Customer Success Story

From Fragile to Fortified: How BigBasket Built a Last-Mile Operation That Scales and Absorbs Shocks

A deep look at how BigBasket partnered with Loadshare Networks to architect dual-fleet logistics — delivering compound growth in dedicated revenue alongside reliable surge coverage during peak demand.

BigBasket (BB Now)Client
Loadshare NetworksPartner
March 2024Partnership launch
Quick CommerceSector

The ChallengeThe "before" — operational fragility at scale

Quick commerce is an industry where the margin for error is measured in minutes. For BigBasket, scaling delivery operations meant confronting a problem that no amount of rider headcount could solve on its own: the need for a logistics framework that delivers consistent high-volume throughput every day while remaining elastic enough to absorb unpredictable demand spikes — without degrading the end-customer experience.

As BB Now expanded across cities, field analysis exposed four systemic friction points undermining marketplace performance. Salvage during stress faced challenges due to rider experience gaps and the extended time where a store goes on stress, where just an order execution may not cut it but rather the need was to have a longer term rider availability.

Last-mile expectation mismatch Store experience for riders Operational challenges at scale Tension with dedicated fleet

The root cause was a structural tension — not a resourcing gap. BigBasket needed a partner who could diagnose and redesign the operating model, not just add more riders to a broken system.

The StrategyThe shift — a dual-fleet architecture

The Loadshare and BigBasket partnership, launched in March 2024, was architected as a two-pillar operation from day one. Rather than a catch-all vendor arrangement, BigBasket deployed a sophisticated model that separates daily operational stability from peak surge elasticity — each pillar optimised for its distinct role.

Pillar 01

Sarthi dedicated fleet

A permanent, identifiable rider base that builds store familiarity, reduces pickup friction, and delivers consistent DAU performance. The operational bedrock — demonstrating repeatable, scalable throughput that can be measured and grown.

Pillar 02

ZFM — Just-in-time integration

A just-in-time marketplace model that places riders at the right store, at the right moment — activated in response to real demand signals rather than fixed schedules. Designed to close the gap between when stress occurs and when rider capacity arrives.

ZFM just-in-time integration — illustrative daily pattern

ZFM riders activate in response to real-time demand signals at the store
Early morning
Breakfast peak
Mid-morning
Lunch peak
Afternoon
Evening peak
Night
Dedicated fleet only ZFM just-in-time active

The key operational insight: dedicated fleet riders perceived always-on marketplace deployment as earnings competition, leading to informal hoarding and exclusion. The ZFM just-in-time model resolves this by triggering marketplace rider deployment only when genuine demand signals warrant it — making their presence purposeful rather than threatening. To guarantee readiness, dummy orders are passed for hard pre-allocation — ensuring riders are positioned and committed before the peak arrives, not scrambling mid-spike.

The model was validated through a pilot at the Munnekollala Store, with learnings then systematised across the network. Building on this foundation, the next planned integration with BigBasket Now is Gigs — a structured 2-hour stress slot model that deploys marketplace riders in defined peak windows, bringing even greater precision and predictability to surge coverage.

The ImpactThe "after" — compounding growth across every dimension

The dual-fleet execution strategy produced measurable, structural growth across every key performance dimension.

40×+
Dedicated fleet order volume growth since partnership launch
83%
Mo3M dedicated revenue growth (overall structural growth)
88%
Mo2M revenue growth — accelerating, not plateauing
+21%
Month-over-month dedicated fleet growth at start of 2026
+11%
MoM marketplace revenue improvement despite structural friction
+18%
Week-on-week First Order Delivery (FOD) execution growth
Dedicated fleet growth trajectory (indexed — Sep 2024 = 1×)
Indexed growth from partnership launch to Jan 2026 — Sep 2024 baseline = 1×
Dedicated fleet (Sarthi) Marketplace (BB Now)

What's NextThe next integration — Gigs

With the Sarthi dedicated fleet delivering compounding structural growth and the ZFM just-in-time model proving the case for demand-responsive marketplace deployment, the partnership is now advancing to its next phase.

Gigs is the planned next integration with BigBasket Now — a structured 2-hour stress slot model in which marketplace riders are pre-allocated to defined peak windows across the day. Where ZFM responds to real-time signals, Gigs brings scheduled predictability: riders are committed to specific slots in advance, store teams know exactly when surge capacity will arrive, and SLA risk during the highest-demand periods is managed proactively rather than reactively.

Current

ZFM — Just-in-time

Demand-signal-driven deployment. Marketplace riders activated when real-time stress is detected at a store. Responsive, flexible, proven.

Planned

Gigs — Scheduled stress slots

Pre-allocated marketplace riders in defined 2-hour peak windows. Predictable surge coverage, advance rider commitment, and structured SLA management across peak periods.

The VerdictWhat this means for enterprise operations leaders

The Loadshare × BigBasket partnership demonstrates that in quick commerce, operational excellence is not about deploying more riders — it is about deploying the right riders, through the right model, at the right moment. The dual-fleet architecture, anchored by the Sarthi dedicated fleet and demand-responsive ZFM just-in-time integration, has produced growth that is both dramatic in scale and structurally durable.

The model is now a template: stability at the base, surgical elasticity at the peak, and a partner with the operational intelligence to tell the difference — and to fix the hidden friction points that no headcount increase alone could resolve.

"Partnering with Loadshare fundamentally transformed our delivery execution. By aligning their dedicated and marketplace fleet models with our targets, we successfully multiplied our monthly order capacity and sustained continuous double-digit month-over-month growth. They are a true strategic extension of our business."
Aashutosh Taparia Head – Last Mile, BigBasket
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