💰
Interview Prep Course

Master Cost Optimization for Your Next Interview

6 interactive modules covering partitioning, shuffle, FinOps, materialization, cluster management, and 60+ scenario-based interview questions.

6
Modules
60+
Questions
25+
Quizzes
0
Prerequisites
Start Learning 💰

Course Modules

From cost fundamentals to interview battle drills — structured for success

01

Why Cost Optimization Matters

Cost drivers, cloud billing models, the FinOps mindset, and why every senior data engineer must think about money.

Cost DriversCloud BillingFinOps Culture
02

Storage & Partitioning

Partition pruning, the small files problem, target file sizes, compaction, Z-ordering, and storage tiering strategies.

PartitioningSmall FilesZ-OrderTiering
03

Shuffle, Skew & Join Optimization

Why shuffle is expensive, detecting skew, salting strategies, broadcast vs sort-merge joins, filter pushdown, and column pruning.

ShuffleSkewBroadcast JoinPushdown
04

Materialization & Pre-Aggregation

Views vs materialized views, caching strategies, incremental processing, and when over-materialization becomes the problem.

Materialized ViewsCachingIncremental
05

Cluster Management & FinOps

Runaway queries, auto-scaling, backfill estimation, chargeback models, and the metrics that matter for FinOps.

Auto-ScaleQuotasChargebackMetrics
06

The Interview Gauntlet

15 tricky scenario questions, "$10K/day Spark job" debugging drills, common pitfalls, and rapid-fire Q&A rounds.

ScenariosDebuggingRapid FireGotchas