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Apple interview notes, page 34 of 38

FAANG / Big Tech

Most of these Apple write-ups come from Software Engineers (212), then Machine Learning Engineers (85) and Data Scientists (32). The most reported rounds are the technical phone screen (217), the system design round (48), the product sense round (29) and the behavioral / leadership round (22).

372 interview notes · updated Oct 2026

Apple·Software Engineer·Onsite - System Design / Architecture

Jul 2026
System design round at Apple for a software engineer role. The whole thing was basically one long deep-dive into an ads-click aggregation system, and it went in a lot of directions I didn't fully anticipate.
  • Design an ads-click aggregation system that handles click events from web browsers, mobile apps, and smart TV SDKs, where each source has different delivery guarantees and failure modes.
  • How would you guarantee exactly-once click counting for billing purposes, even when clients retry or clocks are skewed across devices?
  • How do you handle late-arriving events in a streaming pipeline, and how do you set watermarks appropriately?
  • Popular ads and publishers create hot keys in your Kafka partitions. How do you deal with the resulting skew?
  • How would you structure storage to serve both real-time dashboards and billing-grade batch reconciliation from the same pipeline?
  • What signals would you use to detect fraudulent clicks, like bot traffic or click-spam from the same device?
  • How would you approach cross-region availability and data residency requirements for a global ads system?

“I started with the event schema and worked outward, which felt right, but I underestimated how much time we'd spend on the multi-source ingestion piece.”

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Apple·Software Engineer·Technical Phone Screen

Jul 2026
Apple coding screen, one question about bracket matching. Pretty standard stuff but I second-guessed my stack implementation halfway through which cost me some time.
  • Given a string with only bracket characters, write a function to determine whether the brackets are all properly matched and closed in the correct order.

“Classic stack problem.”

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Apple·Product Manager·Onsite - Product Sense / Strategy

Jul 2026
Apple product sense interview with a single maps-related question. Pretty light on detail but the core prompt was interesting enough to think about.
  • How would you design a restaurant recommendation feature for Google Maps?

“Framed it around user intent first, which felt right.”

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Apple·Data Scientist·Technical Phone Screen

Jul 2026
Phone screen for a Data Scientist role at Apple, one algorithm question the whole time. The problem wasn't obscure but the space constraint made it genuinely tricky and I wasn't fully prepared for the follow-up on complexity trade-offs.
  • Write a function that finds the smallest missing positive integer in an unsorted array, with O(n) time and O(1) space. Then walk through the complexity trade-offs of your approach.

“I knew the naive version instantly, sort the array and scan.”

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Apple·Software Engineer·Technical Phone Screen

Jul 2026
Apple SWE interview, one coding question that looks straightforward until you're actually in it. No libraries, just raw implementation.
  • Implement a hashmap from scratch without using any built-in libraries or data structure utilities.

“I went with an array of linked lists for collision handling, which is the obvious route, but I fumbled explaining the load factor and when to resize.”

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Apple·Machine Learning Engineer·Technical Phone Screen

Jul 2026
Second round ML coding interview at Apple for an MLE role. The whole thing was building out a Transformer from scratch, layering on complexity as you go. Finished well ahead of time and walked away feeling pretty good about it.
  • Implement the internal structure of a Transformer model from scratch.
  • Extend your Transformer implementation to support multiple attention heads.
  • Add masking to your multi-head attention implementation.

“This was the core of the whole session.”

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Apple·Software Engineer·Technical Phone Screen

Jul 2026
Apple SWE interview with a tree traversal problem. Nothing too wild but the tie-breaking rule for same-row same-column nodes is the kind of detail that will absolutely trip you up if you're not careful.
  • Given the root of a binary tree, return the vertical order traversal of its node values, grouped by column from leftmost to rightmost. Within each column, nodes should be ordered top to bottom by depth, and if two nodes share the same row and column, list them left to right in BFS order.

“The basic column-tracking part I got pretty fast, just assign an index to each node and collect values by column.”

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Apple·Software Engineer·Technical Phone Screen

Jul 2026
Apple SWE interview with a linked list intersection problem that sounds easy until you're actually sitting there trying to explain pointer arithmetic and memory tradeoffs out loud. The two-pointer approach is well-known but they wanted more than just the algorithm.
  • Given two singly linked lists, find the node where they intersect and return it. If no intersection exists, return null. The lists must remain unmodified. Implement in C++ and be ready to discuss raw pointers versus shared_ptr and the optimal time/space complexity.

“I knew the two-pointer trick going in.”

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Apple·Software Engineer·Hiring Manager Screen

Jul 2026
A hiring manager technical round for a Hardware Engineer role at Apple, covering a mix of mechanical design, debugging, supplier quality, and some data analysis thrown in at the end which I did not see coming.
  • How would you design a wristwatch, covering both mechanical and electrical considerations?
  • A design defect is discovered after prototyping. Walk through how you'd debug it.
  • How would you set up a quality inspection process with an external supplier?
  • Given a dataset, walk through your analysis approach and write pseudocode for it.
  • Interpret a box plot: explain what the distribution shows, identify outliers, and describe the interquartile range.

“This was the opener and I rambled more than I should have.”

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Apple·Product Manager·Onsite - Product Sense / Strategy

Jul 2026
Apple Maps product question, pretty classic PM interview territory. Not much context on how the full loop went but this question alone gave me enough to stress about for a week.
  • How would you improve Apple Maps?

“I went straight into features and the interviewer just kind of waited.”

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