langchain/docs/docs/integrations/providers/tair.mdx
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# Tair
>[Alibaba Cloud Tair](https://www.alibabacloud.com/help/en/tair/latest/what-is-tair) is a cloud native in-memory database service
> developed by `Alibaba Cloud`. It provides rich data models and enterprise-grade capabilities to
> support your real-time online scenarios while maintaining full compatibility with open-source `Redis`.
> `Tair` also introduces persistent memory-optimized instances that are based on
> new non-volatile memory (NVM) storage medium.
## Installation and Setup
Install Tair Python SDK:
```bash
pip install tair
```
## Vector Store
```python
from langchain_community.vectorstores import Tair
```
See a [usage example](/docs/integrations/vectorstores/tair).