Learn
checklist
12 registry resources · 12 tutorials · roadmap: Data Processing, Orchestration, Cloud, Foundations, Reliability, Python + SQL, Lakehouse, Warehousing, Data Quality, Observability, Agentic Data Engineering, System Design
What this topic covers
DE//AGENT currently lists 12 resources under checklist: 12 tutorials. Everything below is derived from the live registry — counts, capabilities, verification state and security posture come from the curated records, never from marketing copy.
What you can learn here
Documented learning objectives across these resources:
- Run a batch pipeline end to end with offline tests — via Capstone — the batch pipeline checklist
- Prove idempotency with a two-run row-count check — via Capstone — the batch pipeline checklist
- Ship the completeness, hardening, and baseline guards — via Capstone — the batch pipeline checklist
- Run the full four-step review pass end to end — via Capstone — the checklist that decides whether a DAG ships
- Confirm every checklist item on your own pipeline — via Capstone — the checklist that decides whether a DAG ships
- Leave behind a runbook so the next backfill is routine — via Capstone — the checklist that decides whether a DAG ships
- Run the full cloud guardrail checklist on your own platform — via Capstone — the cloud guardrail checklist
- Turn each series lesson into a standing check with an owner — via Capstone — the cloud guardrail checklist
28 more objectives live on the individual resource pages.
Where this fits in the learning roadmap
These resources map to stages: Data Processing (1), Orchestration (1), Cloud (1), Foundations (1), Reliability (1), Python + SQL (1), Lakehouse (1), Warehousing (1), Data Quality (1), Observability (1), Agentic Data Engineering (1), System Design (1). Follow the four-phase roadmap to place this topic inside a progression instead of learning it in isolation.
Compare the registry's options
Every entry, its shape and its trust state — sorted by the registry's composite score. This table is the honest version of a marketing comparison: no sponsored placements, no unverifiable claims.
How scores are computed: source quality score.
Where to start
Highest composite score first:
- Capstone — the batch pipeline checklist score 34.15 — intermediate
- Capstone — the checklist that decides whether a DAG ships score 34.15 — intermediate
- Capstone — the cloud guardrail checklist score 34.15 — intermediate
Scores rank provenance, completeness and trust — read how verification works before adopting anything.
Good fits
Reach for these with production experience: Capstone — the guarded agent checklist, Capstone checklist — a design is done when these all hold.
Production use cases
- Capstone — the batch pipeline checklist — Bring the API → S3 → Spark → Parquet starter up end to end, then audit it: offline transform tests, idempotent partition-scoped writes, complete partitions, replay-safe extraction,… details
- Capstone — the checklist that decides whether a DAG ships — Close the series by running the full review pass over your own pipeline: the idempotency test per task, partitioned or MERGE writes, deliberate catchup, backoff retries, reschedule… details
- Capstone — the cloud guardrail checklist — Close the series by turning nine lessons into one standing checklist: workgroup bytes limits and compaction on storage, sized workers and stable bookmarks on compute, resource moni… details
- Capstone — the foundations checklist — Ten lessons compress into one checklist — place every decision on the lifecycle, lay out analytics files with row groups and statistics, expect Arrow at the boundaries, evolve even… details
Further study
Adjacent topics: tutorial (12 shared), capstone (12 shared), production (5 shared), review (2 shared).
Study path: the roadmap places this topic in a progression · the scoring model explains the numbers · the trust rule catalog shows every security check these entries passed through.
Full resource list
| Resource | Type | Score |
|---|---|---|
| Capstone — the batch pipeline checklist | Tutorial | 34.15 |
| Capstone — the checklist that decides whether a DAG ships | Tutorial | 34.15 |
| Capstone — the cloud guardrail checklist | Tutorial | 34.15 |
| Capstone — the foundations checklist | Tutorial | 34.15 |
| Capstone — the reliability checklist for a pipeline you can page on | Tutorial | 34.15 |
| Capstone — the SQL correctness checklist | Tutorial | 34.15 |
| Capstone — the standing lakehouse checklist | Tutorial | 34.15 |
| Capstone — the warehousing checklist, end to end | Tutorial | 34.15 |
| Capstone — wire a dataset's quality gates end to end | Tutorial | 34.15 |
| Capstone: the data-platform observability checklist | Tutorial | 34.15 |
| Capstone — the guarded agent checklist | Tutorial | 34.15 |
| Capstone checklist — a design is done when these all hold | Tutorial | 34.15 |