Lakehouse Prepchief architect

#The Ten-Day Sprint

Assumes ~3 hours on weekdays and ~5 on weekend days. If you have fewer, cut from Deepen first, never from Drill — reading feels productive and is the least productive thing here.

The governing ratio: 40% input, 60% output. If you are reading more than you are speaking and drawing, you are preparing to recognise answers, not produce them.


#Daily shape

Block Time What
Warm 15 min Yesterday's flashcards + one whiteboard prompt drawn cold, timed
Deepen 60–90 min The day's reading, with the pen down and mouth moving
Drill 60–90 min The day's drill — spoken, timed, recorded
Close 15 min Write 3 new flashcards; note the one thing you fumbled

Record yourself for every Drill block from Day 3 onward. Phone voice memo is enough. You will hate it and it is the single highest-yield thing in this plan — you cannot hear your own filler words, your pace, or the moment you lost the thread without a recording.


#Day 1 — Orientation and honest baseline

Baseline honesty: if the competency grid has more 2s than 4s in rows 1–3, shift an hour a day from Drill to Deepen for Days 2–4, then switch back. Do not skip the drills entirely.

#Day 2 — Spark internals

  • Deepen: ../01-platform/01-spark-internals.md.
  • Drill: explain aloud, 90 seconds each, no notes: Catalyst's four phases · what AQE changes at runtime and why it needs shuffle statistics · why a broadcast join fails · what Photon does and when it does not help · what a shuffle physically is.
  • Close: draw the query lifecycle from SQL text to task execution, from memory.

#Day 3 — Delta Lake internals

  • Deepen: ../01-platform/02-delta-lake-internals.md.
  • Drill: the classic sequence, spoken end to end: "What's in _delta_log?""Two concurrent writers?""Why is time travel bounded?""Z-order vs liquid clustering?""What do deletion vectors change about MERGE?"
  • Close: flashcards on protocol/table features, retention defaults, isolation levels.

#Day 4 — Performance and debugging (the flagship day)

  • Deepen: ../01-platform/06-performance-and-cost.md — all of it.
  • Drill: work all six diagnostic scenarios in that file out loud, using the Symptom→Scope→Evidence→Hypothesis→Test→Fix→Prevent frame. Time-box each to 6 minutes.
  • Close: memorise the triage order (§2). This is the material most likely to decide a "remain hands-on" role.

If a day slips, do not let it be this one. Move something else.

#Day 5 — Lakehouse topology, Unity Catalog, security

#Day 6 — Ingestion, pipelines, and the AI stack

#Day 7 — Architecture scenarios (first full drill day)

#Day 8 — Build the presentation

  • Deepen: ../02-drills/05-the-panel-presentation.md.
  • Build: the deck. 10–14 slides, the structure given in that file. Do not exceed 14.
  • Drill: deliver it once to a wall, timed. It will be too long. Cut 30%.
  • Close: write the five questions you will open with in discovery.

#Day 9 — Objections, behaviourals, and weak spots

#Day 10 — Full mock and taper

  • Morning: the complete timed loop in ../03-practice/01-mock-loop-full.md. Score yourself against the rubrics. Get a human to play the panel if at all possible — pay someone if you have to; it is worth more than another day of reading.
  • Afternoon: fix only the top three gaps. Resist the urge to re-read everything.
  • Evening: stop. Read ../99-reference/cheatsheet.md once. Sleep.

#If you have five days, not ten

Merge as follows and accept the narrower base:

Day Content
1 Day 1 + Day 2 (orientation + Spark)
2 Day 3 + Day 4 (Delta + performance — keep this intact)
3 Day 5 + Day 6 (topology/UC/security + pipelines/AI, skim)
4 Day 8 (presentation build and two rehearsals)
5 Day 7 abridged (three scenarios) + Day 9 objections + mock

#If you have two days

  1. Cheatsheet → performance playbook → presentation build.
  2. Rehearse presentation twice → three scenarios spoken → 20 objections → sleep.

#The day before

  • No new material. Nothing. New facts the night before displace rehearsed ones.
  • Re-read the cheatsheet and your evidence inventory.
  • Say your opening pitch and your six STAR stories out loud once each.
  • Check the logistics: link, time zone, who is in the room, deck format and a PDF fallback.
  • Prepare your questions for them.

#The hour before

  • Cheatsheet, one pass.
  • Your three strongest numbers, said aloud.
  • One deep breath and this frame: you are a consultant meeting a client, not a candidate being examined. The room reads that posture, and it is also simply the job.