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Build Data Reconciliation Pipeline

Category: General  ·  Sub-category: integrations  ·  Last updated:
type:integration
Builds Orchestra pipeline YAML using the native Data Reconciliation tasks (DATA_RECONCILIATION_MANUAL_QUERY, DATA_RECONCILIATION_CURSOR_FIELD) to prove two data stores match — the "did the migration land correctly" check between a source and destination integration (SNOWFLAKE, SQL_SERVER, DATABRICKS, any pairing). Use whenever the user wants to compare, validate, or reconcile data across two systems for a migration, replatform, cutover, or CDC/replication setup — phrases like "make sure the migration matches", "reconcile Snowflake and Databricks", "validate the cutover", "did we lose any rows moving to the new warehouse", "set up drift monitoring", or any mention of Data Reconciliation / DataRec. Produces a one-off full-match validation pipeline plus, optionally, an ongoing cursor-field drift monitor. Don't use create-orchestra-pipeline for this — Data Reconciliation tasks have sharp edges (single-scalar results, thresholds that silently no-op if omitted) covered in this skill's references.
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From the source SKILL.md

Generate an Orchestra pipeline that uses the platform's built-in Data Reconciliation task types to confirm two systems match, rather than hand-rolling comparison SQL in a generic task. Orchestra ships two flavors, and the right migration story usually uses both, one after the other:

What this skill does

Build Data Reconciliation Pipeline is a community-contributed Claude Code skill in the integrations sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/build-data-reconciliation-pipeline/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use whenever the user wants to compare, validate, or reconcile data across two systems for a migration, replatform, cutover, or CDC/replication setup — phrases like "make sure the migration matches", "reconcile Snowflake and Databricks", "validate the cutover", "did we lose any rows moving to the new warehouse", "set up drift monitoring", or any mention of Data Reconciliation / DataRec. Produces a one-off full-match validation pipeline plus, optionally, an ongoing cursor-field drift monitor.

Who uses this skill

The Build Data Reconciliation Pipeline Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 168,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/build-data-reconciliation-pipeline
curl -L https://claudskills.com/skills/build-data-reconciliation-pipeline/SKILL.md \
  -o ~/.claude/skills/build-data-reconciliation-pipeline/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/build-data-reconciliation-pipeline/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/build-data-reconciliation-pipeline/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\build-data-reconciliation-pipeline\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

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See pricing → Download desktop app

Frequently asked questions

How do I install the Build Data Reconciliation Pipeline Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/build-data-reconciliation-pipeline/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Build Data Reconciliation Pipeline skill do?
Builds Orchestra pipeline YAML using the native Data Reconciliation tasks (DATA_RECONCILIATION_MANUAL_QUERY, DATA_RECONCILIATION_CURSOR_FIELD) to prove two data stores match — the "did the migration land correctly" check between a source and destination integration (SNOWFLAKE, SQL_SERVER, DATABRICKS, any pairing). Use whenever the user wants to compare, validate, or reconcile data across two systems for a migration, replatform, cutover, or CDC/replication setup — phrases like "make sure the migration matches", "reconcile Snowflake and Databricks", "validate the cutover", "did we lose any rows moving to the new warehouse", "set up drift monitoring", or any mention of Data Reconciliation / DataRec. Produces a one-off full-match validation pipeline plus, optionally, an ongoing cursor-field drift monitor. Don't use create-orchestra-pipeline for this — Data Reconciliation tasks have sharp edges (single-scalar results, thresholds that silently no-op if omitted) covered in this skill's references.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Build Data Reconciliation Pipeline skill?
Use Build Data Reconciliation Pipeline when your Claude Code task falls under the General category — specifically in the integrations area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Build Data Reconciliation Pipeline" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Build Data Reconciliation Pipeline skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Build Data Reconciliation Pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
orchestra-hq. (2026). Build Data Reconciliation Pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/build-data-reconciliation-pipeline/
BibTeX
@misc{build-data-reconciliation-pipeline-2026,
  author    = {orchestra-hq},
  title     = {Build Data Reconciliation Pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/build-data-reconciliation-pipeline/}
}

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Security scan

Grade A · scanned 2026-07-31 — free static scan against the OWASP Agentic Skills Top 10.

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