logging

DE//AGENT currently lists 2 resources under logging: 1 tutorial, 1 reference. Everything below is derived from the live registry — counts, capabilities, verification state and security posture come from the curated records, never from marketing copy.

Documented learning objectives across these resources:

• Name the twelve-factor principles that map onto pipeline jobs — via The twelve-factor vocabulary for pipeline jobs
• Treat config, backing services, logs, and disposability as shared vocabulary — via The twelve-factor vocabulary for pipeline jobs
• Connect the methodology to the data engineering lifecycle — via The twelve-factor vocabulary for pipeline jobs

These resources map to stage: Foundations (2). Follow the four-phase roadmap to place this topic inside a progression instead of learning it in isolation.

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.

Highest composite score first:

1. The twelve-factor vocabulary for pipeline jobs score 34.15 — beginner
2. The Twelve-Factor App score 27.7 — difficulty not documented

Scores rank provenance, completeness and trust — read how verification works before adopting anything.

Start here if you're new: The twelve-factor vocabulary for pipeline jobs.

• The twelve-factor vocabulary for pipeline jobs — Data pipelines run as jobs on shared infrastructure, so the twelve-factor principles apply to them — config in the environment, backing services as attached resources, logs as even… details
• The Twelve-Factor App — The classic twelve principles for building services that run portably: config in the environment, backing services as attached resources, logs as event streams, disposability and d… details

Adjacent topics: foundations (2 shared), config (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.