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Topic guide · Indian ecommerce operations

Ecommerce logistics in India: the operations guide.

Follow the parcel from checkout to delivery, return and reconciliation. Each guide solves one operating failure without pretending the whole system is one problem.

Courier allocation board routing an ecommerce order queue across several delivery lanes
There is no single logistics lever. Intent, address quality, courier performance, customer communication and billing fail at different points.

Indian ecommerce logistics is usually discussed as a courier problem. That is too late and too narrow. A parcel can be lost before dispatch because the COD order was never real or the address cannot be used. It can fail in the network because the wrong courier received the lane. It can become an RTO because nobody worked the first NDR. Even after delivery, reverse pickup, QC, refund and invoice errors can consume the margin.

This guide groups the work by where the failure happens. Start with the stage that is leaking today, then follow the neighbouring guides upstream and downstream. Future-dated articles appear here only when they are published.

Prevent avoidable delivery failures

Start before dispatch: confirm intent, capture a usable address, then work every failed attempt while the parcel can still be recovered.

Choose couriers and control freight

Measure courier performance on your own lanes, route each order by current evidence, and reconcile the bill against what actually shipped.

Manage customer updates, returns and refunds

A delivered order can still become an expensive support and reverse-logistics workflow. Make every state visible and keep judgment with people.

Measure the flow, not one headline number

Track the stages separately: COD confirmation, address correction, first-attempt delivery, NDR recovery, RTO, reverse-pickup success, refund turnaround and invoice recovery. A blended delivery rate cannot tell you which team should act next. A stage-level funnel can.

If the data sits across courier portals, spreadsheets and support inboxes, start by mapping one workflow. The free process review identifies the queue, handoff or exception category costing the most time before anyone proposes automation.