Interview Q&A

Short answer: Remove duplicates without using LINQ Distinct() What interviewers test Hashing fundamentals Time vs memory trade-offs Whether you understand why Distinct() works Real-world scenario You are processing millions of user IDs coming from logs or Kafka messages. You must remove duplicates fast and predictably. Optimized approach (HashSet) public static List<int> RemoveDuplicates(int[] input)

Example code

{
var seen = new HashSet<int>();
var result = new List<int>();
foreach (var item in input)
{
if (seen.Add(item)) // Add returns false if already exists
{ result.Add(item); }
}
return result;
} Complexity Aspect Value Time O(n) Space O(n) (hash storage) Why this is better than naive loops Nested loops = O(n²) ❌ HashSet = constant-time lookup ✅ Interview Tip: Say “I prefer HashSet because it gives O(1) average lookup and preserves intent clearly.”

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: Explain async / await with a real production scenario What interviewers test Thread utilization Scalability thinking Non-blocking I/O knowledge Real-world scenario API calls: Database Payment gateway Email service Blocking threads = server collapse under load Bad (Blocking) public string GetUser()

Example code

{
var response = httpClient.GetAsync(url).Result; // Blocks thread return response.Content.ReadAsStringAsync().Result;
} Good (Async, scalable) public async Task<string> GetUserAsync()
{
var response = await httpClient.GetAsync(url);
return await response.Content.ReadAsStringAsync();
} Why async/await matters Thread is released during I/O wait ASP.NET can serve more concurrent requests No thread starvation Key interview line “Async doesn’t make code faster; it makes servers scalable.”

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: IEnumerable vs ICollection vs IList What interviewers test Execution pipeline understanding Abstraction knowledge Hierarchy IEnumerable └── ICollection └── IList IEnumerable<T> Read-only iteration Lazy execution IEnumerable<int> numbers = GetNumbers(); foreach (var n in numbers) { } ✅ Best for streaming, read-only, deferred execution ICollection<T> Adds count + add/remove ICollection<int> list = new List<int>();…

Explain a bit more

list.Add(1); ✅ When modifying collection without index access IList<T> Index-based access IList<int> list = new List<int>(); int first = list[0]; ✅ When order & index matter Interview rule of thumb “Expose the least powerful interface required.”

Example code

IEnumerable vs ICollection vs IList What interviewers test Execution pipeline understanding Abstraction knowledge Hierarchy IEnumerable └── ICollection └── IList IEnumerable<T> Read-only iteration Lazy execution IEnumerable<int> numbers = GetNumbers();
foreach (var n in numbers) { } ✅ Best for streaming, read-only, deferred execution ICollection<T> Adds count + add/remove ICollection<int> list = new List<int>();
list.Add(1); ✅ When modifying collection without index access IList<T> Index-based access IList<int> list = new List<int>();
int first = list[0]; ✅ When order & index matter Interview rule of thumb “Expose the least powerful interface required.”

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: First non-repeating character in a string What interviewers test Hashing Single-pass logic Clean thinking Optimized solution public static char? FirstUniqueChar(string input)

Example code

{
var frequency = new Dictionary<char, int>();
foreach (var ch in input)
frequency[ch] = frequency.GetValueOrDefault(ch) + 1;
foreach (var ch in input)
if (frequency[ch] == 1)
return ch;
return null;
} Complexity Time O(n) Spac O(k) (unique chars) Why two loops? First: count Second: preserve order

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: Handle millions of records efficiently What interviewers test Memory pressure awareness Streaming & batching ❌ Bad (Loads everything) var users = db.Users.ToList(); // Memory explosion ✅ Streaming (Best) await foreach (var user in db.Users.AsAsyncEnumerable())

Example code

{ Process(user); } ✅ Batching const int batchSize = 1000;
for (int i = 0; i < total; i += batchSize)
{
var batch = GetBatch(i, batchSize); ProcessBatch(batch); } Key principles Never load everything Prefer streams Control memory explicitly

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: Dependency Injection without any framework What interviewers test SOLID Architecture fundamentals Step 1: Abstraction public interface IMessageService

Example code

{ void Send(string message); } Step 2: Implementation public class EmailService : IMessageService
{
public void Send(string message)
{ Console.WriteLine("Email: " + message); }
} Step 3: Injection public class Notification
{
private readonly IMessageService _service;
public Notification(IMessageService service)
{
_service = service;
}
public void Notify(string msg)
{ _service.Send(msg); }
} Why this matters Loose coupling Testable code Swappable implementations

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: struct vs class (real-world) What interviewers test Memory & performance awareness Use struct when: Small Immutable Value-type behavior public readonly struct Point

Example code

{
public int X { get; }
public int Y { get; }
} Use class when: Large Mutable Shared references public class User
{
public string Name { get; set; }
}
Interview statement “Structs live on stack or inline, classes live on heap with GC cost.”

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: Design a rate limiter What interviewers test Concurrency Thread safety System design Token bucket (simple) public class RateLimiter

Example code

{
private readonly int _limit;
private int _count;
private DateTime _windowStart = DateTime.UtcNow;
private readonly object _lock = new();
public RateLimiter(int limit)
{
_limit = limit;
}
public bool Allow()
{ lock (_lock) {
if ((DateTime.UtcNow - _windowStart).TotalSeconds >= 1)
{
_count = 0;
_windowStart = DateTime.UtcNow;
}
if (_count < _limit)
{ _count++; return true;
}
return false;
}
}
} Used in APIs Login attempts OTP systems

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.

Short answer: LINQ vs IQueryable What interviewers test Deferred execution DB performance LINQ (IEnumerable) var data = users.Where(x => x.Age > 30).ToList(); Executes in memory IQueryable var data = db.Users.Where(x => x.Age > 30); Translates to SQL Executes in DB Interview line “IQueryable builds expressions; IEnumerable executes them.” 🔟 Write clean, production-ready C# code What interviewers test Professional maturity…

Explain a bit more

Principles Small methods Clear naming No magic values Proper exceptions public class OrderService

Example code

{
public void PlaceOrder(Order order)
{
if (order == null) throw new ArgumentNullException(nameof(order)); Validate(order); Save(order); }
private void Validate(Order order)
{
if (order.Total <= 0) throw new InvalidOperationException("Invalid total"); }
private void Save(Order order)
{ // persistence logic }
}

Real-world example (ShopNest)

MNC rounds expect working code plus explanation. Walk through an example input from a ShopNest cart list, then discuss time and space.

Say this in the interview

1. Define — one clear sentence (the short answer above).
2. Example — relate it to a project like ShopNest or your real work.
3. Trade-off — when you would not use it.