Does it handle Change Data Capture (CDC)?

Yes, it helps implement CDC patterns to track row-level changes in source databases and propagate them to downstream systems accurately.

How does this skill ensure data consistency?

It follows best practices like watermarking and idempotent logic to ensure that data is neither missed nor duplicated during the incremental loading process.

What is an incremental load setup?

It is a data engineering pattern that identifies and processes only new or modified data since the last successful run, significantly reducing processing time and costs compared to full loads.

Which data tools does this skill support?

The skill provides guidance and code snippets for a wide range of tools including Apache Spark, Airflow, SQL-based ETL, and various streaming data processing frameworks.

Incremental Load Setup

Name: Incremental Load Setup
Author: jeremylongshore

byjeremylongshore

•

983

Database Management

Configures and optimizes incremental data loading patterns for efficient ETL pipelines and data synchronization.

About

This skill automates the implementation of incremental data loading strategies, ensuring only new or updated records are processed to optimize performance and reduce infrastructure costs. It provides production-ready code and configurations for popular data engineering tools like Apache Airflow and Spark, while following industry best practices for watermarking, Change Data Capture (CDC), and idempotent data processing.

Key Features

Change Data Capture (CDC) and watermarking implementation
983 GitHub stars
Automated incremental load pattern generation
Production-ready Spark and Airflow configurations
Step-by-step data transformation guidance
Industry-standard validation for ETL workflows

Use Cases

Migrating from resource-intensive full loads to efficient incremental updates
Synchronizing production databases with analytical data warehouses
Implementing reliable delta processing in big data environments

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills incremental-load-setup

For use in Claude.ai and ChatGPT

Download Skill

GitHub