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D. E. Shaw Automation Testing Interview Questions & Answers

Curated interview practice questions with answers. These are practice scenarios, not a verified list of past interview questions.

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01

List common TestNG annotations and their order.

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BeforeSuite, BeforeTest, BeforeClass, BeforeMethod, Test, AfterMethod, AfterClass, AfterTest and AfterSuite.
02

How do you reduce flakiness in a CI pipeline?

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Stabilise waits and data, isolate tests, use retries cautiously, quarantine unstable tests, run in consistent containers and track flaky rates.
03

What are Java collections and which ones do testers use most?

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ArrayList and LinkedList for lists, HashSet for unique values, HashMap for key-value test data, and Iterator for traversing them, for example collecting web elements in a list.
04

What is polymorphism and how does it show up in Selenium?

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One interface, many forms. WebDriver driver = new ChromeDriver() lets the same test code run on any browser class that implements WebDriver.
05

How do you take a screenshot on failure in TestNG?

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Implement ITestListener.onTestFailure(): File src = ((TakesScreenshot) driver).getScreenshotAs(OutputType.FILE); then copy it into the reports folder.
06

Difference between final, finally and finalize?

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final makes a variable, method or class unchangeable; finally is a block that always runs after try-catch; finalize is a deprecated method called before garbage collection.
07

What is a constructor and can it be overloaded?

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A special method that initialises an object. It can be overloaded with different parameters, and testers use it to pass the WebDriver into page classes.
08

How do you handle a website that uses CAPTCHA?

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Do not automate it; ask for a test environment where CAPTCHA is disabled or use test keys, or a bypass token agreed with developers.
09

What are exceptions and how do you handle them?

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Runtime events that disrupt flow. Use try-catch-finally, throw, throws, and custom exceptions; checked exceptions must be handled while unchecked ones need not be.
10

What locators does Selenium support?

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id, name, className, tagName, linkText, partialLinkText, CSS selector and XPath. Prefer stable ids or CSS, using XPath when needed.
11

What is REST Assured?

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A Java library that makes API tests readable using given-when-then, with easy request building, response validation and JSON path support.
12

How do you test an API that depends on another service that is down?

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Use mocks or stubs such as WireMock to simulate the dependency and test your service in isolation.
13

How do you manage test data in a framework?

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Use external files or APIs and database setup scripts, generate unique data per run, and clean up afterwards so tests stay independent.
14

How do you integrate Selenium tests with Jenkins?

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Create a job or pipeline that checks out code, runs mvn test, publishes reports and triggers on commits or schedules.
15

Difference between absolute and relative XPath?

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Absolute starts from the root (/html/...) and breaks easily; relative starts anywhere with // and is more stable, for example //input[@id='email'].
16

How do you read data from Excel or properties files in Java?

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Use Apache POI for Excel and the Properties class for config files, loaded in a utility class so tests read data instead of hard-coding it.
17

Tests pass locally but fail on Jenkins. Why?

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Headless mode or screen resolution, timing issues, environment data, missing dependencies, browser–driver version mismatch or parallel conflicts. Check logs and failure screenshots and make waits robust.
18

What are Java 8 streams and lambdas?

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Lambdas are short anonymous functions; streams process collections declaratively with filter, map and collect, for example filtering link text from a list of elements.
19

What is Selenium and what are its components?

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An open-source suite for browser automation: WebDriver, IDE, Grid and the older RC. WebDriver controls browsers through their native drivers.
20

How do you upload a file with Selenium?

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If the element is <input type="file">, use element.sendKeys("C:/path/file.pdf"). Use the Robot class or AutoIt only as a last resort for OS dialogs.
21

Difference between ArrayList and LinkedList?

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ArrayList has fast random access and slower inserts in the middle; LinkedList has fast inserts and deletes but slow access by index.
22

How do you handle a web table in Selenium?

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Locate rows and columns with XPath such as //table//tr and //td, loop through them to read or click cells, or build the XPath dynamically from the row text.
23

How do you switch between windows and tabs?

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Get getWindowHandles(), loop to find the target, and call driver.switchTo().window(handle); switch back using the stored parent handle.
24

Explain your CI/CD pipeline for tests.

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Code pushed to Git → Jenkins job triggers (webhook or schedule) → mvn clean test with the suite XML → reports and screenshots published → notifications on Slack/email → failures triaged before release.
25

What is the difference between Comparable and Comparator in Java?

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Comparable defines the natural order inside the class (compareTo); Comparator defines custom orders externally (compare), useful for sorting test data in several ways.
26

What are the Actions class use cases?

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Mouse and keyboard actions such as hover, drag and drop, double click, right click and key combinations, built with moveToElement(...).perform().
27

How do you run tests in parallel?

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Use TestNG parallel="methods | classes | tests" with thread-count, keep WebDriver in a ThreadLocal, and use Selenium Grid or a cloud grid for multiple browsers.
28

How do you handle alerts and pop-ups?

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driver.switchTo().alert() lets you accept, dismiss, read text or send keys. Browser windows are handled with window handles.
29

What is data-driven testing?

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Running the same test logic with multiple data sets from Excel, CSV, JSON or a database, so coverage increases without duplicating code.
30

How would you design a CI pipeline for nightly regression?

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Schedule the job, spin up environments or containers, run suites in parallel, store reports and screenshots, notify failures on Slack or email and track trends.
31

How would you design an automation framework from scratch?

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Maven project → POM with a BasePage → driver factory with ThreadLocal → config files → data-driven utilities (Excel/JSON) → TestNG or Cucumber runner → logging → Extent reports with screenshots on failure → Jenkins pipeline.
32

findElement vs findElements?

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findElement returns the first match and throws NoSuchElementException if nothing is found. findElements returns a List (empty if nothing is found) — handy to check whether an element exists.
33

What are try-with-resources and why use them?

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A try block that automatically closes resources such as file readers or streams, preventing leaks without a finally block.
34

How do you group tests?

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Tag tests with groups = {"smoke","regression"} and include or exclude them in testng.xml to run chosen sets.
35

Implicit vs explicit vs fluent wait?

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Implicit wait applies globally to element lookups. Explicit wait waits for a specific condition (WebDriverWait + ExpectedConditions). Fluent wait is an explicit wait with custom polling and ignored exceptions.
36

What is CI/CD and why does automation need it?

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Continuous Integration builds and tests every commit, and Continuous Delivery ships automatically. Automated tests give fast feedback and gate releases.
37

How does the DataProvider annotation work?

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A method annotated with @DataProvider returns a 2D object array and the test with dataProvider = "name" runs once per row.
38

How would you automate a login flow with multiple user roles?

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Keep credentials in external data, parameterise the test with a data provider, reuse a login method in a page class, and clear sessions between roles.
39

What is the difference between hard and soft assertions?

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Hard assert stops the test at the first failure; SoftAssert collects failures and reports them together when assertAll() is called.
40

What is the Page Object Model?

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A design pattern where each page is a class holding its locators and actions, so tests stay readable and a locator change is fixed in one place.
41

How does HashMap work internally?

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It uses the key's hashCode to find a bucket and equals to resolve collisions, giving O(1) average lookups; Java 8 converts long buckets into trees.
42

What is Selenium Grid and why use it?

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It runs tests in parallel across multiple machines and browsers using a hub and nodes, cutting execution time and increasing browser coverage.
43

Method overloading vs overriding?

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Overloading: same method name, different parameters, in the same class (compile time). Overriding: a subclass redefines a parent method with the same signature (runtime polymorphism). WebDriver driver = new ChromeDriver() is runtime polymorphism.
44

What is Docker and how does it help tests?

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Docker packages tools in containers so tests run identically everywhere; Selenium Grid and browsers can be started quickly in containers.
45

ArrayList vs HashMap — how do you use them in a framework?

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ArrayList stores an ordered list (e.g. all product names on a page). HashMap stores key–value pairs (e.g. test data or config properties).
46

How do you pass authentication in an API test?

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Use headers such as Bearer tokens, basic auth, API keys or OAuth flows; fetch a token in a setup step and reuse it.
47

What is PageFactory?

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A helper that initialises @FindBy elements lazily using initElements; some teams skip it in favour of plain By locators.
48

How do you pass parameters from testng.xml?

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Define parameter name and value in the XML and read them with @Parameters in the test or configuration method.
49

What is the difference between static and non-static members?

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Static members belong to the class and are shared by all instances; non-static members belong to each object.
50

What are wrapper classes in Java?

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Classes such as Integer and Double that wrap primitive types as objects, needed for collections and for parsing text from web elements.
51

What is the difference between driver.close() and driver.quit()?

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close() closes the current window; quit() closes all windows and ends the driver session.
52

What do HTTP status codes 200, 201, 400, 401, 403, 404 and 500 mean?

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200 OK, 201 Created, 400 bad request, 401 unauthenticated, 403 forbidden, 404 not found and 500 server error.
53

What is contract testing?

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Verifying that a provider and consumer agree on request and response formats, using tools like Pact, to catch breaking changes early.
54

How do you retry failed tests in TestNG?

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Implement IRetryAnalyzer with a retry count and attach it through the test annotation or a listener to rerun flaky tests.
55

What is OAuth 2.0 in API testing?

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An authorisation framework where a client obtains an access token from an auth server and sends it as a Bearer token; tests fetch and reuse the token in setup.
56

What is the difference between @BeforeTest and @BeforeMethod?

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@BeforeTest runs once before all methods in a test tag of testng.xml; @BeforeMethod runs before every test method.
57

What is the difference between an array and an ArrayList?

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Arrays have a fixed size and can hold primitives; ArrayList grows dynamically, holds objects and offers helper methods.
58

What are the advantages of version control for test code?

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Git tracks changes, enables code review, branching and rollback and lets teams collaborate on the framework safely.
59

What are the different types of waits in Selenium?

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Implicit, explicit (WebDriverWait with ExpectedConditions) and fluent waits; avoid mixing implicit and explicit waits and never rely on Thread.sleep.
60

How do you handle a test that is flaky only in headless mode?

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Set window size explicitly, use proper waits, check animations and viewport differences, and capture screenshots and logs to find timing issues.
61

What is TestNG and why is it used with Selenium?

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A test framework offering annotations, grouping, prioritisation, parallel runs, data providers and reports, which structure and scale Selenium tests.
62

How do you make WebDriver thread-safe for parallel runs?

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Store each driver in a ThreadLocal so every thread gets its own instance and tests do not interfere.
63

What is an API and what are common HTTP methods?

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An interface for systems to talk to each other. GET reads, POST creates, PUT replaces, PATCH updates partially and DELETE removes.
64

What are relative locators in Selenium 4?

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Locators such as above, below, toLeftOf and near that find elements by their position relative to another element.
65

Which reporting tools do you use?

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TestNG reports, ExtentReports and Allure give charts, screenshots and logs that are easy to share with the team.
66

String vs StringBuilder?

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String is immutable — every change creates a new object. StringBuilder is mutable and faster for repeated changes (not thread-safe; StringBuffer is).