2. Real-world story

At Practo appointment booking API, engineers use Conditional Mapping to map database entities to API response DTOs without boilerplate. This code shows the same pattern you will see in code reviews — simplified for learning, but structurally similar to production services deployed to Azure or on-prem IIS/Kestrel.

3. Problem without this concept

If you ignore Conditional Mapping, this is what teams struggle with:

• Duplicate logic and unclear structure
• Harder onboarding for new developers
• More bugs found only in production

4. Definition

Conditional Mapping is a core part of C# and .NET development. In plain terms: it helps you map database entities to API response DTOs without boilerplate.

5. Why do we need it?

You will see Conditional Mapping in console apps, Web APIs, background workers, and unit tests. Skipping it makes later modules (OOP, async, collections) much harder. When API DTOs differ from EF Core entities and manual mapping gets tedious.

6. Where is it used?

• API DTO mapping
• Report view models
• Integration adapters
• Map EF entities to DTOs so API responses do not leak database shape.
• Profile mapping in hot paths — manual mapping is sometimes faster.

7. How it works

• Read the example top to bottom.
• Each line connects to Conditional Mapping.
• Run it with dotnet run, then change one value and predict the output before you save.

8. Syntax

Core syntax pattern for Conditional Mapping:

public record OrderEntity(int Id, decimal Total, DateTime Created);
public record OrderDto(int Id, decimal TotalInr, string CreatedLabel);
OrderDto Map(OrderEntity e) => new(
    e.Id,
    e.Total,
    e.Created.ToString("dd-MMM-yyyy")
);

9. Beginner example

Copy into a console project (dotnet new console → dotnet run).

public record OrderEntity(int Id, decimal Total, DateTime Created);
public record OrderDto(int Id, decimal TotalInr, string CreatedLabel);

OrderDto Map(OrderEntity e) => new(
    e.Id,
    e.Total,
    e.Created.ToString("dd-MMM-yyyy")
);

Line-by-line

10. Real project example

At Practo appointment booking API, engineers use Conditional Mapping to map database entities to API response DTOs without boilerplate. This code shows the same pattern you will see in code reviews — simplified for learning, but structurally similar to production services deployed to Azure or on-prem IIS/Kestrel.

Production-style C#

// Practo appointment booking API
// Uses Conditional Mapping to map database entities to API response DTOs without boilerplate
public record OrderEntity(int Id, decimal Total, DateTime Created);
public record OrderDto(int Id, decimal TotalInr, string CreatedLabel);

OrderDto Map(OrderEntity e) => new(
    e.Id,
    e.Total,
    e.Created.ToString("dd-MMM-yyyy")
);

Why teams use this: Teams that master Conditional Mapping ship fewer production incidents and pass code review faster on Practo-scale systems.

11. Visual understanding

Input (user, file, API)
        │
        ▼
   Conditional Mapping logic in C#
        │
        ▼
   Output (console, HTTP response, file)

12. Internal working

• Roslyn compiler checks syntax and types before your program runs.
• CLR executes IL and provides services (GC, exceptions, threading).
• For this lesson, focus on behavior first — runtime details matter more as apps grow.

13. Advantages

• Readable code that new team members can follow
• Compiler catches many mistakes before deploy
• Huge .NET job market in India and worldwide

14. Disadvantages

• Takes time to learn if you skip fundamentals
• Overusing advanced features too early adds complexity

15. Best practices

• Use meaningful names — `transferAmount` not `x`
• Run `dotnet format` or EditorConfig for consistent style
• Commit small examples to Git from lesson one

16. Common mistakes

• Copy-pasting without typing — your fingers need to remember Conditional Mapping syntax.
• Skipping error messages when the compiler fails — the red text usually tells you exactly what to fix.

17. Interview questions

Do this on your computer

1. Open Visual Studio or run dotnet new console -n LearnConditionalM.
2. Paste the lesson example into Program.cs (or a new file).
3. Run the program and confirm the output matches your expectation.
4. Read the real-world section and name which part of a banking or e-commerce API would use this topic.
5. Change one line (amount, loop bound, or method name) and run again.
6. Read the real-world section and identify which layer (API, service, domain) uses this topic.
7. Run dotnet build and dotnet run locally — confirm output.
8. Change one value and predict the result before saving.

Experiments — try changing this

• Change a number or string in the example and run again — predict output first.
• Introduce a deliberate error (remove a semicolon) and read the compiler message.
• Open dotnet docs for Conditional Mapping and compare one keyword with the lesson example.

18. Summary

• Conditional Mapping is used to map database entities to API response DTOs without boilerplate.
• Practice by editing the example yourself.
• Move to the next lesson when you can explain this topic in your own words.