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★ 4.9/5 from 1,200+ aspiring data engineers

Stop watching tutorials.Start cracking DE interviews.

Learn core concepts, then solve SQL, Python, PySpark, Pandas, and DSA interview drills directly in your browser. No installation. No cloud setup. No cluster costs.

Start a free interview drillStart learning

Prefer a study plan first? Browse all interview problems, or pick a learning path.

Cloud setup
Zero
Lessons
180
Tracks
11

Studio · SQL interview drill

Easy

Paid orders in the August window

Filter orders to paid rows in August 2026

Engine: MySQL
SELECT order_id, user_id, order_total,
       CAST(created_at AS DATE) AS order_date
FROM orders
WHERE order_status = 'paid'
  AND CAST(created_at AS DATE)
      BETWEEN DATE '2026-08-01' AND DATE '2026-08-31'
ORDER BY order_id;
Mentor ready · filter early, project only what you need
Open drill
SQLPySparkPandasPythonSCD Type 2FinOpsMedallionWindow functionsDuckDBIncremental MERGELate dataGrainSQLPySparkPandasPythonSCD Type 2FinOpsMedallionWindow functionsDuckDBIncremental MERGELate dataGrain

How Lakebench works

Learn. Practice. Interview.

Learn the concept, then practice interview drills on the same warehouse tables. When you want a timer, mock interview rounds are one click away.

  • LearnEleven tracks, core foundations freeLessons with runnable samples and checked exercises.Open
  • ProblemsSQL, Python, PySpark interview drillsOriginal interview problems plus the Lakebench SQL study set, all in one studio.Open
  • InterviewTimed mock roundsPick a round, solve under a clock, then review how ready you look.Open

Pricing

Start free. Go Pro when you need the full library.

One simple monthly pass. No auto-renewal, nothing to cancel.

Free

₹0

  • Unlimited Studio sandbox
  • Beginner interview drills
  • Core foundational modules in every track
  • 5 AI mentor hints a day
  • 1 mock interview round
Start practicing
Pro monthly

₹499₹39930-day pass

  • Full drill bank and all advanced modules
  • Full 45-day plan
  • Full Concept Trace library
  • 50 AI mentor hints a day
  • Unlimited mock interviews
  • Lakebench readiness score
Get Pro: see details

Pro is activated on your account after payment is confirmed on WhatsApp. Full plan comparison

Ready when you are

Start free.Go Pro only when the library matters.

Crack a free interview problem in your tab tonight. Keep the first lessons free. Upgrade later if you want the full set of modules, harder drills, and a higher AI quota.

  • Beginner drills stay free: no account needed
  • Core foundational modules across every track are free
  • Pro unlocks advanced modules, harder problems, more AI
Free interview drillSee pricing

What you get

A loop that feels like prep

  1. 1.Open a drillSQL · browser studio
  2. 2.Solve under a clockOptional timed round
  3. 3.Review readinessWhat to practice next

Prefer a path first? Browse learn tracks

LakeBenchPractice today. Build tomorrow.

Warehouse practice that runs in the tab, not on a cluster. Learn concepts, solve interview drills, and mock the round in one place.

Product

  • Studio sandbox
  • Capstone projects

Practice

  • SQL interview questions
  • PySpark interview questions
  • Python interview questions
  • DE theory questions
  • LeetCode for data engineers

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