diff --git a/src/csv-loader.js b/src/csv-loader.js
index b53938d5e763b9f31e928492966bac5ef2c2e9a6..ddd469865d68bc420fd14e5097ed77f350c448a7 100644
--- a/src/csv-loader.js
+++ b/src/csv-loader.js
@@ -23,8 +23,11 @@ export class CsvLoader extends BaseLoader {
         const parser = parse(buffer, this.csvParseOptions);
         this.debug('CSV parsing started...');
         for await (const record of parser) {
+            const stringified =  Object.entries(record)
+                .map(([key, value]) => `${key}: ${value}`)
+                .join("\n");
             yield {
-                pageContent: cleanString(record.join(',')),
+                pageContent: cleanString(stringified),
                 metadata: {
                     type: 'CsvLoader',
                     source: this.filePathOrUrl,