ELT/ETL for Returnless connector

Move your {{Returnless}} Data to any Warehouse

Sync connector data into your warehouse using Saras Daton - reliable & built for scale
Trusted by brands making $2M-$100M
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Javvy Coffee
Eskiin
Wellbeam
gymreapers
Decathlon
roller-rabbit
posh-peanuts
saxx
Truewerk
ridge
mgemi
naked nutrition
murad
BPN
faherty
earth-breeze
weezie
true-classic
hexclad
athletic-greens
momentous

Captures {{Returnless Data}} that actually matter

Focus on the data that matters most using well-documented schemas, with the flexibility to extend them through custom fields, while we manage ongoing schema and field updates behind the scenes.
Supported tables:
Return Orders
Return Lines
Refunds
Gift Cards
& more
+ Custom fields on request
View supported tables & schema

Trusted by data-driven teams

Trusted by 100+ brands :
Saras Brands
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Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Saras Brands
Javvy Coffee
Eskiin
Wellbeam
gymreapers
Decathlon
roller-rabbit
posh-peanuts
saxx
Truewerk
ridge
mgemi
naked nutrition
murad
BPN
faherty
earth-breeze
weezie
true-classic
hexclad
athletic-greens
momentous

Make the most out of your {{Returnless Data}} using Saras Daton

Built for teams who need visibility without manual tracking
Unified returns analysis

Use the Returnless data connector to join returns with Shopify or Magento order data. This Returnless data integration powers Returnless returns analytics, helping you identify high-return products and root causes to improve decisions.

Financial reconciliation

Sync refunds and gift cards to your ERP by syncing Returnless data to your warehouse with the best Returnless data connector, eliminating manual reconciliation and speeding up reporting.

Historical retention

Keep a permanent history of return activity with Returnless ETL, even if you change platforms. This supports long-term customer lifetime value analysis using reliable returns data.

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Load your data into any Warehouse

Daton ensures your connector data arrives clean, consistent, and analytics-ready, without manual intervention or fragile pipelines.

Google BigQuery
Snowflake
Amazon Redshift
Amazon S3

We can help you {{analyse contribution margin}} from amazon seller central data

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How It Works

Connect
Securely connect your account
Automate
Daton automatically syncs event data
Analyze
Data is continuously delivered to your warehouse, ready for analysis

Why Saras Daton

Saras Daton gives ecommerce and growth teams a faster, more reliable, and fully automated way to centralize connector data

Pre-built connectors for 250+ data sources
Automated schema detection and mapping
Real-time and batch data sync options
Built-in data validation and error handling
Enterprise-grade security and compliance
Dedicated support and onboarding

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Frequently Asked Questions

What data can be pulled from Returnless?

Daton ingests all return activity: Return Orders, Return Line Items (reasons/condition), Refunds, and Gift Cards (store credit issued).

How often is Returnless data refreshed?

Refresh intervals are flexible, with options ranging from every 1 hour to daily, depending on your refund processing volume.

Can it be connected to a data warehouse like BigQuery or Snowflake?

Yes. Daton supports seamless replication to BigQuery, Snowflake, Redshift, and more, enabling you to combine CTV data with your e-commerce sales.

Does it support historical and incremental data sync?

Yes. Daton performs a full historical backfill of all past returns followed by incremental syncs to capture new requests and status updates.

How does Returnless data help reduce return costs?

By analyzing return reason codes and condition data, brands can identify faulty products or sizing issues, reducing future returns and preserving margins.

Is it suitable for high-volume returns data?

Yes. Daton is optimized for large e-commerce brands, ensuring zero data loss even during the high-volume post-holiday return season.

Can Returnless data be joined with Shopify, OMS, and customer data?

Absolutely. By centralizing this data in your warehouse, you can join return behavior with Shopify orders and CRM profiles to understand the true "Net Revenue" per customer.

Turn Data into your
Decision Powerhouse