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README.md

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# **data-diff**
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**data-diff is in shape to be run in production, but also under development. If
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you run into issues or bugs, please [open an issue](https://github.com/datafold/data-diff/issues/new/choose) and we'll help you out ASAP! You can
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also find us in `#tools-data-diff` in the [Locally Optimistic Slack][slack].**
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**We'd love to hear about your experience using data-diff, and learn more your use cases. [Reach out to product team share any product feedback or feature requests!](https://calendly.com/jp-toor/customer-interview-oss)**
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💸💸 **Looking for paid contributors!** 💸💸 If you're up for making money working on awesome open-source tools, we're looking for developers with a deep understanding of databases and solid Python knowledge. [**Apply here!**](https://docs.google.com/forms/d/e/1FAIpQLScEa5tc9CM0uNsb3WigqRFq92OZENkThM04nIs7ZVl_bwsGMw/viewform)
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_data-diff is in shape to be run in production, but also under development._
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- 🐞Bugs? 💡Issues?
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- Please [open an issue](https://github.com/datafold/data-diff/issues/new/choose)!
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- 💬 Prefer to chat live?
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- Find us in [#tools-data-diff](https://locallyoptimistic.slack.com/archives/C03HUNGQV0S) in the [Locally Optimistic Slack][slack].
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- [Please Reach out to the product team](https://calendly.com/jp-toor/customer-interview-oss) share any product feedback or feature requests!
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- 💸💸 **Looking for paid contributors!** 💸💸
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- We're looking for developers with a deep understanding of databases and solid Python knowledge. [**Apply here!**](https://docs.google.com/forms/d/e/1FAIpQLScEa5tc9CM0uNsb3WigqRFq92OZENkThM04nIs7ZVl_bwsGMw/viewform)
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----
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**data-diff** is a command-line tool and Python library to efficiently diff
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rows across two database tables.
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* ⇄ Verifies across [many different databases][dbs] (e.g. PostgreSQL ⇄ Snowflake) or within a database
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* 🔍 Outputs [diff of rows](#example-command-and-output) in detail
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* 🚨 Simple CLI/API to create monitoring and alerts
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* 🔁 Bridges column types of different formats and levels of precision (e.g. Double ⇆ Float ⇆ Decimal)
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* 🔥 Verify 25M+ rows in <10s, and 1B+ rows in ~5min.
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* ♾️ Works for tables with 10s of billions of rows
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**data-diff** enables data analysts and engineers to inspect row-level impact of data changes. Any data professional can use data-diff to avoid code errors that cause data errors.
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## Table of Contents
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<img width="454" alt="Screen Shot 2022-10-07 at 2 37 48 PM" src="https://user-images.githubusercontent.com/1799931/194626900-81be9980-b81e-47ca-934c-8bcb6262dfae.png">
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- [**Introduction**](#introduction)
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- [Common use-cases](#common-use-cases)
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- [**Development Setup**](#development-setup)
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- [**License**](#license)
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* ⇄ Verifies across [many different databases][dbs] (e.g. PostgreSQL ⇄ Snowflake) or within a database
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* 🔍 Outputs [diff of rows](#example-command-and-output) in detail
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* 🚨 Simple CLI/API to create monitoring and alerts
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* 🔁 Bridges column types of different formats and levels of precision (e.g. Double ⇆ Float ⇆ Decimal)
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* 🔥 Verify 25M+ rows in <10s, and 1B+ rows in ~5min.
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* ♾️ Works for tables with 10s of billions of rows
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# Introduction
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## Common use-cases

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