Data Pipeline — data pipeline ·
data pipelineof count→transformation→-based→verification→monitoring inthisbefore teamthis to in ·.
execution
inthisbefore team — 5peoplethis SendMessageas direct and verification.
inthisbefore setup
| inthisbefore |
day |
role |
type |
| etl-architect |
.claude/agents/etl-architect.md |
analysis, schema, pipeline |
general-purpose |
| data-quality-manager |
.claude/agents/data-quality-manager.md |
verificationrule, profiling, or moredetection |
general-purpose |
| scheduler-engineer |
.claude/agents/scheduler-engineer.md |
DAG, of, retrystrategy |
general-purpose |
| monitoring-specialist |
.claude/agents/monitoring-specialist.md |
metric, alert, dashboard, SLA |
general-purpose |
| pipeline-reviewer |
.claude/agents/pipeline-reviewer.md |
verification, , operationsalso |
general-purpose |
workflow
Phase 1: (this direct count)
- user from :
- **data **: system(DB, API, day, tree)
- ** system**: data lower, data this, analysis
- business required: cycle, SLA, data also
- ** ** (optional): vendor, existing stack, budget
- existing day (optional): user provided schema, query, configuration day
_workspace/ project rootin creation
- to
_workspace/00_input.mdin
- existing daythis
_workspace/in and corresponding Phase cases
- request scopein execution decision ( " per " )
Phase 2: team setup and execution
team setupand . between of and :
|
|
responsible |
of |
|
| 1 |
ETL architecture |
etl-architect |
|
_workspace/01_etl_architecture.md |
| 2a |
data plan |
data-quality-manager |
1 |
_workspace/02_data_quality_plan.md |
| 2b |
scheduling configuration |
scheduler-engineer |
1 |
_workspace/03_scheduler_config.md |
| 3 |
monitoring configuration |
monitoring-specialist |
1, 2a, 2b |
_workspace/04_monitoring_setup.md |
| 4 |
pipeline review |
pipeline-reviewer |
1, 2a, 2b, 3 |
_workspace/05_review_report.md |
2a()and 2b(scheduling) parallel execution. 1(architecture)inonly ofloweras in startto count .
team between :
- etl-architect completed → quality-managerto schema·business rule before, schedulerto of·resource required before, monitoringto core metric before
- quality-manager completed → schedulerto verification insert location· cases before, monitoringto metric·SLA before
- scheduler completed → monitoringto DAG execution metric before
- reviewer all verification. 🔴 required modification corresponding inthisbeforeto modification request → → verification (maximum 2)
Phase 3: integrated and final
reviewerof report as final :
_workspace/ within all day confirmation
- review reportof 🔴 required modificationthis confirmation
- final userto report:
- ETL architecture —
01_etl_architecture.md
- plan —
02_data_quality_plan.md
- scheduling configuration —
03_scheduler_config.md
- monitoring configuration —
04_monitoring_setup.md
- review report —
05_review_report.md
- pipeline code —
pipeline_code/
per
user requestof scopein inthisbefore :
| user request pattern |
execution |
inthisbefore |
| "data pipeline ", "ETL before " |
** pipeline** |
5people before |
| "data verification only" |
** ** |
etl-architect + quality-manager + reviewer |
| "Airflow DAG " |
** ** |
etl-architect + scheduler + reviewer |
| "pipeline monitoring dashboard setup" |
**monitoring ** |
monitoring + reviewer |
| "this pipeline review" |
**review ** |
reviewer |
existing day for: user schema, DAG code etc. existing day providedlower, corresponding day _workspace/of -based locationin and corresponding phaseof inthisbefore cases.
data before as
| strategy |
|
foralso |
| day |
_workspace/ |
week and shared |
| message |
SendMessage |
real-time core information before, modification request |
|
TaskCreate/TaskUpdate |
in progress upper tracking, of |
daypeople : {}_{inthisbefore}_{}.{extension}
error
| error type |
strategy |
| information |
key placeholder templateas in progress, in " information " people |
| stack people |
AWS/GCP/Azure 3 per , user optional also |
| information |
(day 1onlycases)·(day 100onlycases)·(day 1cases) 3phase architecture |
| inthisbefore failure |
1 retry → failure corresponding this in progress, review reportin people |
| reviewfrom 🔴 |
corresponding inthisbeforein modification request → → verification (maximum 2) |
test
normal
****: "PostgreSQL order data BigQuery data loweras -basedlower dayday pipeline . Airflow as."
** result**:
- ETL architecture: PostgreSQL CDC/minutes as strategy, Raw→Staging→Curated→Analytics 4this
- plan: order data P0/P1/P2 verification rule, revenue aggregation cross-check
- scheduling: Airflow DAG code(extract→stage→curate→analytics→quality_check), retry policy
- monitoring: dayday -based casescount, latencybetween, count dashboard
- review: beforeitem
existing day for
****: "this dbt model dayin about data verificationand monitoring " + dbt model day
** result**:
- existing dbt model
_workspace/in
- monitoring : quality-manager + monitoring + reviewer
- etl-architect, scheduler cases
error
****: "data pipeline , items "
** result**:
- key day-based pipeline templateas in progress
- per placeholder included, per 3phase
- review reportin " information — after necessary" people
inthisbeforeper extension
|
as |
-ize upper inthisbefore |
role |
| data-quality-framework |
.claude/skills/data-quality-framework/skill.md |
data-quality-manager |
6, Great Expectations, dbt tests, data |
| dag-orchestration-patterns |
.claude/skills/dag-orchestration-patterns/skill.md |
scheduler-engineer |
Airflow DAG pattern, etc., retry, , of |
1---2name: data-pipeline3description: data pipelineof count, transformation, -based, verification, monitoring inthisbefore teamthis to ·lower pipeline. 'data pipeline ', 'ETL pipeline ', 'data count automatic-ize', 'data lower pipeline', 'ELT ', ' pipeline', 'tree pipeline', 'Airflow DAG only', 'dbt model ', 'data verification ' etc. data pipeline · beforein this for. existing pipelineof verificationthis monitoringonly necessary inalso supported. , real-time tree (Flink/Spark Streaming) direct execution, infrastructure provisioning, database administrator(DBA) this of scope .4---56# Data Pipeline — data pipeline ·78data pipelineof count→transformation→-based→verification→monitoring inthisbefore teamthis to in ·.910## execution 1112**inthisbefore team** — 5peoplethis SendMessageas direct and verification.1314## inthisbefore setup1516| inthisbefore | day | role | type |17|---------|------|------|------|18| etl-architect | `.claude/agents/etl-architect.md` | analysis, schema, pipeline | general-purpose |19| data-quality-manager | `.claude/agents/data-quality-manager.md` | verificationrule, profiling, or moredetection | general-purpose |20| scheduler-engineer | `.claude/agents/scheduler-engineer.md` | DAG, of, retrystrategy | general-purpose |21| monitoring-specialist | `.claude/agents/monitoring-specialist.md` | metric, alert, dashboard, SLA | general-purpose |22| pipeline-reviewer | `.claude/agents/pipeline-reviewer.md` | verification, , operationsalso | general-purpose |2324## workflow2526### Phase 1: (this direct count)27281. user from :29 - **data **: system(DB, API, day, tree)30 - ** system**: data lower, data this, analysis 31 - **business required**: cycle, SLA, data also32 - ** ** (optional): vendor, existing stack, budget33 - **existing day** (optional): user provided schema, query, configuration day342. `_workspace/` project rootin creation353. to `_workspace/00_input.md`in 364. existing daythis `_workspace/`in and corresponding Phase cases375. request scopein **execution decision** ( " per " )3839### Phase 2: team setup and execution4041team setupand . between of and :4243| | | responsible | of | |44|------|------|------|------|--------|45| 1 | ETL architecture | etl-architect | | `_workspace/01_etl_architecture.md` |46| 2a | data plan | data-quality-manager | 1 | `_workspace/02_data_quality_plan.md` |47| 2b | scheduling configuration | scheduler-engineer | 1 | `_workspace/03_scheduler_config.md` |48| 3 | monitoring configuration | monitoring-specialist | 1, 2a, 2b | `_workspace/04_monitoring_setup.md` |49| 4 | pipeline review | pipeline-reviewer | 1, 2a, 2b, 3 | `_workspace/05_review_report.md` |5051 2a()and 2b(scheduling) **parallel execution**. 1(architecture)inonly ofloweras in startto count .5253**team between :**54- etl-architect completed → quality-managerto schema·business rule before, schedulerto of·resource required before, monitoringto core metric before55- quality-manager completed → schedulerto verification insert location· cases before, monitoringto metric·SLA before56- scheduler completed → monitoringto DAG execution metric before57- reviewer all verification. 🔴 required modification corresponding inthisbeforeto modification request → → verification (maximum 2)5859### Phase 3: integrated and final 6061reviewerof report as final :62631. `_workspace/` within all day confirmation642. review reportof 🔴 required modificationthis confirmation653. final userto report:66 - ETL architecture — `01_etl_architecture.md`67 - plan — `02_data_quality_plan.md`68 - scheduling configuration — `03_scheduler_config.md`69 - monitoring configuration — `04_monitoring_setup.md`70 - review report — `05_review_report.md`71 - pipeline code — `pipeline_code/`7273## per 7475user requestof scopein inthisbefore :7677| user request pattern | execution | inthisbefore |78|----------------|----------|-------------|79| "data pipeline ", "ETL before " | ** pipeline** | 5people before |80| "data verification only" | ** ** | etl-architect + quality-manager + reviewer |81| "Airflow DAG " | ** ** | etl-architect + scheduler + reviewer |82| "pipeline monitoring dashboard setup" | **monitoring ** | monitoring + reviewer |83| "this pipeline review" | **review ** | reviewer |8485**existing day for**: user schema, DAG code etc. existing day providedlower, corresponding day `_workspace/`of -based locationin and corresponding phaseof inthisbefore cases.8687## data before as8889| strategy | | foralso |90|------|------|------|91| day | `_workspace/` | week and shared |92| message | SendMessage | real-time core information before, modification request |93| | TaskCreate/TaskUpdate | in progress upper tracking, of |9495daypeople : `{}_{inthisbefore}_{}.{extension}`9697## error 9899| error type | strategy |100|----------|------|101| information | key placeholder templateas in progress, in " information " people |102| stack people | AWS/GCP/Azure 3 per , user optional also |103| information | (day 1onlycases)·(day 100onlycases)·(day 1cases) 3phase architecture |104| inthisbefore failure | 1 retry → failure corresponding this in progress, review reportin people |105| reviewfrom 🔴 | corresponding inthisbeforein modification request → → verification (maximum 2) |106107## test 108109### normal 110****: "PostgreSQL order data BigQuery data loweras -basedlower dayday pipeline . Airflow as."111** result**:112- ETL architecture: PostgreSQL CDC/minutes as strategy, Raw→Staging→Curated→Analytics 4this113- plan: order data P0/P1/P2 verification rule, revenue aggregation cross-check114- scheduling: Airflow DAG code(extract→stage→curate→analytics→quality_check), retry policy115- monitoring: dayday -based casescount, latencybetween, count dashboard116- review: beforeitem 117118### existing day for 119****: "this dbt model dayin about data verificationand monitoring " + dbt model day 120** result**:121- existing dbt model `_workspace/`in 122- + monitoring : quality-manager + monitoring + reviewer 123- etl-architect, scheduler cases124125### error 126****: "data pipeline , items "127** result**:128- key day-based pipeline templateas in progress129- per placeholder included, per 3phase 130- review reportin " information — after necessary" people131132133## inthisbeforeper extension 134135| | as | -ize upper inthisbefore | role |136|------|------|-----------------|------|137| data-quality-framework | `.claude/skills/data-quality-framework/skill.md` | data-quality-manager | 6, Great Expectations, dbt tests, data |138| dag-orchestration-patterns | `.claude/skills/dag-orchestration-patterns/skill.md` | scheduler-engineer | Airflow DAG pattern, etc., retry, , of |