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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:
- State a model's grain and match it to its unique key test — via dbt Model Review
- Choose table vs incremental vs view deliberately — via dbt Model Review
- Handle late data in an incremental model — via dbt Model Review
- Bound incremental work with a watermark and a lookback window — via Incremental processing with a watermark
- Write incremental output idempotently so a re-run is safe — via Incremental processing with a watermark
- Absorb late-arriving files without re-running history — via Incremental processing with a watermark
- State a model's grain in one sentence and match it to the unique test — via Review a dbt model PR before merge
- Justify table vs incremental vs view for a given source — via Review a dbt model PR before merge
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.
| Resource | Type | Difficulty | Verification | Score |
|---|---|---|---|---|
| dbt Model Review | Skill | intermediate | community flags | 40.5 |
| Incremental Batch with a Watermark | Pattern | intermediate | community | 37.25 |
| Incremental processing with a watermark | Tutorial | intermediate | community | 34.15 |
| Review a dbt model PR before merge | Tutorial | intermediate | community | 34.15 |
How scores are computed: source quality score.
Where to start
Highest composite score first:
- dbt Model Review score 40.5 — intermediate
- Incremental Batch with a Watermark score 37.25 — intermediate
- 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-reviewdbt 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
| Resource | Type | Score |
|---|---|---|
| dbt Model Review | Skill | 40.5 |
| Incremental Batch with a Watermark | Pattern | 37.25 |
| Incremental processing with a watermark | Tutorial | 34.15 |
| Review a dbt model PR before merge | Tutorial | 34.15 |