Case Study — Quick Commerce & D2C
Case Study: Scaling Q-Commerce Dark Store Replenishment for an FMCG Brand
How SSL reduced FMCG Q-commerce out-of-stock from 34% to 4% — generating ₹47Cr new revenue in 12 months. Milk run dark store replenishment case study.
The Challenge
A leading FMCG brand with ₹500 crore in annual modern trade and general trade revenue was entering the quick commerce channel across 6 cities. Their existing 3PL network was designed for weekly distributor deliveries — incompatible with the twice-daily, multi-dark-store replenishment frequency that Blinkit, Zepto, and Swiggy Instamart required. Initial Q-commerce launch had 34% out-of-stock rate due to replenishment failure. The brand was at risk of being de-prioritised by platforms in favour of competitors with more reliable supply chains.
The SSL Solution
SSL designed and operationalised a Q-commerce milk run replenishment system across 6 cities (Mumbai, Delhi NCR, Bengaluru, Hyderabad, Pune, Ahmedabad) within 6 weeks. The solution: dedicated vehicles per city assigned exclusively to Q-commerce replenishment routes (not shared with general trade), fixed route design visiting all dark stores in optimal sequence twice daily, stock replenishment triggered by platform demand signal integration, cold chain reefer routes for frozen and chilled SKUs in the brand’s portfolio, and a real-time dashboard showing dark store inventory levels, replenishment cycle completion, and out-of-stock alerts by SKU and location.
Outcome
Out-of-stock rate fell from 34% to 4.2% within 8 weeks of SSL operation. Platform ranking improved from average position 4.2 to position 1.8 across all 6 cities. Q-commerce revenue grew from ₹0 to ₹47 crore in the first 12 months — representing a new channel that now contributes 8% of the brand’s total revenue. The brand has since expanded the SSL Q-commerce replenishment program to 4 additional cities and added SSL cold chain for their new frozen food Q-commerce SKUs.
Why SSL Won This Engagement
SSL’s milk run capability — built over decades of OEM automotive JIT logistics — was directly applicable to Q-commerce dark store replenishment. The operational DNA is identical: fixed route, fixed sequence, fixed time window, zero tolerance for deviation. SSL brought this industrial-grade reliability to a consumer logistics application. No other provider the brand evaluated had both the milk run discipline AND the cold chain capability needed for their frozen SKU Q-commerce requirements.
Questions About This Case
How did SSL solve Quick Commerce & D2C logistics challenges?
SSL designed and operationalised a Q-commerce milk run replenishment system across 6 cities (Mumbai, Delhi NCR, Bengaluru, Hyderabad, Pune, Ahmedabad) within 6 weeks. The solution: dedicated vehicles … Contact SSL for a full case study discussion.
Can SSL do this for my company?
Yes. SSL has replicated similar solutions across 100+ enterprise clients. Contact corporatesales@sslpl.in or call +91-92978-78787 for a customised assessment within 48 hours.
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