data stream
data stream is one of the most repeated interview dimensions. Start with edge-safe fundamentals, then move into pattern-level trade-offs.
Interview Signal
Frequently tests problem modeling, edge handling, and verbal clarity.
Common Pitfall
Template-only answers break under follow-up questioning.
Practice Strategy
Practice in 3-5 problem rounds and always review complexity alternatives.
Recommended Progression
Find Median from Data Stream
Implement a MedianFinder class that supports adding numbers and finding the median from a data stream.
Kth Largest Element in a Stream
Find the kth largest element in a dynamic stream using binary-tree traversal and efficient state tracking with a min-hea…
Online Stock Span
Design an efficient algorithm using stacks to calculate the stock span for daily price quotes.
Number of Recent Calls
The "Number of Recent Calls" problem involves designing a class to efficiently track recent requests within a time windo…
Stream of Characters
Implement a StreamChecker that detects if any suffix of a character stream matches a given list of words using efficient…
Product of the Last K Numbers
Design a data structure to efficiently return the product of the last k numbers in a dynamic integer stream using prefix…
Design Browser History
Implement a browser history tracker with back, forward, and visit operations using linked-list pointer manipulation effi…
Design an Ordered Stream
Design an Ordered Stream that returns values in increasing order based on unique integer IDs with efficient insertion an…
Design Front Middle Back Queue
Implement a queue that efficiently handles push and pop operations at the front, middle, and back using pointer manipula…
Finding MK Average
Find the MKAverage of a stream of integers using a queue-driven approach with efficient state management.
Stock Price Fluctuation
Design an efficient algorithm for managing stock price fluctuations with incorrect and unordered data in a data stream.
Sequentially Ordinal Rank Tracker
Track rankings of locations with names and scores, adding new locations and retrieving top-ranked ones efficiently.
Find Consecutive Integers from a Data Stream
Design a data stream checker to identify consecutive integers from a stream, focusing on handling state transitions effi…
Related Patterns
Queue-driven state processing
3 linked problems
Queue-driven state processing
2 linked problems
Linked-list pointer manipulation
2 linked problems
Two-pointer scanning with invariant tracking
1 linked problems
Binary-tree traversal and state tracking
1 linked problems
Stack-based state management
1 linked problems