Top 15
Prep plan
Updated weekly · Last refresh Aug 30

Blackstraw.ai Data Engineer Interview Questions

The questions to prepare for a Blackstraw.ai Data Engineer interview. Questions from real interview reports rank first. Updated weekly.

15questions
~2htotal time
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1
PipelinesStart here. 5 questions · ~40 min
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingBlackstraw.ai
PySpark Repartition vs CoalesceMedium

Tests understanding of Spark partitioning behavior and how it impacts shuffle and performance.

pysparkdata processingperformanceBlackstraw.ai
Spark Memory and TuningHard

Tests ability to tune Spark execution through configuration, caching, and memory management.

memory managementPerformance TuningsparkBlackstraw.ai
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2
SQL & Data Manipulation9 questions + 3 drills · ~102 min
SCD Types and ExamplesMedium

Tests dimensional modeling knowledge and correct selection of SCD strategies for changing attributes.

slowly changing dimensionssqlData ModelingBlackstraw.ai
Hive vs HBase vs RelationalMedium

Tests understanding of storage and query architectures across big data and relational systems.

databasesBlackstraw.ai
View vs Materialized ViewEasy

Tests understanding of SQL semantics, storage, and performance tradeoffs for views versus materialized views.

sqlBlackstraw.ai
Join Strategy for SkewMedium

Tests ability to choose efficient join strategies and reason about data size and execution plans.

performancesqljoin typesBlackstraw.ai
Top Models Per Asset ClassEasy
Practice
Practice drill

Rank Balyasny research models by average return within each asset class using DENSE_RANK and aggregation.

performancesqlBalyasny Asset Management
Rank Top Service CategoriesEasy
Practice
Practice drill

Use RANK() and grouped revenue to find ServiceTitan's top three service categories in each region.

RankingperformancesqlServiceTitan
Top Users by Recent Transaction VolumeMedium
Practice
Practice drill

Find the top 3 users by completed transaction volume in the last 30 days using joins and aggregation.

Data Analysisquery optimizationsqlTTier 1 BankRevolutChime
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3
More topics1 question · ~8 min
Working Across SQL, Python, and SparkMedium

Assesses your practical experience delivering end to end data pipelines in production-like environments.

experienceToolsBlackstraw.ai
The finish line: interview-readyComplete all 15 questions plus 3 hands-on drills to finish this plan.