Corso · 7 capitoli
Data Engineering with AI
The pipeline half of the data world: dbt models, orchestrated DAGs, quality gates, broken-pipeline debugging, and warehouse cost, with agents in every loop.
Cosa saprai fare
- Boot the Anchorwell data lab, a DuckDB warehouse with dbt and Dagster already running, and see how the path's six chapters connect before you touch your own stack.
- The dbt workflow where an AI agent drafts and you decide what actually ships to production.
- Write the pipeline spec, drive an agent to build the DAG, and harden it with the retries and idempotency it won't add on its own.
- Turn an agent's noisy first-pass checks into the few that actually stop a bad load.
- Drive an agent through Dagster's run history and check results to find, verify, and fix what actually broke.
- Auto-generate column docs and lineage notes with an agent, review them like any other agent draft, then write down one metric definition everyone can point to.
Cosa contiene
- 1Data Engineering with AI: Start Here
Boot the Anchorwell data lab, a DuckDB warehouse with dbt and Dagster already running, and see how the path's six chapters connect before you touch your own stack.
- 2Agent-Assisted SQL & dbt Modeling
The dbt workflow where an AI agent drafts and you decide what actually ships to production.
- 3Pipelines by Spec: DAGs with Agents
Write the pipeline spec, drive an agent to build the DAG, and harden it with the retries and idempotency it won't add on its own.
- 4Data Quality as Code
Turn an agent's noisy first-pass checks into the few that actually stop a bad load.
- 5Debugging Broken Pipelines
Drive an agent through Dagster's run history and check results to find, verify, and fix what actually broke.
- 6Docs, Lineage & Definitions
Auto-generate column docs and lineage notes with an agent, review them like any other agent draft, then write down one metric definition everyone can point to.
- 7Warehouse Cost & Performance
Triage a warehouse's query history with an agent, then prove one fix with real before and after numbers.
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