Master technical and career interviews with structured answers—short definition, real examples, pitfalls, and how to answer in 60–90 seconds.
In GUI systems, UI components (like buttons or text boxes) can be considered observers that listen to changes or events (like button clicks) from a user interface. Visual Diagram: +------------------+ +------------------…
The User class represents a user in the chat application. Each user has a name and a reference to the mediator. When a user wants to send a message, they call Send() on the mediator, which then sends the message to all o…
Answer: The Iterator Pattern provides a consistent and uniform way to access elements of the collection, regardless of the underlying structure of the collection. Real-Time Use Case Examples: What interviewers expect A c…
The ProductIterator class implements the IIterator<Product> interface and keeps track of the current position in the ProductCollection. It knows how to traverse the collection, check if there’s a next item (HasNext…
Answer: The Add class is a non-terminal expression. It takes two other expressions (leftExpression and rightExpression) and computes their sum. Non-terminal expressions represent operations that combine multiple sub-expr…
In the client code, we create a CharacterFactory instance to manage the characters. We then iterate over the text "Hello World", requesting a Character object for each character. The flyweight objects are reused, reducin…
This is an abstract class that declares the CreateLogger method, which is intended to return an ILogger instance. The actual instantiation is delegated to subclasses. public abstract class LoggerFactory { public abstract…
The CoffeeDecorator class is an abstract class that implements the ICoffee interface and holds a reference to an ICoffee object. This class allows us to add additional behavior to the coffee object, but we don't modify t…
The Directory class is a composite node in the tree structure. It can contain multiple IFileSystemComponent objects (both files and subdirectories). The ShowInfo() method displays the directory’s name and recursively cal…
The Document class represents the receiver of the command. It contains the actual operations for adding and removing text from the document. The AddText and RemoveText methods manipulate the internal content (a StringBui…
Answer: The LogLevel enum defines the different types of log messages (e.g., Info, Error). public enum LogLevel { Info, Error } What interviewers expect A clear definition tied to GoF Patterns in Gang of Four Patterns pr…
The MargheritaPizzaBuilder is a concrete implementation of the IPizzaBuilder interface. It builds a specific type of pizza (Margherita in this case) by setting the dough, sauce, and adding toppings. The Build() method re…
The DrawingAPI1 and DrawingAPI2 are concrete implementations of the IDrawingAPI interface. These classes implement the specific drawing logic for rendering circles, but they could use different libraries or methods (e.g.…
The Adapter class implements the ITarget interface, and it wraps an instance of the Adaptee class. It delegates calls from Request() to the SpecificRequest() method of the Adaptee, making the two interfaces compatible. p…
The IButton and ICheckbox interfaces define the general contract for products. Each concrete product (e.g., WindowsButton, MacButton) will implement the Render method to display platform-specific UI elements. public inte…
Answer: other expressions. It leverages the recursive nature of the Interpreter Pattern to evaluate complex expressions. What interviewers expect A clear definition tied to GoF Patterns in Gang of Four Patterns projects…
Follow: What interviewers expect A clear definition tied to GoF Patterns in Gang of Four Patterns projects Trade-offs (performance, maintainability, security, cost) When you would and would not use it in production Real-…
nd undoing commands. When a command is executed, it’s pushed onto the stack. The Undo() method pops the last executed command and undoes its ction. public class TextEditor { private readonly Stack<ICommand> _comman…
ppropriate methods on the builder. It then returns the final product. public class PizzaDirector { private readonly IPizzaBuilder _builder; public PizzaDirector(IPizzaBuilder builder) => _builder = builder; public Piz…
Answer: daptee adaptee = new Adaptee(); ITarget adapter = new Adapter(adaptee); dapter.Request(); // Outputs: Specific request from daptee. } } What interviewers expect A clear definition tied to GoF Patterns in Gang of…
Answer: The Product class represents an individual product with a property Name. This is the item that we will iterate over in the collection. public class Product { public string Name { get; } public Product(string name…
The client creates a list of shopping cart elements (books, fruits), and then applies the visitor (ShoppingCart) to calculate the total cost, which includes applying the discount to books. class Program { static void Mai…
These subclasses of LoggerFactory override the CreateLogger method to return the appropriate logger type (either FileLogger or ConsoleLogger). FileLoggerFactory: public class FileLoggerFactory : LoggerFactory { public ov…
The MilkDecorator and SugarDecorator classes extend the CoffeeDecorator class and override the Cost() and Description() methods to add specific behavior (like adding the price of milk or sugar). MilkDecorator: public cla…
The TextEditor class is the invoker that invokes commands. It holds a stack of commands (_commandHistory) and is responsible for executing and undoing commands. When a command is executed, it’s pushed onto the stack. The…
Gang of Four Patterns Design Patterns in C# · GoF Patterns
considered observers that listen to changes or events (like button clicks) from
a user interface.
Visual Diagram:
+------------------+ +-------------------+
| NewsPublisher |-------| NewsSubscriber |
| (Subject) | | (Observer) |
+------------------+ +-------------------+
| |
| Subscribe/Unsubscribe | Update
v v
+------------------+ +-------------------+
| NewsPublisher | | NewsSubscriber |
Follow:
| (Subject) |-------| (Observer) |
+------------------+ +-------------------+
Conclusion:
The Observer Pattern is a powerful and flexible design pattern for building systems where
objects need to be notified of changes to another object's state. It's particularly useful in
event-driven architectures, where one action (such as publishing an article, changing a stock
price, or a weather update) triggers multiple reactions (notifications to subscribers). The
pattern promotes loose coupling and ensures that your system remains scalable,
maintainable, and responsive to changes in state.
Prototype Pattern: Cloning Complex Objects
Definition:
The Prototype Pattern is a creational design pattern that allows you to create new objects
by copying an existing object, known as the "prototype." This pattern is particularly useful
when the cost of creating an object from scratch is expensive or complex, and you want to
reuse an existing object as the prototype to create new instances.
Use Case:
A typical use case for the Prototype Pattern is cloning complex objects, such as game
characters with various attributes (e.g., health, weapons, inventory), where creating new
objects from scratch can be time-consuming. Instead of rebuilding objects from the ground
up, you can clone an existing object and modify it as necessary.
Code Breakdown:
Gang of Four Patterns Design Patterns in C# · GoF Patterns
name and a reference to the mediator.
which then sends the message to all other registered users.
public class User
{
private readonly string _name;
private readonly IChatMediator _mediator;
public User(string name, IChatMediator mediator)
{
_name = name;
_mediator = mediator;
_mediator.RegisterUser(this); // Register the user with the
mediator
}
public void Send(string message) =>
_mediator.SendMessage(message, this);
public void Receive(string message) =>
Console.WriteLine($"{_name} received: {message}");
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: The Iterator Pattern provides a consistent and uniform way to access elements of the collection, regardless of the underlying structure of the collection. Real-Time Use Case Examples:
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
interface and keeps track of the current position in the
ProductCollection. It knows how to traverse the collection, check if
there’s a next item (HasNext()), and return the next item (Next()).
Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: The Add class is a non-terminal expression. It takes two other expressions (leftExpression and rightExpression) and computes their sum. Non-terminal expressions represent operations that combine multiple sub-expressions.
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
characters. We then iterate over the text "Hello World", requesting a
Character object for each character.
class Program
{
static void Main()
{
var factory = new CharacterFactory();
string text = "Hello World";
foreach (var c in text)
{
var character = factory.GetCharacter(c);
character.Display(0, 0); // Simplified position for this
example
}
}
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
intended to return an ILogger instance. The actual instantiation is delegated
to subclasses.
public abstract class LoggerFactory
{
public abstract ILogger CreateLogger();
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
ICoffee interface and holds a reference to an ICoffee object. This class
allows us to add additional behavior to the coffee object, but we don't modify
the base class (SimpleCoffee).
public abstract class CoffeeDecorator : ICoffee
protected ICoffee _coffee;
protected CoffeeDecorator(ICoffee coffee) => _coffee = coffee;
public virtual double Cost() => _coffee.Cost();
public virtual string Description() => _coffee.Description();
Gang of Four Patterns Design Patterns in C# · GoF Patterns
contain multiple IFileSystemComponent objects (both files and
subdirectories). The ShowInfo() method displays the directory’s name and
recursively calls ShowInfo() on its children (whether they are files or
subdirectories).
Gang of Four Patterns Design Patterns in C# · GoF Patterns
actual operations for adding and removing text from the document. The
AddText and RemoveText methods manipulate the internal content (a
StringBuilder).
public class Document
Follow:
private readonly StringBuilder _content = new StringBuilder();
public void AddText(string text) => _content.Append(text);
public void RemoveText(string text) =>
_content.Remove(_content.Length - text.Length, text.Length);
public override string ToString() => _content.ToString();
Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: The LogLevel enum defines the different types of log messages (e.g., Info, Error). public enum LogLevel { Info, Error }
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
IPizzaBuilder interface. It builds a specific type of pizza (Margherita in
this case) by setting the dough, sauce, and adding toppings. The Build()
method returns the fully constructed pizza.
public class MargheritaPizzaBuilder : IPizzaBuilder
{
private Pizza _pizza = new Pizza();
public void SetDough(string dough) => _pizza.Dough = dough;
public void SetSauce(string sauce) => _pizza.Sauce = sauce;
public void AddTopping(string topping) =>
_pizza.Toppings.Add(topping);
public Pizza Build() => _pizza;
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
IDrawingAPI interface. These classes implement the specific drawing logic
for rendering circles, but they could use different libraries or methods (e.g.,
OpenGL, DirectX, Canvas API).
public class DrawingAPI1 : IDrawingAPI
{
public void DrawCircle(double x, double y, double radius) =>
Console.WriteLine($"Drawing Circle at ({x}, {y}) with radius
{radius} using API 1.");
}
public class DrawingAPI2 : IDrawingAPI
{
public void DrawCircle(double x, double y, double radius) =>
Console.WriteLine($"Drawing Circle at ({x}, {y}) with radius
{radius} using API 2.");
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
instance of the Adaptee class. It delegates calls from Request() to the
SpecificRequest() method of the Adaptee, making the two interfaces
compatible.
public class Adapter : ITarget
private readonly Adaptee _adaptee;
public Adapter(Adaptee adaptee) => _adaptee = adaptee;
public void Request() => _adaptee.SpecificRequest();
Gang of Four Patterns Design Patterns in C# · GoF Patterns
products. Each concrete product (e.g., WindowsButton, MacButton) will
implement the Render method to display platform-specific UI elements.
public interface IButton { void Render(); }
public interface ICheckbox { void Render(); }Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: other expressions. It leverages the recursive nature of the Interpreter Pattern to evaluate complex expressions.
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
Follow:
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
nd undoing commands. When a command is executed, it’s pushed onto the
stack. The Undo() method pops the last executed command and undoes its
ction.
public class TextEditor
{
private readonly Stack<ICommand> _commandHistory = new
Stack<ICommand>();
public void ExecuteCommand(ICommand command)
{
command.Execute();
_commandHistory.Push(command);
}
public void Undo()
{
if (_commandHistory.Count > 0)
{
var command = _commandHistory.Pop();
command.Undo();
}
}
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
ppropriate methods on the builder. It then returns the final product.
public class PizzaDirector
{
private readonly IPizzaBuilder _builder;
public PizzaDirector(IPizzaBuilder builder) => _builder =
builder;
public Pizza ConstructMargheritaPizza()
{
_builder.SetDough("Thin Crust");
_builder.SetSauce("Tomato");
_builder.AddTopping("Mozzarella");
return _builder.Build();
}
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: daptee adaptee = new Adaptee(); ITarget adapter = new Adapter(adaptee); dapter.Request(); // Outputs: Specific request from daptee. } }
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
Answer: The Product class represents an individual product with a property Name. This is the item that we will iterate over in the collection. public class Product { public string Name { get; } public Product(string name) => Name = name; }
In a production Gang of Four Patterns application, teams apply this when handling user-facing features or integration boundaries. For example, you might use it during a sprint where reliability and observability matter—logging metrics, validating edge cases, and documenting the decision in an ADR so future developers understand why the approach was chosen.
Tip: Practice aloud on Toolliyo mock interview or the Interview Q&A section before your real interview.
Gang of Four Patterns Design Patterns in C# · GoF Patterns
the visitor (ShoppingCart) to calculate the total cost, which includes applying the
discount to books.
class Program
{
static void Main()
{
var items = new List<IShoppingCartElement>
{
new Book(20),
new Fruit(5)
};
var cart = new ShoppingCart();
foreach (var item in items)
{
item.Accept(cart); // Visitor applies operation
(discount/tax)
}
Console.WriteLine($"Total: {cart.GetTotal()}"); // Total:
24.5 (Book with discount + fruit without discount)
}
}
Output:
Total: 24.5
How the Visitor Pattern Works:
Gang of Four Patterns Design Patterns in C# · GoF Patterns
to return the appropriate logger type (either FileLogger or
ConsoleLogger).
FileLoggerFactory:
public class FileLoggerFactory : LoggerFactory
{
public override ILogger CreateLogger() => new FileLogger();
}
ConsoleLoggerFactory:
public class ConsoleLoggerFactory : LoggerFactory
{
public override ILogger CreateLogger() => new ConsoleLogger();
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
CoffeeDecorator class and override the Cost() and Description()
methods to add specific behavior (like adding the price of milk or sugar).
MilkDecorator:
public class MilkDecorator : CoffeeDecorator
{
public MilkDecorator(ICoffee coffee) : base(coffee) { }
public override double Cost() => base.Cost() + 0.50; // Add cost
of milk
public override string Description() => base.Description() + ",
Milk"; // Add milk to description
}
SugarDecorator:
public class SugarDecorator : CoffeeDecorator
{
public SugarDecorator(ICoffee coffee) : base(coffee) { }
public override double Cost() => base.Cost() + 0.25; // Add cost
of sugar
public override string Description() => base.Description() + ",
Sugar"; // Add sugar to description
}Gang of Four Patterns Design Patterns in C# · GoF Patterns
stack of commands (_commandHistory) and is responsible for executing
and undoing commands. When a command is executed, it’s pushed onto the
stack. The Undo() method pops the last executed command and undoes its
action.
public class TextEditor
private readonly Stack<ICommand> _commandHistory = new
Stack<ICommand>();
public void ExecuteCommand(ICommand command)
command.Execute();
_commandHistory.Push(command);
public void Undo()
if (_commandHistory.Count > 0)
var command = _commandHistory.Pop();
command.Undo();
Follow: