Traceable claims
Every performance story ties back to a query plan, metric capture, or reproducible notebook cell.
Atlas-grade rigor
We publish change logs when rack firmware shifts, when Iceberg RFCs alter labs, and when employer-authored rubrics tighten. The outline aesthetic mirrors how we teach: edges first, fills only after evidence.
Lead Instructor
Structured streaming + checkpoint forensics
Former lakehouse reliability lead; publishes Spark listener recipes used in APAC telco batches.
Curriculum Designer
Competency rubrics + lab sequencing
Maps each sprint to measurable cluster outcomes so learners know why a lab exists before opening the notebook.
Program Advisor
Stakeholder expectation calibration
Aligns cohort scope with enterprise batch windows; keeps scope honest when vendors oversell “one-click” fixes.
Career Coach
Portfolio reviews + mock panels
Helps engineers narrate Spark-heavy portfolios without inflating titles; mock interviews recorded for replay.
Platform Engineer
Cluster hygiene + cost caps
Maintains the shared K8s lab; patches node pools between cohorts so learners inherit realistic drift.
Lab Facilitator
Live debugging rituals
Keeps office hours grounded in stack traces, not slides; triages notebook env mismatches within one sprint.
Research Liaison
Upstream signal filtering
Imports fresh Iceberg RFC discussions into optional reading tracks without turning class into a mailing list recap.
Operations Lead
Logistics + vendor calendars
Schedules rack time, VPN rotations, and guest speaker slots so Hwaseong logistics never become a student problem.
Principles
Every performance story ties back to a query plan, metric capture, or reproducible notebook cell.
We rehearse rollback paths and partial replays so “it worked on my cluster” is not the graduation bar.
Sprints publish expected hours upfront, including optional deep dives that can be deferred.
Office hours rotate across KST-friendly windows; remote labs mirror the rack topology we document.
Milestones
2019
Invited cohorts from two manufacturers to stress streaming joins on identical hardware footprints.
2022
Added Iceberg + Delta modules after learners asked for catalog-level review packets.
2025
Opened reserved slots on Hwaseong racks for blended teams needing tactile cable tracing.