Adobe Interview Questions
Practice the exact questions companies are asking right now.
Implement K-means clustering from scratch
Task Implement K-means clustering from scratch (no ML libraries). You are given a dataset of points: - Input: an array X of shape (n, d) (n points, ea...
Explain leakage, missing data, and common losses
Answer the following traditional ML questions: 1. Data leakage - What is data leakage? - Give 2–3 common examples. - How do you prevent or fi...
Design a natural-language AEP Q&A assistant
System Design: Natural-Language Assistant for Adobe Experience Platform (AEP) Goal Design a natural-language assistant for AEP that helps marketers: 1...
Determine if a multiple-sum subarray exists
Given an integer array nums and an integer k, determine whether there exists a contiguous subarray of length at least 2 whose sum is divisible by k; r...
Analyze web request latency causes
System Design: End-to-End Web Request Latency Context You are designing a user-facing web experience that fetches HTML/JSON from an origin and additio...
Discuss resume and behavioral scenarios
Behavioral & Leadership: Resume Walkthrough and Situational Prompts (Machine Learning Engineer — Onsite) Context You are interviewing onsite for a Mac...
Implement scalable word count locally
Write a function that reads a very large text file and outputs the frequency of each word. Define your tokenization and normalization rules (case fold...
Investigate Why DAU Stagnates Despite High Downloads
Investigating High Daily Downloads but Flat DAU Scenario Adobe Express reports approximately 1M daily downloads, yet daily active users (DAU) remain f...
Design a multimodal embedding service
System Design: Multimodal Embedding Pipeline for Documents, Images, and Videos You are designing a production service that computes embeddings for use...
Analyze end-to-end request latency
Analyze and Improve End-to-End Request Latency Context A user request flows: Browser → CDN → Load Balancer → API Gateway → Microservices → Caches/Data...
Design file-embedding storage system
System Design: Multimodal Embedding Service for User Uploads Context You are designing a backend service that, for each user-uploaded asset, generates...
Design Metrics Framework for Adobe Express Performance Evaluation
Metric Framework for Adobe Express Performance Context Adobe Express is a freemium creative tool used to design, edit, and publish content across web ...
Determine task order with prerequisites
You are given n tasks labeled 0..n−1 and a list of prerequisite pairs (a, b) meaning task b must be completed before task a. Determine one valid order...
Maximize pay by flipping k rest days
Given integers BasePay and Bonus, a binary string schedule of length n where '1' means work and '0' means rest, and an integer k, you may change up to...
Design distributed word count without MapReduce
System Design: Distributed Word-Frequency Computation (No MapReduce) Context Design a distributed system that computes word frequencies over terabytes...
Design multimodal embedding service
System Design: Multimodal File Ingestion and Embedding Service Context Design a backend service that accepts user-uploaded files (documents, images, v...
Design distributed word count without MapReduce
System Design: Distributed Word Frequency Counting (No MapReduce) Context You need to design a distributed system that computes word frequencies over ...
Design a nested-list iterator
You are given a nested structure that can contain integers or further lists. Design an iterator over this structure that returns integers in left-to-r...
Implement file word count
Write a function that reads a large text file and returns the frequency count of each word. Define how you will normalize tokens (case, Unicode, punct...
Analyze end-to-end request latency
Diagnose High Latency End-to-End (Browser → Database) You are asked to analyze and reduce high request latency observed by users of a web application....