[Portfolio Demo]Quietshift Academy is a fictional cohort academy created byUpstate Web Co.— enrollment numbers, revenue figures, and quotes are illustrative.

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Welcome back, Avery.

Signed in as avery.kim@example.com · Enrolled 2026-03-12 · Cohort Spring 2026

Open curriculum

Cohort progress

38%

2 of 8 modules complete

Assignments

2/8

All graded by instructor or TA

Office hours

3

Attended this cohort

Next live session

Tue 7pm

Module 3 · dbt Modeling · 90 min

Currently in progress

Module 3: dbt Modeling

Weeks 3-4 · 16 hours

dbt Modeling

Deliverable: A dbt project modeling a real e-commerce data warehouse — staging through marts, tests passing, docs deployed

  • staging / intermediate / mart layer pattern
  • Tests, docs, and lineage as first-class artifacts
  • macros + jinja for reusable transforms
  • incremental models: when, why, and the failure modes

Assignment

A dbt project modeling a real e-commerce data warehouse — staging through marts, tests passing, docs deployed.

Due Friday 9pm ET

Cohort schedule

Spring 2026 · 8 modules

1

Pipeline Foundations

Complete · graded

A-
2

SQL for Data Engineers

Complete · graded

A-
3

dbt Modeling

In progress · Weeks 3-4

Active
4

Orchestration with Airflow

Week 5 · upcoming

5

Snowflake + Warehouse Architecture

Week 6 · upcoming

6

Pipelines in Production

Week 7 · upcoming

7

Career Transition

Week 8 · upcoming

8

Capstone Review

Week 8 (parallel) · upcoming

Recent activity

From the cohort

J

Jordan graded your Module 2 SQL exercises — A-, with a note on window-function efficiency.

2026-04-18 · 10:30 ET

A

Akira (TA) reviewed your dbt staging models — flagged two test failures + a naming inconsistency.

2026-04-21 · 14:22 ET

P

Priya (TA) answered your office-hours question on incremental models.

2026-04-22 · 19:08 ET