Improbable prep

Improbable Mid-level (3–5 years) Technical deep dive

#16

How does Node.js handle concurrent requests with a single thread? — Improbable interview

Reported in Improbable European engineering loops. Node.js architecture question on libuv, event loop phases, and worker threads.

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Improbable Mid-level (3–5 years) Technical deep dive

#17

Compare ACID and BASE consistency models in databases — Improbable interview

Reported in Improbable European engineering loops. Distributed data question bridging SQL transactions and NoSQL eventual consistency.

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Improbable Mid-level (3–5 years) Behavioral

#18

Tell me about a project that failed or missed its deadline. What did you learn? — Improbable interview

Reported in Improbable European engineering loops. Behavioral question testing accountability, retrospectives, and growth.

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Improbable Mid-level (3–5 years) Technical deep dive

#19

How do you version a public API without breaking clients? — Improbable interview

Reported in Improbable European engineering loops. API evolution question covering compatibility, deprecation, and communication.

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Improbable Mid-level (3–5 years) Technical deep dive

#20

What is dependency injection and why is it useful? — Improbable interview

Reported in Improbable European engineering loops. Java/Spring staple connecting OOP design to testable service architecture.

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Improbable Mid-level (3–5 years) Coding / DSA

#21

How do you perform topological sort on a directed acyclic graph? — Improbable interview

Reported in Improbable European engineering loops. Graph algorithm for task scheduling, build systems, and course prerequisites.

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Improbable Mid-level (3–5 years) Coding / DSA

#22

Explain minimum window substring sliding window approach — Improbable interview

Reported in Improbable European engineering loops. Advanced string window question seen in strong coding interviews.

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Improbable Mid-level (3–5 years) Coding / DSA

#23

When would you use a Trie for prefix search? — Improbable interview

Reported in Improbable European engineering loops. Data structure trade-off question for autocomplete and dictionary lookups.

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Improbable Mid-level (3–5 years) Coding / DSA

#24

How do you find median of two sorted arrays in log time? — Improbable interview

Reported in Improbable European engineering loops. Hard interview classic requiring binary search partition logic.

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Improbable Mid-level (3–5 years) Coding / DSA

#25

Explain Union-Find for dynamic connectivity problems — Improbable interview

Reported in Improbable European engineering loops. Disjoint set union structure used in graph connectivity interviews.

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Improbable Mid-level (3–5 years) System design

#26

How would you design a scalable file upload service? — Improbable interview

Reported in Improbable European engineering loops. Design question around large files, durability, and secure uploads.

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Improbable Mid-level (3–5 years) System design

#27

Design reliable webhook delivery with retries — Improbable interview

Reported in Improbable European engineering loops. Event delivery design question focusing on retries and idempotency.

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Improbable Mid-level (3–5 years) Manager / leadership

#28

How do you communicate during a production incident? — Improbable interview

Reported in Improbable European engineering loops. Behavioral question assessing ownership and stakeholder communication.

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Improbable Mid-level (3–5 years) HR / screening

#29

Describe a time you disagreed with your manager — Improbable interview

Reported in Improbable European engineering loops. Behavioral STAR prompt for respectful disagreement and influence.

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Improbable Mid-level (3–5 years) Manager / leadership

#30

Describe successful cross-functional collaboration — Improbable interview

Reported in Improbable European engineering loops. Behavioral question on working with product, design, and support teams.

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