Zafin

What is Transaction Enrichment?

Transaction Enrichment converts raw financial or payment data into clear, contextualized records. It improves customer transparency (payment recognition), personalization, cross-selling and loyalty through:Transaction Data Enrichment cleans and enhances unstructured data for accurate insights , via a total of five enrichment fieldsTransaction Categorization classifies transactions into meaningful, granular spending categoriesMerchant Enrichment adds verified merchant names, logos, and identifiers for easy recognitionBetter Banking Experiences enables personalized insights, budgeting tools, and

How does Transaction Enrichments help banks and fintechs? What are its key features?

Transaction Enrichments helps banks and fintechs clean, categorize, and label messy transaction information, so you can deliver more value, boost engagement, and power smarter products. By transforming raw bank data into clear insights, you unlock personalized customer experiences, better money management tools, and stronger loyalty. This in turn helps grow customers share of wallet, reduce attrition and achieve primacy, through a wide array of data-driven use cases, including but not limited to cross-selling. Key features:Merchant name/brand cleaning: Corrects spelling errors, removes codes,

What is the difference between transaction data enrichment and transaction categorization ?

Transaction Data Enrichment cleans and enhances records where as transaction categorization classifies each transaction into standardized spending categories. To further simplify:Enrichment = cleaning + contextCategorization = consistent labels for spend and income behavior analysis

How does the Transaction Enrichment API work?

The Transaction Enrichment API processes raw feeds and returns enriched, categorized, merchant-labeled transactions by:Combining transaction data enrichment, transaction categorization , and merchant enrichmentLeveraging a single API endpoint

Does Transaction Enrichment work for international transactions?

Yes. Zafin’s Transaction Enrichment capability supports international transactions as well as domestic ones. It uses a combination of merchant-data normalization, AI-driven pattern recognition, and multiple global data-partner feeds to recognize and enrich purchases that originate outside a cardholder’s home country.

How accurate is the enrichment?

Transaction enrichment and categorization are highly accurate, powered by continuous learning and global data sets. Accuracy rates improve further as the system processes more transactions, ensuring reliable results for both financial institutions and customers.

What are the benefits of using Transaction Enrichment APIs?

Transaction Enrichment offers the following benefitsImproves customer clarityPersonalizes banking experiencesCleans transaction data for use in downstream use cases including banks internal analytics.Strengthens customer loyalty andPowers timely and hyper-relevant cross-selling and offers. With enriched data, banks and fintech providers can offer features like spending insights, budgeting tools, and merchant recognition directly within their digital apps.

How does Transaction Enrichment increase customer loyalty for banks?

Transaction Enrichment builds customer loyalty by making banking experiences clearer and more personalized in the following ways:Accurately identifies merchants and categories, reducing confusion and powering loyalty programs that rely on precise data.Enables contextual rewards and offers through reliable categorization and merchant recognition.Delivers personalized insights and recommendations, helping banks engage customers with meaningful value that builds long-term loyalty.