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incremental

4 registry resources · 2 tutorials, 1 skill · roadmap: Data Processing, Warehousing

What this topic covers

DE//AGENT currently lists 4 resources under incremental: 2 tutorials, 1 skill, 1 pattern. 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:

1 more objectives live on the individual resource pages.

Where this fits in the learning roadmap

These resources map to stages: Data Processing (2), Warehousing (2). 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.

ResourceTypeDifficultyVerificationScore
dbt Model ReviewSkillintermediatecommunity flags40.5
Incremental Batch with a WatermarkPatternintermediatecommunity37.25
Incremental processing with a watermarkTutorialintermediatecommunity34.15
Review a dbt model PR before mergeTutorialintermediatecommunity34.15

How scores are computed: source quality score.

Where to start

Highest composite score first:

  1. dbt Model Review score 40.5 — intermediate
  2. Incremental Batch with a Watermark score 37.25 — intermediate
  3. Incremental processing with a watermark score 34.15 — intermediate

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

Cautions and limitations

Security-flagged entries: dbt Model Review (1 flag). Flags mean the record declares capabilities like credential use or write access — read the security posture on each page before connecting.

Known limits: Little history,Frequently mutating data without a reliable change marker (use CDC) (Incremental Batch with a Watermark)

Production use cases

  • dbt Model Review — Checks a dbt model's grain statement, ref/dependency hygiene, incremental strategy and late-arriving-data handling, then proposes a test set. details
  • Incremental processing with a watermark — Full reloads stop scaling once a table grows past millions of rows. Process a bounded window instead: a watermark ends it, a lookback absorbs late files, and an idempotent write (p… details
  • Review a dbt model PR before merge — Take a pull request that adds or changes a dbt model and walk the reviewer's pass: read the diff in context, state the model's grain and check it against the unique key test, choos… details

Install and inspect

Real install commands from the registry — read the source before running any of them:

npx de-agent-platform add dbt-model-review

dbt Model Review — review first

Further study

Adjacent topics: tutorial (2 shared), review (2 shared), batch (2 shared), grain (2 shared), watermark (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

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