dynamic-tables
CommunityDeclarative Snowflake pipelines with auto refresh
Data & Analytics#orchestration#etl#deduplication#data-pipelines#snowflake#dynamic-tables#incremental-refresh
Authorjamescha-earley
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Snowflake Dynamic Tables replace manual Streams + Tasks with declarative, self-scheduling refresh and automatic deduplication, reducing orchestration complexity and maintenance overhead.
Core Features & Use Cases
- Declarative pipeline definitions that remove imperative ETL logic, enabling safer maintenance.
- Automatic incremental refresh and dependency-aware scheduling across multi-stage pipelines (bronze → silver → gold).
- Practical guidance for designing, monitoring, and optimizing dynamic tables in production environments.
Quick Start
Create a simple three-stage dynamic table chain from raw to gold with incremental refresh using TARGET_LAG.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: dynamic-tables Download link: https://github.com/jamescha-earley/agent-skills/archive/main.zip#dynamic-tables Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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