DeelFlows

Free tool

Abandoned Cart Calculator (Cart & COD Loss)

Put in your own orders, average order value, and COD share, set your own assumptions for abandonment, returns, and recovery, and see the revenue you may be leaving on the table.

Reviewed by Mahmoud Ilyan, Founder, DeelFlows · updated

69%

Industry average is around 69% - adjust to your store.

Set to 0 if you do not offer COD.

25%

The share of COD parcels that come back undelivered.

15%

You set this. A conservative WhatsApp recovery benchmark is 10-20% - we make no claim about the “right” number.

Estimated revenue at risk

$56,419/mo

Around $677,032 a year between abandoned carts and COD returns. WhatsApp recovery could win back about $8,013 of the cart loss each month, on your assumption.

How this is calculated

Abandoned cart revenue
$53,419/mo
COD return loss
$3,000/mo

Abandoned carts = orders × (abandon ÷ (1 - abandon)). Cart revenue = abandoned carts × AOV. COD loss = orders × COD share × RTO rate × AOV. Every figure comes from your inputs and the assumptions you set - we add no outside statistics.


About this tool

This abandoned cart calculator estimates the revenue a store loses each month to abandoned checkouts and cash-on-delivery parcels that come back undelivered, from your own order volume, average order value, COD share, and the assumptions you set. Most stores lose about seven in ten checkouts to abandonment (Baymard’s average is 70.19%), and COD-heavy stores lose another slice to returns.

We deliberately do not bake in any “industry” recovery statistic. The recovery slider is yours to set, so the result reflects your store and your judgement - not a number we invented.

Once you know the number, draft the message that wins it back: the WhatsApp template builder lets you write your recovery message with the customer’s name and cart as variables and preview it before you submit it to Meta. To see what each of those messages costs in your market, use the WhatsApp pricing calculator.

Questions

Where do the numbers come from?
Entirely from you. Orders, average order value, COD share, abandonment, return rate, and the recovery assumption are all your inputs. The tool only does the arithmetic.
What is a normal cart abandonment rate?
Baymard Institute's running average across 49 studies is 70.19%, and mobile checkouts abandon more often than desktop. If your rate is under 60% you are doing well; over 80% usually points to a checkout or shipping-cost problem worth fixing before recovery messaging.
Why is the recovery rate a slider instead of a fixed figure?
Because honest estimates beat borrowed stats. WhatsApp recovery varies by store, offer, and market, so you set the assumption rather than trusting a number we made up. A conservative range is 10-20%.
How is cart abandonment rate calculated?
Cart abandonment rate = 1 - (completed orders / carts or checkouts started). If 1,000 shoppers start checkout and 300 complete it, the abandonment rate is 70%. Use the same definition every month (carts created or checkouts started) so the trend is comparable.
What is a good cart abandonment rate for Shopify, WooCommerce or Salla stores?
There is no platform-specific standard; the widely cited benchmark is Baymard Institute's 70.19% average across 49 studies, whatever the platform. Treat anything under about 60% as healthy, and anything over 80% as a sign to fix checkout friction or surprise shipping costs first.
How is the COD loss worked out?
COD loss = orders x COD share x return-to-origin rate x average order value. It is the money spent shipping cash-on-delivery parcels that bounce back undelivered.
How do I actually recover this?
Message every abandoned checkout on WhatsApp while the shopper still wants the product, and confirm COD orders before dispatch to weed out fake and unsure orders. DeelFlows automates both on your own WhatsApp number.

How this is calculated

Abandoned revenue = attempted checkouts × abandonment rate × average order value. Attempted checkouts are your completed orders divided by (1 − abandonment rate).

COD loss = orders × COD share × return-to-origin rate × average order value. This is the shipping spend and stock tied up in parcels that bounce back.

Recoverable = (abandoned revenue + COD loss) × the recovery rate you set. The slider defaults to a conservative range; nothing is pre-filled from a vendor case study.

Benchmarks to sanity-check your inputs

Cart abandonment and COD return benchmarks with sources
BenchmarkValueSource
Average cart abandonment rate70.19%Baymard Institute, 49-study average
Mobile cart abandonment~80%+Baymard Institute
COD orders returned to origin (GCC, India, SEA)12–18%WhatsApp Tools merchant data
RTO loss recoverable with WhatsApp COD confirmation40–60%WhatsApp Tools COD guide
WhatsApp message open rate95–98%Industry benchmarks, sourced

Benchmarks are reference points only. The calculator uses your inputs, not these figures.


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Abandoned Cart Calculator: Cart & COD Revenue Loss