What are best practices for handling NULL values in database columns to prevent unexpected behavior in PHP applications?

Handling NULL values in database columns in PHP applications is crucial to prevent unexpected behavior. One best practice is to always check for NULL values before using the data to avoid errors or inconsistencies in your application. You can use conditional statements or functions like `is_null()` to safely handle NULL values and provide appropriate fallbacks or error messages.

// Example code snippet to handle NULL values in a database query result
$query = "SELECT * FROM users WHERE id = :id";
$stmt = $pdo->prepare($query);
$stmt->execute(['id' => $userId]);
$user = $stmt->fetch();

if ($user) {
    $username = $user['username'] ?? 'N/A'; // Use the username or fallback to 'N/A' if NULL
    echo "Username: $username";
} else {
    echo "User not found";
}