Top 22
Prep plan
Updated weekly · Last refresh Oct 17

W.W. Grainger Applied Scientist Interview Questions

The questions to prepare for a W.W. Grainger Applied Scientist interview. Questions from real interview reports rank first. Updated daily.

22questions
~3htotal time
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1
System DesignStart here. 5 questions · ~45 min
Deploy a Cloud ML ModelMedium

Design a production ML deployment on Google Cloud with serving, feature management, rollout, monitoring, and evaluation.

InfrastructureFeature StoreModel ServingW.W. Grainger
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingW.W. Grainger
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2
Machine Learning3 questions · ~27 min
Handle Highly Imbalanced ClassesMedium

Build a classifier for a highly imbalanced dataset and choose training and evaluation methods that surface rare positives.

Cross-ValidationFeature EngineeringSupervised LearningW.W. Grainger
Upsampling in CNNsMedium

Tests understanding of up-sampling concepts and how they affect convolutional model outputs.

W.W. Grainger
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3
SQL & Data Manipulation3 questions + 1 drill · ~37 min
Sequence Search Behavior MiningHard
Practice

Use layered CTEs and joins to find Grainger customers who searched, refined, and clicked in the required sequence.

SubqueriesJoinsData ManipulationW.W. Grainger
Top Categories by SegmentMedium
Practice

Find the top three product categories by purchased quantity within each customer segment over a fixed trailing year.

Date FunctionsJoinsRankingW.W. Grainger
Rolling 7-Day Sales TrendsMedium
Practice
Practice drill

Calculate daily and rolling 7-day sales by product and region using PostgreSQL window functions.

Window FunctionsDate FunctionsJoinsW.W. Grainger
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4
NLP3 questions · ~27 min
Embeddings for Query MatchingMedium

Tests understanding of embedding approaches and their impact on retrieval quality and latency.

Language ModelsWord Embeddingssearch relevanceW.W. Grainger
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5
Behavioral & Leadership7 questions · ~64 min
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6
More topics1 question · ~9 min
The finish line: interview-readyComplete all 22 questions plus 1 hands-on drill to finish this plan.