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Etl pipeline builder

Skill a5c-ai/babysitter/library/specializations/code-migration-modernization/skills/etl-pipeline-builder

Build and manage ETL pipelines for data migration with transformation, CDC, and monitoringFrom its SKILL.md

Install
npx -y skills add a5c-ai/babysitter --skill etl-pipeline-builder

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SKILL.md

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ETL Pipeline Builder Skill

Builds and manages ETL (Extract, Transform, Load) pipelines for data migration, supporting incremental loads, CDC, and comprehensive monitoring.

Purpose

Enable data pipeline creation for:

  • Source-to-target mapping
  • Transformation definition
  • Incremental load setup
  • CDC configuration
  • Pipeline monitoring

Capabilities

1. Source-to-Target Mapping

  • Define column mappings
  • Handle schema differences
  • Configure data type conversions
  • Manage derived columns

2. Transformation Definition

  • Data type transformations
  • Value mappings
  • Aggregations
  • Lookups and enrichments

3. Incremental Load Setup

  • Define watermarks
  • Configure incremental columns
  • Handle deletes
  • Manage merge logic

4. CDC Configuration

  • Log-based CDC
  • Trigger-based CDC
  • Timestamp-based CDC
  • Full load comparison

5. Error Handling

  • Define retry policies
  • Configure dead letter queues
  • Handle data quality issues
  • Implement alerting

6. Pipeline Monitoring

  • Track pipeline metrics
  • Monitor data volumes
  • Alert on failures
  • Generate SLA reports

Tool Integrations

ToolTypeIntegration Method
Apache AirflowOrchestrationPython
dbtTransformationCLI
AirbyteData integrationAPI
FivetranSaaS ETLAPI
AWS DMSCloud migrationCLI
DebeziumCDCConfig

Output Schema

{
  "pipelineId": "string",
  "timestamp": "ISO8601",
  "pipeline": {
    "name": "string",
    "source": {},
    "target": {},
    "mappings": [],
    "transformations": [],
    "schedule": "string"
  },
  "artifacts": {
    "dagFile": "string",
    "configFile": "string",
    "sqlFiles": []
  },
  "deployment": {
    "status": "string",
    "url": "string"
  }
}

Integration with Migration Processes

  • database-schema-migration: Data movement
  • cloud-migration: Cloud data pipelines
  • data-format-migration: Format transformation

Related Skills

  • data-migration-validator: Validation
  • schema-comparator: Schema mapping

Related Agents

  • database-migration-orchestrator: Pipeline orchestration
  • data-architect-agent: Pipeline design

What ships with it: 1 file

1.5 KB alongside SKILL.md

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