Data Throughput Accelerator

When you're staring at a multi-hour backfill or a warehouse load that's falling further behind, this skill focuses on making data move faster without breaking correctness. It separates extraction, transfer, transform, and load bottlenecks, then applies concrete tactics like manifest checkpointing, warehouse-native operations, and idempotent writes. The workflow is methodical: measure the backlog, benchmark variants, promote the fastest safe path, then prove it with hard accounting that shows files processed, rows landed, and whether manifests match reality. It won't let you skip failed files or delete raw data to game metrics, which is the right call for anything that matters.

Install to Claude Code

npx -y skills add affaan-m/ecc --skill data-throughput-accelerator --agent claude-code