In PHP, what are the best practices for handling complex database queries involving multiple tables and relationships to avoid redundant or incorrect data display?

When dealing with complex database queries involving multiple tables and relationships in PHP, it is best to use JOIN statements to fetch data from related tables in a single query. This helps avoid redundant data retrieval and ensures the accuracy of the displayed information. Additionally, using prepared statements with parameter binding can help prevent SQL injection attacks and improve query performance.

// Example of using JOIN and prepared statements in PHP to fetch data from multiple tables

// Establish a database connection
$pdo = new PDO("mysql:host=localhost;dbname=mydatabase", "username", "password");

// Prepare the SQL query with JOIN statements
$query = $pdo->prepare("SELECT users.username, orders.order_id, orders.total_amount 
                        FROM users 
                        JOIN orders ON users.user_id = orders.user_id 
                        WHERE users.user_id = :user_id");

// Bind parameters and execute the query
$user_id = 123;
$query->bindParam(':user_id', $user_id);
$query->execute();

// Fetch and display the results
while ($row = $query->fetch(PDO::FETCH_ASSOC)) {
    echo "Username: " . $row['username'] . ", Order ID: " . $row['order_id'] . ", Total Amount: " . $row['total_amount'] . "<br>";
}