fabric-copy-job

fabric-copy-job is a skill for Claude Code from wardawgmalvicious/agent-config. It costs 227 tokens per session (2,593 once invoked), scanned A, original, MIT.

A Microsoft Fabric Data Factory Copy job for moving data from many sources to many destinations without building a pipeline. It supports full copies and incremental copies based on a watermark, such as a timestamp, number, or row-version value; change-data capture is also supported in preview.

In plain words
What is it for?
Use it for one-time or recurring data loads, incremental ingestion, and source change replication between supported systems in Microsoft Fabric.
Why use it?
It removes the need to build a separate pipeline for common data-loading tasks. It remembers the last successful run so a failed run can continue from the previous successful point.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Good fit Use it for one-time or recurring data loads, incremental ingestion, and source change replication between supported systems in Microsoft Fabric.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wardawgmalvicious/agent-config/fabric-copy-job
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add wardawgmalvicious/agent-config --skill fabric-copy-job
Clone the repo
git clone --depth 1 https://github.com/wardawgmalvicious/agent-config

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for fabric-copy-job

README.md
[![agentmods](https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-copy-job/github.svg)](https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-copy-job)
Your own site
<a href="https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-copy-job"><img src="https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-copy-job/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for fabric-copy-job

Your own site · 80×15
<a href="https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-copy-job"><img src="https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-copy-job.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 227 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,593 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00227 $0.02593
Opus 5 $0.00113 $0.01296
Sonnet 5 $0.00045 $0.00519
Haiku 4.5 $0.00023 $0.00259

Measured 2d ago against content hash 532a7c432881, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

fabric-copy-job scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/fabric/fabric-copy-job/SKILL.md · 116 lines

How it starts

The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Fabric Copy job (Data Factory)

Copy job is the guided, no-pipeline data-movement item in Fabric Data Factory: many sources → many destinations with bulk copy, incremental copy, and CDC replication. The Copy job item is GA; create via + New Item → Copy job. Item type: CopyJob.

There is no local file-based artifact (unlike TMDL/PBIR) — you script Copy jobs via the REST API / MCP, or edit the JSON definition in-product. When to reach for Copy job vs alternatives: Copy job for guided source→destination movement; Mirroring for zero-config near-real-time DB replication; pipeline Copy activity when you need broader orchestration.

Copy modes

Mode Behaviour Status
Full copy Every run copies all data source→destination (one-time or recurring snapshot). GA
Incremental — watermark First run = full load; later runs copy only rows past the watermark. GA
Incremental — CDC First run = full load; later runs replay inserts/updates/deletes from the source change feed. Preview

Copy job tracks the last-successful-run state itself. A failed run doesn't advance state — the next run resumes from the last success (no data loss, no manual watermark bookkeeping).

Watermark vs CDC — decision rubric

Consideration CDC Watermark
Source prerequisite CDC enabled + connector supports it A monotonically-increasing column
Detects inserts / updates Yes / Yes Yes / Yes (when the column changes)
Detects deletes Yes No
Typical write method Merge or SCD Type 2 Append or Merge
Source load Reads change feed (light on high-churn tables) Scans for rows past the watermark

Watermark column types: ROWVERSION, datetime, date, integer, string interpreted as datetime. With CDC you don't pick a column — Copy job auto-detects; default Update method = Merge, key columns default to the source primary key. If a table has no CDC, Copy job falls back to watermark automatically.

Read the full file on GitHub · 116 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago Changed 532a7c432881
  2. 7d ago Changed · +5 lines c0e53d378127
  3. 11d ago First seen · 111 lines · 227 tokens per session scan A cba30e5a78f0

Subscribe to this mod's changes

fabric-copy-job is a skill published in the GitHub repository wardawgmalvicious/agent-config (1 stars, last pushed today), licensed MIT. It adds 227 tokens to every session and 2,593 once invoked, about $0.0011 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

vendor-prompting

ANALYSIS SKILL — Audit-grade reference for Anthropic Claude and OpenAI GPT-5.6 prompting best practices. WHEN: "claude prompting", "gpt-5.6 prompting", "audit agent", "review prompt", "vendor best practices", "anthropic best practices", "openai prompting". DO NOT USE FOR: routine prompt edits where rules are already…

jonathan-vella/apex-accelerator · 94 tokens

deploy-model

Unified Azure OpenAI model deployment skill with intelligent intent-based routing. Handles quick preset deployments, fully customized deployments (version/SKU/capacity/RAI policy), and capacity discovery across regions and projects. USE FOR: deploy model, deploy gpt, create deployment, model deployment, deploy openai…

jonathan-vella/apex-accelerator · 129 tokens

azure-kusto

ANALYSIS SKILL — Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL. WHEN: "KQL queries", "Kusto database queries", "Azure Data Explorer", "ADX clusters", "time series data", "IoT telemetry", "anomaly detection". DO NOT USE FOR: App Insights / Log Analytics troubleshooting (azure-diagnostics), cost…

jonathan-vella/apex-accelerator · 91 tokens

capacity

Discovers available Azure OpenAI model capacity across regions and projects. Analyzes quota limits, compares availability, and recommends optimal deployment locations based on capacity requirements. USE FOR: find capacity, check quota, where can I deploy, capacity discovery, best region for capacity, multi-project…

jonathan-vella/apex-accelerator · 105 tokens

azure-ai

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.

jonathan-vella/apex-accelerator · 76 tokens

azure-ai-openai-dotnet

Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, and assistants. Triggers: "Azure OpenAI", "AzureOpenAIClient", "ChatClient", "chat completions .NET", "GPT-4", "embeddings", "DALL-E", "Whisper", "OpenAI .NET".

microsoft/skills · 92 tokens