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| title: Qdrant | |
| In order to use Qdrant as a vector database, set the environment variables `QDRANT_URL` and `QDRANT_API_KEY` which you can find on [Qdrant Dashboard](https://cloud.qdrant.io/). | |
| <CodeGroup> | |
| ```python main.py | |
| from embedchain import App | |
| # load qdrant configuration from yaml file | |
| app = App.from_config(config_path="config.yaml") | |
| ``` | |
| ```yaml config.yaml | |
| vectordb: | |
| provider: qdrant | |
| config: | |
| collection_name: my_qdrant_index | |
| ``` | |
| </CodeGroup> | |
| <Snippet file="missing-vector-db-tip.mdx" /> | |