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Collections and Streams Interview Questions for Java Full Stack with React

25 Collections and Streams questions with answers for java full stack with react roles — 7 easy, 14 medium, 4 hard.

About Collections and Streams

The Collections framework and the Streams API are used in almost every Java service. This topic covers List, Set and Map implementations, HashMap internals, equals and hashCode, concurrent collections, Comparator chains, lambdas, Optional and stream operations like groupingBy and flatMap. Expect both concept questions and live coding problems such as finding duplicates or the second highest salary.

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01

What is the difference between List, Set and Map?

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A List is an ordered collection that allows duplicates and index access, such as ArrayList. A Set holds unique elements; HashSet has no order, LinkedHashSet keeps insertion order and TreeSet keeps elements sorted. A Map stores key-value pairs with unique keys, such as HashMap or TreeMap, and is not part of the Collection interface. Choose based on whether you need duplicates, ordering or lookup by key.
02

When would you use ArrayList over LinkedList?

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ArrayList is backed by a resizable array, giving O(1) random access and good cache locality, and appending is amortised O(1). LinkedList is a doubly linked list with O(1) insertion at known nodes but O(n) access by index and more memory per element. In practice ArrayList is faster for almost all workloads. For queue or stack behaviour, ArrayDeque is usually better than LinkedList.
03

What is the difference between Comparable and Comparator?

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Comparable defines a class's natural ordering through compareTo, implemented inside the class itself, such as String or Integer. Comparator is a separate object with compare, so you can define many orderings without changing the class. Since Java 8, Comparator.comparing, thenComparing and reversed make multi-field sorting concise. Use Comparable for one obvious order and Comparator for business-specific sorting like price then rating.
04

What is a functional interface and how do lambdas relate to it?

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A functional interface has exactly one abstract method, such as Runnable, Comparator, Function, Predicate, Supplier or Consumer, and can be marked with @FunctionalInterface. A lambda expression is a short implementation of that single method, for example Predicate<String> empty = s -> s.isBlank(). Method references like String::toUpperCase are an even shorter form. Lambdas power the Streams API and callback-style code.
05

Find duplicate elements in a list of integers.

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List<Integer> nums = List.of(4, 2, 7, 2, 4, 9); Set<Integer> seen = new HashSet<>(); Set<Integer> duplicates = nums.stream() .filter(n -> !seen.add(n)) .collect(Collectors.toSet()); System.out.println(duplicates); // [2, 4] // Stateless alternative using counts: // nums.stream().collect(groupingBy(identity(), counting())) // .entrySet().stream().filter(e -> e.getValue() > 1)
06

You need to store unique usernames and always display them in alphabetical order. Which collection do you pick?

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A TreeSet fits because it rejects duplicates and keeps elements sorted using natural order or a Comparator, with O(log n) add and lookup. Use String.CASE_INSENSITIVE_ORDER as the comparator if Rahul and rahul should be treated as the same. If you only need sorting once at display time, a HashSet followed by sorting may be faster. For concurrent access, ConcurrentSkipListSet is the thread-safe sorted alternative.
07

How do you keep yourself updated with new Java versions and features?

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I follow the six-monthly Java release notes and JEP summaries, and I try new features in small jshell experiments or side projects. For example, when Java 21 became LTS I rewrote a small file-processing tool using virtual threads and pattern matching to understand the benefits. I also read Spring release blogs and watch conference talks, and I share short notes with my team so we upgrade with confidence.
08

How does HashMap work internally?

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HashMap stores entries in an array of buckets. The key's hashCode is spread and masked to find a bucket index. Collisions are kept in a linked list, and since Java 8 a bucket converts to a red-black tree after 8 entries when capacity is at least 64, giving O(log n) worst case. When size exceeds capacity times load factor 0.75, the table doubles and entries are redistributed. get uses hashCode to find the bucket and equals to find the key.
09

What is the contract between equals() and hashCode()?

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If two objects are equal according to equals(), they must return the same hashCode. Unequal objects may share a hash code, but fewer collisions give better performance. If you override equals without hashCode, HashMap and HashSet will fail to find objects that are logically equal. Base both methods on the same immutable fields; records and IDE or Lombok generation create them correctly.
10

Compare HashMap, Hashtable and ConcurrentHashMap.

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HashMap is not synchronized and allows one null key and null values. Hashtable is a legacy class where every method is synchronized, so it is slow and allows no nulls. ConcurrentHashMap is the modern thread-safe choice: reads are mostly lock-free, writes lock only a single bucket using CAS and synchronized blocks, and it offers atomic methods such as computeIfAbsent and merge. It also does not allow null keys or values.
11

What are fail-fast and fail-safe iterators?

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Fail-fast iterators, used by ArrayList and HashMap, track a modification count and throw ConcurrentModificationException if the collection is structurally changed during iteration, except through the iterator's own remove. Fail-safe or weakly consistent iterators, used by CopyOnWriteArrayList and ConcurrentHashMap, work on a snapshot or tolerate concurrent changes and never throw that exception, but they may not show the latest updates.
12

What are intermediate and terminal operations in Java Streams?

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Intermediate operations such as filter, map, sorted and distinct return a new stream and are lazy; nothing runs until a terminal operation is called. Terminal operations such as collect, forEach, count, reduce and findFirst trigger processing and produce a result. Laziness allows short-circuiting: with findFirst, elements are processed one by one only until a match is found. A stream can be consumed only once.
13

Explain the difference between map and flatMap in streams.

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map transforms each element into exactly one new element, so a Stream of orders mapped to customer names gives a Stream of String. flatMap transforms each element into a stream and flattens all of them into one stream. For example, orders.stream().flatMap(o -> o.getItems().stream()) gives every item from every order. Optional also has map and flatMap with the same idea.
14

Using streams, group employees by department and count them.

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Map<String, Long> countByDept = employees.stream() .collect(Collectors.groupingBy( Employee::getDepartment, Collectors.counting())); // Average salary per department: Map<String, Double> avgSalary = employees.stream() .collect(Collectors.groupingBy( Employee::getDepartment, Collectors.averagingDouble(Employee::getSalary))); // Use TreeMap::new as the second argument to get sorted keys.
15

Find the second highest salary from a list of employees using streams.

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Optional<Double> second = employees.stream() .map(Employee::getSalary) .distinct() .sorted(Comparator.reverseOrder()) .skip(1) .findFirst(); second.ifPresentOrElse( s -> System.out.println("Second highest: " + s), () -> System.out.println("Not enough distinct salaries")); // distinct() handles ties at the top salary.
16

Sort a list of products by category, then by price descending, then by name.

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products.sort( Comparator.comparing(Product::getCategory) .thenComparing(Product::getPrice, Comparator.reverseOrder()) .thenComparing(Product::getName)); // Null-safe variant for an optional field: Comparator<Product> byBrand = Comparator.comparing( Product::getBrand, Comparator.nullsLast(Comparator.naturalOrder()));
17

Count the frequency of each word in a sentence.

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String text = "java is fun and java is fast"; Map<String, Long> freq = Arrays.stream(text.toLowerCase().split("\\s+")) .collect(Collectors.groupingBy( Function.identity(), LinkedHashMap::new, Collectors.counting())); System.out.println(freq); // {java=2, is=2, fun=1, and=1, fast=1}
18

You get ConcurrentModificationException while removing items from a list inside a for-each loop. How do you fix it?

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The for-each loop uses a fail-fast iterator, and calling list.remove changes the modification count. Use list.removeIf(item -> item.isExpired()), which is clean and efficient, or use an explicit Iterator and call iterator.remove(). Another option is to collect the items to keep into a new list with a stream filter. If several threads modify the list, use a concurrent collection instead.
19

You are loading about five lakh records into an ArrayList and a HashMap and memory spikes during loading. What can you do?

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Both collections resize by copying when they grow, which causes temporary memory spikes. Pre-size them, for example new ArrayList<>(500000) and HashMap with capacity of expected size divided by 0.75. Better still, avoid holding everything at once: process the data in batches or stream it from the database with pagination. Use primitive-friendly structures or IntStream where possible to avoid boxing overhead.
20

What are the correct and incorrect ways to use Optional?

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Use Optional as a return type when a value may be absent, and consume it with map, filter, orElse, orElseGet or orElseThrow. Avoid calling get() without checking, avoid Optional fields in entities or DTOs, avoid Optional parameters and never return null from a method that returns Optional. Prefer orElseGet over orElse when the default is expensive, because orElse always evaluates its argument.
21

Describe a time you disagreed with a teammate during a code review.

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Situation: a teammate used nested loops over two large lists to match records. Task: I felt it would be slow at production volume. Action: instead of just rejecting it, I wrote a quick benchmark showing the HashMap-based approach was much faster, and explained it calmly in a call. Result: he agreed, we merged the faster version, and we added a team guideline to back performance comments with data.
22

When should you use parallel streams and when should you avoid them?

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Parallel streams split work across the common ForkJoinPool. They help for CPU-heavy, stateless operations on large in-memory data with cheap splitting, such as ArrayList or arrays. Avoid them for small lists, I/O or database calls, operations with shared mutable state, or inside web servers where the common pool is shared by all requests. Always measure with JMH or real load before and after, because overhead often makes them slower.
23

Implement a simple LRU cache in Java.

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class LruCache<K, V> extends LinkedHashMap<K, V> { private final int capacity; LruCache(int capacity) { super(16, 0.75f, true); // true = access order this.capacity = capacity; } @Override protected boolean removeEldestEntry(Map.Entry<K, V> eldest) { return size() > capacity; } } // Not thread-safe: wrap with Collections.synchronizedMap // or use Caffeine in production.
24

An object put into a HashMap cannot be found later even though it looks equal. What could be wrong?

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Most likely a field used in hashCode was changed after insertion, so the object now hashes to a different bucket and get looks in the wrong place. It can also happen when equals is overridden without hashCode. Fix it by using immutable keys, such as records, Strings or IDs, and by basing equals and hashCode on fields that never change. Never mutate an object while it is a key in a hash-based collection.
25

A teammate replaced a simple for loop in a performance-critical path with a long stream pipeline. Is this a concern?

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Streams are usually fine and readable, and the JIT optimises them well, but in very hot loops they can add allocation, boxing and lambda overhead. Check for boxing with Stream<Integer> instead of IntStream, and for repeated sorting or collecting. Measure with a JMH benchmark or profiler rather than guessing. Keep streams where readability matters and use a plain loop only where profiling proves a real bottleneck.

Frequently asked questions

How important is Collections and Streams in Java Full Stack with React interviews?

The Collections framework and the Streams API are used in almost every Java service. This topic covers List, Set and Map implementations, HashMap internals, equals and hashCode, concurrent collections, Comparator chains, lambdas, Optional and stream operations like groupingBy and flatMap. Expect both concept questions and live coding problems such as finding duplicates or the second highest salary.

How should I use the Collections and Streams sheet?

Go top to bottom — easy to hard. Answer before opening each answer, tick what you solved and save misses to Last-Minute Revision.