Learn
production
14 registry resources · 13 tutorials, 1 hook · roadmap: Cloud, Lakehouse, Data Quality, Observability, Reliability, Streaming, Orchestration, Agentic Data Engineering, System Design, Warehousing
What this topic covers
DE//AGENT currently lists 14 resources under production: 13 tutorials, 1 hook. 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 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
- Produce the four review outputs as evidence — via Capstone — the cloud guardrail checklist
- Run the full standing checklist on one table you own — via Capstone — the standing lakehouse checklist
- Turn the four-part maintenance plan into a scheduled job with alerts — via Capstone — the standing lakehouse checklist
- Apply the escalation line — page only on a freshness-SLA threat — via Capstone — the standing lakehouse checklist
- Run the full checklist — contract, CI gate, promotion gate, quarantine, alerts — against one dataset — via Capstone — wire a dataset's quality gates end to end
- Point at the registry artifact that enforces each gate — via Capstone — wire a dataset's quality gates end to end
31 more objectives live on the individual resource pages.
Where this fits in the learning roadmap
These resources map to stages: Cloud (2), Lakehouse (1), Data Quality (1), Observability (2), Reliability (3), Streaming (1), Orchestration (1), Agentic Data Engineering (1), System Design (1), Warehousing (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.
2 more in the full list below.
How scores are computed: source quality score.
Where to start
Highest composite score first:
- Capstone — the cloud guardrail checklist score 34.15 — intermediate
- Capstone — the standing lakehouse checklist score 34.15 — intermediate
- Capstone — wire a dataset's quality gates end to end score 34.15 — intermediate
Scores rank provenance, completeness and trust — read how verification works before adopting anything.
Good fits
Start here if you're new: Production Write Confirmation.
Reach for these with production experience: Capstone — the guarded agent checklist, Production gotchas — premature scaling and the missing capacity plan, Warehouse production gotchas — cost, full refreshes, late data.
Cautions and limitations
Security-flagged entries: Production gotchas: alert fatigue, missing contracts, no-data silence (2 flags). Flags mean the record declares capabilities like credential use or write access — read the security posture on each page before connecting.
Production use cases
- 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 standing lakehouse checklist — Close the series by running the full checklist on one table you own: zones with gates, a deliberately chosen format, the three standing monitors, the four-part maintenance plan as … details
- Capstone — wire a dataset's quality gates end to end — Close the series by walking one SLA-bearing dataset through every gate the series taught — six-part contract, CI compatibility check, staged quality suite, quarantine split, quaran… details
- Capstone: the data-platform observability checklist — Ten lessons compress into one page. Declare SLAs, express them as metrics and alerts with explicit no-data handling, instrument runs with traces, emit lineage events, keep the cata… details
Further study
Adjacent topics: tutorial (13 shared), capstone (5 shared), checklist (5 shared), cost (2 shared), reliability (2 shared), incidents (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 cloud guardrail checklist | Tutorial | 34.15 |
| Capstone — the standing lakehouse checklist | 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 |
| Plan and execute a backfill that doesn't break production | Tutorial | 34.15 |
| Production gotchas — silent failures and partial writes | Tutorial | 34.15 |
| Production gotchas — surprise bills, region defaults, and IAM overreach | Tutorial | 34.15 |
| Production gotchas — the configs and capacities that break streams | Tutorial | 34.15 |
| Production gotchas — topology, timeouts, concurrency | Tutorial | 34.15 |
| Capstone — the guarded agent checklist | Tutorial | 34.15 |
| Production gotchas — premature scaling and the missing capacity plan | Tutorial | 34.15 |
| Warehouse production gotchas — cost, full refreshes, late data | Tutorial | 34.15 |