Circle Interview Questions
Practice 12 real interview questions from Circle. Covers System Design, Coding & Algorithms, Behavioral & Leadership, Data Manipulation (SQL/Python). For roles including Software Engineer, Data Scientist.

"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 Recipe Storage CRUD
Implement an in-memory RecipeStore that supports CRUD operations for recipes. Each recipe contains: - id: a string identifier in the form recipe<n> - ...
Predict Future Car Sale Prices
You are given transaction-level data from car dealers for calendar year 2018, and you need to predict vehicle sale prices for transactions that will h...
Design in-memory DB with TTL and backup
Design a Versioned In-Memory Key → (Field → Value) Store with TTL, History, and Backup/Restore You are building an in-memory database that stores valu...
Design payment scheduler with cancel and top-K outgoing
Design and implement an in-memory banking payment component with the following APIs: ( 1) schedulePayment(payerId, payeeId, amount, executeAt) -> paym...
Implement cheapest itinerary with date filters
Implement a function that computes the cheapest itinerary from a given origin to a destination using a list of flights, where each flight has (id, sou...
Design flight-price search service
System Design: Cheapest Flight Search Across Multiple Providers Context Design a backend system that searches multiple flight providers (airlines, OTA...
Design banking payment scheduling system
System Design: Banking Payment System Enhancements Context You are building a minimal bank-transfer payment orchestration service (e.g., ACH/SEPA) tha...
Design an in-memory KV DB with TTL, scans, backup
In-Memory Key→Hash Database: Design and Implementation Context Build a single-process, in-memory data store that supports a Redis-like hash model with...
Implement a simplified multi-level banking system
Implement a simplified banking system with multi-level requirements. All operations accept a stringified timestamp in milliseconds; timestamps are gua...
Trace and reduce redundant curl requests
Instrument and Optimize Client HTTP Requests for a Workflow Context You have a client that performs a defined workflow against an HTTP API (for exampl...
Describe pair-programming challenge under time pressure
Behavioral: Pair Programming Under Ambiguity and Unfamiliar Tools Context: For a Software Engineer take-home or debrief, reflect on a real pair-progra...
Write PostgreSQL updates with date filters
Write PostgreSQL statements to: ( 1) update a flight's price and set updated_at correctly; ( 2) upsert a booking record with conflict handling; ( 3) s...