1p3a Experience · Dec 2025

Benchling Onsite SWE Interview Experience and Process (2024)

SWE Onsite Hard

Interview Experience

Onsite Process for SWE Role at Benchling For those who don't know, Benchling builds R&D cloud for scientific research. They are a late stage startup with reputed customers such as Sanofi, Moderna, R

Full Details

Onsite Process for SWE Role at Benchling For those who don't know, Benchling builds R&D cloud for scientific research. They are a late stage startup with reputed customers such as Sanofi, Moderna, Regeneron, etc. The onsite round was a very long process with 5 ish rounds for me. There is no AI allowed in any of the rounds btw! # High level Thoughts * I really enjoyed this onsite * All the interviewers were very sweet. They really wanted to listen to my questions and understand my thoguht process. I didn't see any clear signs of interviewers just scrolling Reddit in the background while I was talking. * I felt the interviewers gave good hinting where appropriate and didn't just let me sit in silence * People seemed really excited to be at Benchling and care about the mission * I liked how Benchling didn't ask me standard LC problem but something where I can have a productive engineering discussion and showcase my product thinking! One of the best processes # Summary ##

Round 1 Product Demo (20 minutes) No prep needed. A SWE showcased a small product demo of running a toy science experiment on Benchling. Demo focused on an overview of tools like lab notebook, DNA sequence viewer, etc. I had time to ask any questions about the demo or product ##

Round 2 Data Architecture

Part 1: I needed to model the schema for the Lab Notebook product. Interviewer and I aligned on requirements after a small demo and I used standard class syntax. Syntax like

class Person: name: string age: int ....

Part 2: Support versioning of lab notebooks. I needed to talk through the actual database storage and how I'd handle the provided use cases. I felt discussion on the tradeoffs in terms of storage and compute was productive. I was able to propose a solution the interviewer seemed happy with ##

Round 3 Coding 1 I was given some code for a search algorithm. I needed to get the existing unit tests to pass which meant a few bugs were in the system to fix. The test code is right, so the fixes I did were minor stuff like index updates, initialization, etc I then needed to extend the system to support a new type of search query. I was able to get like 50% of the approach implemented out but I was running in the right direction. I just didn't finish the last step in implementing the feature, but I convinced the interviweer that with 5-10 more minutes, I'd be able to finish. The question has more parts, but you aren't expected to finish all of it ##

Round 4 Coding 2 I was given a set of JSON structures and I needed to validate the JSON against a schema. The thing is that you have to code in the Coderpad which doesn't support installing any additional python dependencies. Not allowed to use stuff like pydantic, marshmallow for this. I was able to come up with a pretty robust system, but I didn't get all the JSON type validation logic in place as the interviewer asked me questions about improving my interface. I thought the problem was very interesting and like coding 1, you aren't expected to solve all parts. The interviewer cares a lot more about thought process ##

Round 5 Behavioral Casual chat with the hiring manager. Hiring manager asked pretty standard questions and we did a brief project deep dive (talk about complex project, your role in the project, how long did you take to complete it, what would you do differently, etc) I really enjoyed this chat and the hiring manager answered my clarifying questions thoroughly about the company and team's goals!

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About This Question

This is a candidate experience report from a benchling interview for a swe role during the onsite round reported in 2025.

It covers the following topics: Sql, Strings, Behavioral .

Difficulty rating: Hard

About Benchling Interview Reports

This question was reported by a candidate who interviewed at Benchling. 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 Benchling are the higher-signal extractions to take from this report.

For broader preparation context, the Benchling 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 Benchling reports consistently are the ones worth investing in; one-off niche problems are not.

During Your Benchling 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 Benchling 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.