Osmos.ai Senior Software Engineer Interview Experience: OA, Coding, Design
Question Details
Role: Sr. Software Engineer at Osmos.ai
Online Assessment The test provided a 1.5-hour duration within a 48-hour window. It consisted of two LeetCode Medium-level coding problems and several m
Full Details
Role: Sr. Software Engineer at Osmos.ai
Online Assessment The test provided a 1.5-hour duration within a 48-hour window. It consisted of two LeetCode Medium-level coding problems and several multiple-choice questions covering aptitude and Data Structures & Algorithms concepts.
Technical Round This session focused on system coding. The primary task was to design an LFU (Least Frequently Used) Cache, followed by a dry run of the implementation. The round concluded with a technical discussion regarding database internals and query optimizations.
System Design Round The initial challenge was to design a URL Shortener. This involved analyzing edge cases, identifying bottlenecks, and implementing optimizations. Upon completion, a follow-up scenario was presented requiring the design of Facebook’s "Trending Posts" section, with a focus on trade-offs and scaling considerations.
Outcome and Process Review Despite a strong performance across all rounds, the application was
rejected. While the interviewers demonstrated technical expertise and facilitated interactive discussions, the overall process lacked transparency and ended abruptly.
About This Question
This is a reported interview question from a osmosai interview for a swe role (senior level) during the oa round reported in 2025.
It covers the following topics: Sql, System Design .
Difficulty rating: Medium
Topics
About Osmosai Interview Reports
This question was reported by a candidate who interviewed at Osmosai. LeakCode aggregates interview reports from 10+ sources, including 1Point3Acres, Glassdoor, LeetCode Discuss, Blind, Reddit, Indeed, and Nowcoder. Each report is translated where necessary, deduplicated against existing entries, and tagged by company, role, round type, and reporting date.
Use this question as one calibration data point, not a memorization target. Companies typically rotate their question pools every 2-4 months; the exact wording of a 2024 question may differ from what you encounter today. The underlying pattern, difficulty level, and follow-up depth at Osmosai are the higher-signal extractions to take from this report.
For broader preparation context, the Osmosai interview process typically includes a recruiter screen, one or two technical phone screens, and a 4-5 round on-site loop covering coding, system design (at L4+ levels), and behavioral. Reports tagged on LeakCode show the round-by-round distribution and typical difficulty calibration. To browse questions filtered by round type and seniority, use the company hub linked above.
How To Practice This Type of Question
Solve similar problems on LeetCode under timed conditions (25-35 minutes per medium difficulty). The goal is pattern recognition: recognize the underlying technique (sliding window, two-pointer, BFS, memoized recursion, etc.) within 60-90 seconds of reading. Strong candidates verbalize their hypothesis out loud before coding, then iterate based on feedback. Weak candidates dive into implementation immediately, lose time on the wrong approach, and run out of time for follow-ups.
Companies update their question pools every 2-4 months. The exact wording of any given question may have been retired by the time you interview. Focus your prep on the pattern, not the specific problem. The patterns that appear in Osmosai reports consistently are the ones worth investing in; one-off niche problems are not.
During Your Osmosai Round
Apply the standard interview round template: clarify requirements (2-3 minutes), state your approach out loud and confirm direction with the interviewer (3-5 minutes), code with narration (15-25 minutes), test with concrete examples including edge cases (5 minutes), discuss optimization or trade-offs if time permits (5 minutes). This template is universally accepted across FAANG and adjacent companies; deviating from it produces weaker interviewer feedback signal.
The single most predictive failure mode in Osmosai reports tagged "no hire": not asking clarifying questions. Interviewers are explicitly trained to weight this. Strong candidates ask 3-5 clarifying questions even on problems that look obvious; weak candidates dive into code immediately. The clarifying-question check is often the first signal recorded in the interviewer's written notes.