Sf Data

This handles Salesforce data operations when you need to create test records, run bulk imports/exports, or seed orgs for validation work. It wraps the sf data CLI and knows when to use bulk versus single-record commands, when to generate reusable scripts versus touching a live org, and how to build realistic test datasets with parent-child relationships. The 130-point scoring system pushes you toward describe-first validation, cleanup discipline, and bulk-safe patterns like 251+ records for automation testing. Honestly most useful when you're setting up test data factories or need reversible experiment patterns with exact rollback commands instead of guessing your way through CSV imports.

skills.sh installs: 1.4K
GitHub stars: 422
last updated: Jul 14, 2026

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Install

$ npx -y skills add jaganpro/sf-skills --skill sf-data --agent claude-code

Installs into .claude/skills of the current project.

Files

Salesforce Data Operations Expert (sf-data)

Use this skill when the user needs Salesforce data work: record CRUD, bulk import/export, test data generation, cleanup scripts, or data factory patterns for validating Apex, Flow, or integration behavior.

When This Skill Owns the Task

Use sf-data when the work involves:

sf data CLI commands
record creation, update, delete, upsert, export, or tree import/export
realistic test data generation
bulk data operations and cleanup
Apex anonymous scripts for data seeding / rollback

Delegate elsewhere when the user is:

writing SOQL only → sf-soql
running or repairing Apex tests → sf-testing
deploying metadata first → sf-deploy
discovering schema / field definitions → sf-metadata

Important Mode Decision

Confirm which mode the user wants:

Mode	Use when
Script generation	they want reusable `.apex`, CSV, or JSON assets without touching an org yet
Remote execution	they want records created / changed in a real org now

SKILL.md on GitHub

Details

Repository: github.com/jaganpro/sf-skills
First seen: Apr 16, 2026