v1.0_beta · for data engineers

Ship the DE interview.

Drop in your resume and a target job description. We generate a tailored kit of SQL, Python, system design, and behavioral questions — with a live workspace and an AI coach that pushes back like a real interviewer.

Live SQL + Python sandbox JD-tailored questions AI coach hints
~/kits/snowflake_de/q_07_retention.sql
01  WITH weekly AS (
02    SELECT user_id,
03      DATE_TRUNC('week', ts) AS wk
04    FROM events
05    GROUP BY 1, 2
06  )
07  SELECT a.wk, COUNT(*) AS churned
08  FROM weekly a
09  LEFT JOIN weekly b
10    ON ...
AI COACH: Your join key is missing a week-offset condition — you'll match every prior week, not week N+1.

The prep environment

Real schemas, real execution, real feedback. No multiple choice.

Schema explorer

[T] events_log
id: uuid
user_id: text
ts: timestamptz
payload: jsonb
[T] users_dim
id, segment, signup_at
PROMPT: dedupe events with 1s grace window
RUN
SELECT DISTINCT ON (user_id, event_type)
  user_id,
  event_type,
  ts
FROM events_log
WHERE ts >= NOW() - INTERVAL '7 days'
ORDER BY user_id, event_type, ts DESC;

-- [SUCCESS] 12,401 rows · 124 ms

AI feedback loop

+ Good use of DISTINCT ON

Postgres-native dedup; cleaner than ROW_NUMBER for this case.

- Misses the grace window

Group ts to the nearest second before deduping — otherwise near-duplicates 100ms apart slip through.

Specialized kits

Curated paths based on your target stack. Generated from your JD; updated as you progress.

01 / SQL MODULE

Advanced SQL design

Window functions, recursive CTEs, optimization for BigQuery and Snowflake.

65% complete
02 / PY MODULE

Python data engines

Pandas vectorization, PySpark, async ingestion patterns.

12% complete
03 / SYS MODULE

System architecture

Idempotent pipelines, exactly-once delivery, backfills at scale.

0% complete

How it works

STEP_01

Drop your inputs

Upload your resume and paste a job description. We extract the stack, role level, and gaps.

STEP_02

Generate the kit

AI builds a tailored set of SQL, Python, system design, and behavioral questions.

STEP_03

Practice with the coach

Write code in a live sandbox. Get hints, error explanations, and code review on demand.

Stop prepping blindly.

Generate your first kit in under two minutes. Free to start.

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