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README.md

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### Table of Contents
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- [**What's Inside the Elementary dbt Package?**](#whats-inside-the-elementary-dbt-package)
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- [What's Inside the Elementary dbt Package?](#whats-inside-the-elementary-dbt-package)
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- [Get more out of Elementary dbt package](#get-more-out-of-elementary-dbt-package)
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- [Data Anomaly Detection \& Schema changes as dbt Tests](#data-anomaly-detection--schema-changes-as-dbt-tests)
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- [Data Anomaly Detection & Schema changes as dbt Tests](#data-anomaly-detection--schema-changes-as-dbt-tests)
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- [Elementary Tables - Run Results and dbt Artifacts](#elementary-tables---run-results-and-dbt-artifacts)
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- [AI-powered data validation and unstructured data tests](#ai-powered-data-validation-and-unstructured-data-tests)
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- [Quickstart - dbt Package](#quickstart---dbt-package)
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- [Community & Support](#community--support)
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- [Contributions](#contributions)
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### **What's Inside the Elementary dbt Package?**
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The **Elementary dbt package** is designed to enhance data observability within your dbt workflows. It includes two core components:
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- **Elementary Tests** – A collection of **anomaly detection tests** and other data quality checks that help identify unexpected trends, missing data, or schema changes directly within your dbt runs.
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- **Metadata & Test Results Tables** – The package automatically generates and updates **metadata tables** in your data warehouse, capturing valuable information from your dbt runs and test results. These tables act as the backbone of your **observability setup**, enabling **alerts and reports** when connected to an Elementary observability platform.
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## Get more out of Elementary dbt package
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The **Elementary dbt package** helps you find anomalies in your data and build metadata tables from your dbt runs and tests—but there's even more you can do.
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<a href="https://storage.googleapis.com/elementary_static/elementary_demo.html"><img align="center" style="max-width:300px;" src="https://raw.githubusercontent.com/elementary-data/elementary/master/static/report_ui.gif"> </a>
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</kbd>
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## Data Anomaly Detection & Schema changes as dbt Tests
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**Elementary tests are configured and executed like native tests in your project!**
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Read more about the available [Elementary tests and configuration](https://docs.elementary-data.com/data-tests/introduction).
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## Elementary Tables - Run Results and dbt Artifacts
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The **Elementary dbt package** automatically stores **dbt artifacts and run results** in your data warehouse, creating structured tables that provide visibility into your dbt runs and metadata.
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For a full breakdown of these tables, see the [documentation](https://docs.elementary-data.com/dbt/package-models).
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## AI-powered data validation and unstructured data tests
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Elementary leverages AI to enhance data reliability with natural language test definitions:
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Learn more in our [AI data validations documentation](https://docs.elementary-data.com/data-tests/ai-data-tests/ai_data_validations).
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## Quickstart - dbt Package
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1. Add to your `packages.yml`:
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Check out the [full documentation](https://docs.elementary-data.com/).
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## Community & Support
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- [Slack](https://join.slack.com/t/elementary-community/shared_invite/zt-uehfrq2f-zXeVTtXrjYRbdE_V6xq4Rg) (Talk to us, support, etc.)

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