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A Real-World Example of a Stream Collector

May 07, 2021


  • Nicolas Frankel

    Nicolas is a developer advocate with 15+ years experience consulting for many different customers, in a wide range of contexts (such as telecoms, banking, insurances, large retail and public sector). ... Learn more

Java Stream's Collectors methods fit most use-cases. They allow returning either a Collection or a scalar. For the former, you use one of the toXXX() method, for the latter, one of the reducing() one.

Let's imagine an e-commerce platform that implements a shopping cart. The cart is modeled as the following:

This diagram might translate into the following (abridged) code:

public class Product {

    private final Long id;                           // 1
    private final String label;                      // 1
    private final BigDecimal price;                  // 1

    public Product(Long id, String label, BigDecimal price) { = id;
        this.label = label;
        this.price = price;

    public boolean equals(Object object ) { ... }    // 2

    public int hashCode() { ... }                    // 2
  1. Getters
  2. Only depend on id
public class Cart {

    private final Map<Product, Integer> products = new HashMap<>(); // 1

    public void add(Product product) {
        add(product, 1);

    public void add(Product product, int quantity) {
        products.merge(product, quantity, Integer::sum);

    public void remove(Product product) {

    public void setQuantity(Product product, int quantity) {
        products.put(product, quantity);

    public Map<Product, Integer> getProducts() {
        return Collections.unmodifiableMap(products);               // 2
  1. Organize products into a map. The key is the Product; the value is the quantity.
  2. Remember to return a read-only copy of the collection to maintain encapsulation.

Once we have defined how we store data in memory, we need to design how to display the cart on-screen. We know that the checkout screen needs to show two different bits of information:

  • The list of rows with the price for each row, i.e., the price per product times the quantity.
  • The overall price of the cart.

Here's the corresponding code:

public record CartRow(Product product, int quantity) {                // 1

    public CartRow(Map.Entry<Product, Integer> entry) {
        this(entry.getKey(), entry.getValue());

    public BigDecimal getRowPrice() {
        return product.getPrice().multiply(new BigDecimal(quantity));
  1. CartRow is a value object.
    We can model it as a Java 16 record.
var rows = cart.getProducts()
    .collect(Collectors.toList());                                    // 1

var price = cart.getProducts()
    .map(CartRow::getRowPrice)                                        // 2
    .reduce(BigDecimal.ZERO, BigDecimal::add);                        // 3
  1. Collect the list of rows.
  2. Compute the price for each row.
  3. Compute the total price.

One of the main limitations of Java streams is that you can only consume them once. The reason is that streamed objects are not necessarily immutable (though they can be). Hence, executing the same stream twice might not be idempotent.

Therefore, to get both the rows and the price, we need to create two streams from the cart. From one stream, we will get the rows and from the other the price.
This is not the way.

We want to collect both rows and the price from a single stream. We need a custom Collector that returns both in one pass as a single object.

public class PriceAndRows {

    private BigDecimal price;                              // 1
    private final List<CartRow> rows = new ArrayList<>();  // 2

    PriceAndRows(BigDecimal price, List<CartRow> rows) {
        this.price = price;

    PriceAndRows() {
        this(BigDecimal.ZERO, new ArrayList<>());
  1. Total cart price.
  2. List of cart rows that can display the product's label, the product's price, and the row price.

Here's a summary of the Collector interface. For more details, please check this previous post.

Interface Description
supplier() Supply the base object to start from
accumulator() Describe how to accumulate the current streamed item to the container
combiner() If the stream is parallel, describe how to merge them
finisher() If the mutable container type is not the returned type, describe how to transform the former into the latter
characteristics() Provide meta-data to optimize the stream

Given this, we can implement the Collector accordingly:

private static class PriceAndRowsCollector
    implements Collector<Map.Entry<Product, Integer>, PriceAndRows, PriceAndRows> {

    public Supplier<PriceAndRows> supplier() {
        return PriceAndRows::new;                                                // 1

    public BiConsumer<PriceAndRows, Map.Entry<Product, Integer>> accumulator() {
        return (priceAndRows, entry) -> {                                        // 2
            var row = new CartRow(entry);
            priceAndRows.price = priceAndRows.price.add(row.getRowPrice());

    public BinaryOperator<PriceAndRows> combiner() {
        return (c1, c2) -> {                                                     // 3
            c1.price = c1.price.add(c2.price);
            var rows = new ArrayList<>(c1.rows);
            return new PriceAndRows(c1.price, rows);

    public Function<PriceAndRows, PriceAndRows> finisher() {
        return Function.identity();                                              // 4

    public Set<Characteristics> characteristics() {
        return Set.of(Characteristics.IDENTITY_FINISH);                          // 4
  1. The mutable container is an instance of PriceAndRows.
  2. For each map entry containing the product and the quantity, accumulate both into the PriceAndRows.
  3. Two PriceAndRows can be combined by summing their total price and aggregating their respective rows.
  4. The mutable container can be returned as-is.

Designing the Collector is a bit involved, but using the custom collector is as easy as:

var priceAndRows = cart.getProducts()
                       .collect(new PriceAndRowsCollector());


You can solve most use cases with one of the out-of-the-box collectors provided in the Collectors class. However, some require to implement a custom Collector, e.g., when you need to collect more than a single collection or a single scalar.

While it may seem complicated if you never developed one before, it's not. You only need a bit of practice. I hope this post might help you with it.

You can find the source code of this post on GitHub in Maven format.

To go further:

Originally published at A Java Geek on May 2nd, 2021



  • Nicolas Frankel

    Nicolas is a developer advocate with 15+ years experience consulting for many different customers, in a wide range of contexts (such as telecoms, banking, insurances, large retail and public sector). ... Learn more

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