> For the complete documentation index, see [llms.txt](https://devs.snowdropsolutions.co.uk/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://devs.snowdropsolutions.co.uk/advanced-use-cases.md).

# Advanced Use Cases

- [Brands](https://devs.snowdropsolutions.co.uk/advanced-use-cases/brands.md)
- [Categorization](https://devs.snowdropsolutions.co.uk/advanced-use-cases/categorization.md)
- [Categorization Overview](https://devs.snowdropsolutions.co.uk/advanced-use-cases/categorization/categorization-overview.md)
- [Transaction Category](https://devs.snowdropsolutions.co.uk/advanced-use-cases/categorization/transaction-category.md)
- [Category Icons](https://devs.snowdropsolutions.co.uk/advanced-use-cases/categorization/category-icons.md)
- [ESG](https://devs.snowdropsolutions.co.uk/advanced-use-cases/esg.md)
- [Aggregation](https://devs.snowdropsolutions.co.uk/advanced-use-cases/aggregation.md)
- [Crowdsourcing](https://devs.snowdropsolutions.co.uk/advanced-use-cases/crowdsourcing.md)
- [Overview](https://devs.snowdropsolutions.co.uk/advanced-use-cases/crowdsourcing/overview.md)
- [Crowdsourcing Example](https://devs.snowdropsolutions.co.uk/advanced-use-cases/crowdsourcing/crowdsourcing-example.md): Helps improve match rates on an ongoing basis
- [Payment Intermediaries](https://devs.snowdropsolutions.co.uk/advanced-use-cases/payment-intermediaries.md)
- [Payment Intermediaries Example](https://devs.snowdropsolutions.co.uk/advanced-use-cases/payment-intermediaries/payment-intermediaries-example.md)
- [Clear Response Enrichment](https://devs.snowdropsolutions.co.uk/advanced-use-cases/clear-response-enrichment.md): Enriching Merchant Descriptions (even when the merchant is not found)
- [Google Maps](https://devs.snowdropsolutions.co.uk/advanced-use-cases/google-maps.md)
- [About Google Maps IDs](https://devs.snowdropsolutions.co.uk/advanced-use-cases/google-maps/about-google-maps-ids.md)