation questions (DiD, sample-size and posterior/Bayes calculations), applied modeling and feature ranking (logistic regression, normalization), SQL analytics for follower/influence metrics, and algorithmic coding tasks. Machine Learning Engineers see streaming counters, per-client rate extensions, logging telemetry, and real-time recommendation design. Prep by practicing medium-to-hard coding problems, system-design sketches, A/B testing math, end-to-end SQL + Python analytics, and concise STAR stories.

98 Questions 1 Company08.03.2026
Showing 18 results
Role
Roblox logo
Roblox
Medium
Software Engineer Locked

Find most frequent call path in logs

This question evaluates stack-based simulation of single-threaded call traces, hierarchical path construction and frequency counting with deterministi...

Coding & Algorithms
30
0
246 people solved
Feb 11, 2026
Roblox logo
Roblox
Easy
Machine Learning Engineer

Find the Most Frequent Log Call

You are given a sequence of application log entries. Each entry contains the name of a function or API call made by the system. Write a function that ...

Coding & Algorithms
16
0
126 people solved
Feb 1, 2026
Roblox logo
Roblox
Medium
Software Engineer

Can the character reach the destination?

You control a character starting at a start cell and want to reach a target cell in a 2D grid. Some cells are blocked by obstacles and cannot be enter...

Coding & Algorithms
9
0
100 people solved
Dec 21, 2025
Roblox logo
Roblox
Easy
Data ScientistSenior+

Write SQL for influence score and follower growth

You are working on a social product with these tables: Tables / Schemas users - user_id BIGINT (PK) - created_at TIMESTAMP posts - post_id BIGINT (PK)...

Data Manipulation (SQL/Python)
10
0
147 people solved
Dec 11, 2025
Roblox logo
Roblox
Easy
Machine Learning Engineer

Extend counter to per-client rate limiting

You are extending the recent-requests counter to support per-client rate limiting. Each request now includes a clientId identifying the caller. You mu...

Coding & Algorithms
7
0
142 people solved
Dec 8, 2025
Roblox logo
Roblox
Easy
Data ScientistIntern

Implement four DS coding tasks

You are completing a CodeSignal-style assessment (Python or R). Implement solutions for the following four independent questions. 1) Two-sample z-test...

Coding & Algorithms
11
0
226 people solved
Oct 18, 2025
Roblox logo
Roblox
Hard
Software Engineer

Rank queries by prefix, frequency, and time

You are given three arrays of the same length n: - queries[i]: a non-empty string representing the text of the i-th query. - timestamps[i]: an integer...

Coding & Algorithms
32
0
290 people solved
Oct 14, 2025
Roblox logo
Roblox
Medium
Data Scientist

Clean and aggregate factory event data in Pandas

You are given three Pandas DataFrames for a factory: (1) events[event_id, machine_id, ts_utc (datetime64[ns, UTC]), event_type in {'start','stop','fau...

Data Manipulation (SQL/Python)
0
0
8 people solved
Oct 13, 2025
Roblox logo
Roblox
Medium
Data Scientist

Compute CTR, RPM, and daily RPM variability in SQL

Write ANSI-Postgres SQL to compute, for each campaign, over the last 7 days inclusive (assume "today" is 2025-09-01, so the window is 2025-08-26 throu...

Data Manipulation (SQL/Python)
0
0
8 people solved
Oct 13, 2025
Roblox logo
Roblox
Medium
Data Scientist

Write SQL for ads metrics and variability

Write ANSI SQL to compute daily and campaign-level metrics, including averages and standard deviations of daily CTR and CPC, using the schema and samp...

Data Manipulation (SQL/Python)
0
0
5 people solved
Oct 13, 2025
Roblox logo
Roblox
Medium
Data Scientist

Compute ARPDAU/ARPPU by country

Using only the two tables below, write a single SQL query that returns, for each day and country in the last 7 days inclusive (2025-08-26 through 2025...

Data Manipulation (SQL/Python)
0
0
6 people solved
Oct 13, 2025
Roblox logo
Roblox
Medium
Data Scientist

Write SQL to flag suspect payments and chargebacks

Assume today is 2025-09-01. Using only CASE WHEN and JOINs (no window functions required), write a single SQL query that produces, for each user with ...

Data Manipulation (SQL/Python)
0
0
6 people solved
Oct 13, 2025
Roblox logo
Roblox
Medium
Software Engineer

Simulate robot path and detect boundedness

A robot starts at (0, 0) facing north on an infinite 2D plane. It executes a command string s consisting of 'G' (move forward one unit), 'L' (turn lef...

Coding & Algorithms
22
0
164 people solved
Sep 6, 2025
Roblox logo
Roblox
Medium
Software Engineer

Design robot path boundedness with repeats

You are given a 2D grid with a set of blocked cells (obstacles) and a robot starting at (0, 0) facing north. The robot executes a finite instruction s...

Coding & Algorithms
21
0
169 people solved
Aug 1, 2025
Roblox logo
Roblox
Medium
Software Engineer

Detect shuffle-mode sequence

Question Given a playlist of distinct songs and two player modes—Random (each next song chosen independently and uniformly at random, with replacement...

Coding & Algorithms
103
0
167 people solved
Jul 29, 2025
Roblox logo
Roblox
Medium
Data Scientist

Generate Friendship List with Acceptance Dates Using Pandas

friend_events | requester_id | accepter_id | request_date | accept_date | |--------------|-------------|--------------|-------------| | 1 |...

Data Manipulation (SQL/Python)
56
0
5 people solved
Jul 12, 2025
Roblox logo
Roblox
Medium
Data Scientist

Analyze Recent Orders Dataset with Python/pandas

orders | order_id | user_id | price | created_at | |----------|---------|-------|------------| | 1 | 101 | 20.5 | 2024-01-01 | | 2 ...

Data Manipulation (SQL/Python)
39
0
6 people solved
Jul 12, 2025
Roblox logo
Roblox
Medium
Data Scientist

Implement Python Function for Statistical Test P-Values

Scenario You need a utility that calculates p-values for one-sided and two-sided statistical tests. Question Write a Python function compute_p_value(s...

Coding & Algorithms
14
0
47 people solved
Jul 12, 2025

Frequently Asked Questions

How difficult are these 98 Roblox interview questions for 2026 candidates?
These 98 Roblox interview questions span moderate to high difficulty depending on role and level. Data Scientist items are product-analytics and causal-inference heavy, requiring clear statistical reasoning, SQL fluency, and multi-step calculations. Software Engineer questions emphasize algorithms, complexity analysis, edge cases, and large-scale systems like rate limiters, matchmaking, and social counters. Machine Learning Engineer prompts are smaller in number but require production-minded modeling and serving considerations. Across roles, interviewers expect structured problem decomposition, explicit assumptions, clear test cases, and practical tradeoffs rather than purely theoretical answers.
What is the typical Roblox interview process and which teams use these questions?
Roblox commonly runs a multi-stage process: an initial recruiter screen, a coding or assessment stage, one or two technical phone/video screens, and a virtual onsite loop mixing coding, system design, and behavioral interviews. Early-career tracks may include an online assessment. The 98-question set maps to Product Data Science, Software Engineering, and Machine Learning Engineering teams. Engineering loops prioritize coding, scalability, and real-time systems; data roles focus on SQL, experimentation, causal inference, and metric-focused storytelling. Expect panel-style feedback and cross-functional interviewers who evaluate technical depth and product impact.
How should I schedule my preparation for these Roblox interview questions?
Aim for a focused 4–6 week plan depending on availability. Weeks 1–2: refresh core algorithm topics, data structures, and timed coding practice with emphasis on sliding-window and recursion problems. Weeks 2–4: hone SQL, experiment design, causal methods, and sample-size calculations while practicing product-analytics case studies. Week 4–5: system-design sessions for social features, rate limiting, and matchmaking; sketch architectures and tradeoffs. Final week: timed mock interviews, behavioral STAR stories tied to impact, and clean-up of weak spots. Build incremental practice with real problems and review mistakes after each session.
Which technical subtopics recur most across Data Scientist, Software Engineer, and MLE roles at Roblox?
Questions show distinct recurring technical themes by role. Data Scientists repeatedly face Bayesian posterior problems, feature normalization and coefficient ranking, difference-in-differences and parallel-trends validation, sample-size and power calculations for A/B tests, causal-impact estimations for time-spent metrics, and SQL tasks for influence and follower growth. Software Engineers see scalable-social design (likes, counters, favorites), multiple rate-limiter implementations (sliding-window, log- and token-based), real-time matchmaking and recommendation architectures, ranked-prefix query problems, and log-path frequency analysis. Machine Learning Engineers focus on production counters, per-client rate limiting, recent-requests aggregation, and real-time recommendation serving constraints.
What standout tips and common pitfalls should I avoid when answering Roblox interview questions?
Start by tying technical choices to product metrics like DAU, hours engaged, or revenue and state assumptions upfront. For causal and A/B questions, validate parallel trends and explain identification strategies and power calculations. In coding rounds, prioritize correct edge cases, test examples, and complexity analysis; don’t skip explaining tradeoffs in space and time. In system design, cover scaling, monitoring, rate limiting, and privacy/safety constraints relevant to a social gaming platform. For behavioral rounds, use STAR with measurable impact. Common pitfalls: vague assumptions, skipping validation steps, ignoring failure modes, and not connecting solutions to business goals.

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