Reverse Pickup (RVP) in e-commerce is the process of collecting returned products from customers and channelling them back through the supply chain.
Especially in India, where the reverse logistics market is expected to reach USD 39.81 billion by 2027, growing at a CAGR of 6.15%.
This high return-to-origin rate makes RVP in e-commerce a red flag that you must address now.
The following guide will help you understand the nuances you need to know to create a build reverse pickup strategy that puts customers' experience first.
The RVP (Reverse Pickup) Process Explained
The RVP process involves the following stages…

Key Stages in the RVP (Reverse Pickup) Process
- Initiation: The process begins when a customer raises a return request, usually through the brand website, where they can specify the reason for the return, whether they prefer a refund or exchange, and schedule a convenient pickup time.
- Item Pass-off and Transport: Following the request initiation, the product changes hands from the customer to the pickup personnel, who then transport it to a designated collection centre or warehouse.
- Verification and Processing: Once the returned item reaches the collection centre, it undergoes a verification process to check and confirm its condition, reason for return, and authenticity. It is done to prevent fraudulent requests and ensure that only legitimate returns are processed.
- Grading and Refurbishment: Post verification, the returned product is further assessed for its condition. If it's in good condition, it might need some refurbishment before being resold. Products in a damaged state or those requiring repairs are sent to separate refurbishment centres.
- Dispositioning: Based on the filtering, the item is either restocked for resale, sent to a liquidation channel, or disposed of in an eco-friendly way.
How RVP (Reverse Pickup) is Affected by Various Factors
Reverse Pickup in e-commerce is influenced by several factors, ranging from customer issues to delivery partner side delays.
NDRs (Non-Delivery Returns)

When deliveries fail because customers are unavailable, provide incorrect addresses, or cannot be contacted, orders enter the reverse pickup system without ever reaching their intended location.
RTOs (Return to Origin)

The impact of RTO cases on RVP leads to
- Increased transportation costs as items travel back to warehouses
- Extended processing timelines
- Inventory holding costs while products remain in transit
- Capital tied up in unsold inventory
Even a 5% RTO rate can translate to substantial costs, especially for brands with high order volumes.
SLA Breaches
Service Level Agreement breaches in reverse logistics occur when you fail to commit to the promised timeline for processing returns, issuing refunds, or completing exchanges.
These breaches affect
- Customer satisfaction and trust
- Operational efficiency
- Inventory management
- Cash flow predictability
Refunds/Exchanges
Brands with efficient refund and exchange processes enjoy higher customer retention rates and increased repeat purchases.
Refund Processing:
- Timely refund processing is crucial for customer satisfaction
- Delays in refunds can increase customer complaints and support ticket volume
- Integration between reverse logistics and payment systems is necessary for quicker processing
Exchange Management:
- Exchanges add complexity to the RVP process by requiring both reverse and forward logistics
- Inventory management becomes more challenging when processing exchanges
Benefits of Implementing RVP in E-commerce
- Trustworthy Customer Experience and Loyalty
- Effective return management can significantly benefit customer loyalty
- Transparent and easily accessible return policies influence purchasing decisions, with many customers checking return options before buying
- Cost Savings
- Structured processes help save time and resources spent on managing returns.
- Consolidated shipping through organised RVP also saves transportation costs by up to 40-70%
- Shortened shipping distances through direct-to-customer redistribution minimise costs and emissions.
- Better Inventory and Supply Chain Optimisation
- Faster processing of returns speeds up the reintegration of sellable items back into inventory.
- Better visibility of return reasons helps identify and address product-related issues.
Challenges in RVP (Reverse Pickup) and How to Overcome Them
Reverse pickup is challenging as it involves multiple stakeholders and variables, often complicating the entire process.
The following are some steps you can take to counter the side effects of reverse pickup in e-commerce.
Logistical and Geographic Challenges
Considering India's geography with varying infrastructure across states, cities and last-mile connectivity in remote areas, returns management becomes extraordinarily tough.
To address these challenges
- Set up strategically positioned return centres in high-volume regions to minimise transit distances and times.
- Partner with local logistics providers who understand regional nuances. They’ll help you navigate regional challenges such as difficult terrain, limited address standardisation, and varying regional regulations.
- Consider using a hub-and-spoke model, as it’ll allow you to consolidate returns from multiple locations before routing them to central processing facilities.
Cost Management and Resource Allocation
Return processing can cost up to 1.5 times more than forward logistics. Returns involve more handling steps, inspection requirements, and often result in value loss through repackaging or refurbishment.
Specifically, during festival seasons, post-sale periods, and other peak times, RTO charges and volumes can fluctuate dramatically.
The right cost management strategies include
- Using data to predict return patterns and allocate resources accordingly. Platforms like Pragma's RTO Suite analyse over 300 parameters to help you reduce return to origin requests and forecast volumes.

- When customers provide photos and return reasons during the initiation process, you can pre-sort returns and make disposition decisions before items arrive at your facilities.
- For brands with physical retail stores, incentivise in-store returns to save shipping costs.
Technology Integration and System Limitations
Return tracking often becomes a black hole once the order leaves the customer, with limited visibility until it reaches your processing centres.
Without integrated systems, information sharing between customer service teams, the warehouse, and finance teams becomes disjointed, resulting in slow or sometimes delayed returns processing.
To solve this, consider
Solutions like Pragma's Return Management System are built specifically to handle returns better and provide you and your customers with visibility throughout the process.

Return Fraud and Policy Abuse
Return fraud like "wardrobing" (using products temporarily before returning) is becoming increasingly common.
Empty box returns, substitution of damaged goods, and serial returners who consistently return high percentages of orders are no less than a liability for brands.
These practices degrade the integrity of return policies.
To prevent these types of false returns
- Develop clear, reasonable return limitations that protect your brand without eliminating legitimate returns. Communicate these policies clearly at multiple touchpoints in your customer journey.
- Use fraud detection systems such as Pragma's RTO Suite, which helps you identify suspicious patterns in return behaviour and flag potentially fraudulent returns for additional verification without troubling honest customers.

- For high-value items, like electronics, video confirmation of product condition or serial number validation will help ensure returned items match what was originally delivered.
Customer Expectation Management
Customers expect immediate refunds, transparent tracking, and simple processes. Failing to meet these expectations will bring in poor reviews, limit repeat purchases, and damage your brand reputation.
Here is how you can keep your customer experience on point
- Communicate about your return process, including realistic timelines for pickups, processing, and refunds. Setting true expectations from the beginning will help you avoid disappointing customers.
- Real-time status updates through SMS, email, or app notifications keep customers informed throughout the return journey. Use Pragma WhatsApp business suite to share return updates faster and in a much more accessible way.

Best Practices for RVP in Indian E-commerce
Here are the best practices you can put in action to ensure your reverse pickup strategy.
Optimise for Cash on Delivery Returns
Since 60-65% of Indian e-commerce orders are COD, about 25-30% result in RTOs. To counter this high return rate
- Implement pre-dispatch verification calls to confirm order intent
- Offer part-payment options where customers pay a small amount online and the remainder on delivery to increase commitment
- Identify high-risk COD orders based on customer history, location, and product category
- Consider imposing nominal fees on COD orders that can be refunded upon successful delivery
Localise Return Processes
- Deploy regional collection centres to save transportation distances and costs.
- Partner with local logistics providers familiar with specific areas
- Develop multilingual return interfaces and support documentation for tier 2 and 3 shoppers
- Use the pin code performance analysis to identify high-RTO regions
Use Technology for Returns Management
- Implement AI-based image recognition for remote quality assessment of returned goods.
- Implement automated decision-making for the immediate disposition of returned goods based on condition, value, and resaleability
Implement Omnichannel Return Options
- Enable doorstep pickup for maximum convenience

- Partner with your physical retail outlets or service points for drop-off options
- Implement QR code-based returns at local convenience stores or kiosks
Focus on Rapid Refund Processing
- Allow immediate refunds for low-risk customers with a strong purchase history.
- Offer wallet credits as a faster alternative to bank transfers
- Consider partial immediate refunds pending full inspection for high-value items
Develop Circular Economy Approaches
- Set up refurbishment centres for different product categories
- Create B2B channels for bulk selling of refurbished items
- Partner with recycling specialists for items that cannot be refurbished
- Consider donation programmes for returned items that cannot be resold but remain functional
Implement Proactive Return Reduction Strategies
- Improve product descriptions, images, and specifications to set accurate expectations.
- Use size recommendation tools for fashion items
- Provide video demonstrations for fashion, electronics, etc, products
- Offer virtual try-on options for products such as sunglasses, furniture, etc

To Wrap It Up
As more and more people start shopping online, the returns will also likely increase. It means your reverse pickup process must be solid enough to handle this growth.
Reverse pickup in e-commerce, especially for new or small brands, is important since in the initial phase, your customer's trust will depend on how deeply you fulfil their shopping expectation, including when they have to return something.

FAQs (Frequently Asked Questions On RVP In E-Commerce)
When should you outsource reverse pickup operations versus handling them in-house?
Outsource when the return volume exceeds 5% of orders or during festive seasons. Keep in-house for specialised products needing expert inspection or when customer relationship management is key to your brand.
How do payment methods affect my return rates?
Prepaid orders show 10-15% lower return rates than COD. Implementing partial prepayment options reduces RTO rates while maintaining payment flexibility that Indian shoppers prefer.
What metrics should I track to monitor RVP effectiveness?
Track processing time, percentage of returns resold at full value, transportation costs per return, and post-return customer satisfaction. Monitor return reason codes to spot product issues needing attention.
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