LEAD TIME VARIABILITY AND ITS IMPACT ON CUSTOMER SATISFACTION IN ONLINE GROCERY SERVICES

Authors

  • Dr. B. Rohini Assistant Professor, PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India. Author
  • B. Bala Rupesh Kumar PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India. Author

Keywords:

Quick commerce, Delivery lead time, Last-mile delivery, Customer satisfaction, Coimbatore, Lead time variability, Dark stores, E-grocery, Logistics management, Consumer retention

Abstract

The rapid growth of quick-commerce (q-commerce) platforms such as Zepto, Blinkit, and Swiggy Instamart in Tier II cities like Coimbatore has redefined urban consumption patterns through the promise of near-instant delivery. This study investigates delivery lead time—the interval between order confirmation and physical receipt—as a primary metric for user experience. A significant gap often exists between the Estimated Time of Arrival (ETA) and the actual delivery time, creating variability that threatens customer retention. The research identifies key logistical bottlenecks, including peak-hour demand spikes, urban traffic congestion, dark store capacity constraints, and algorithmic routing challenges. By focusing on the time-sensitive nature of grocery essentials, this paper empirically analyzes how lead time fluctuations drive consumers toward offline alternatives or competing platforms. The findings aim to provide actionable strategies for improving last-mile reliability and enhancing consumer satisfaction in the Indian regional context.

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Author Biographies

  • Dr. B. Rohini, Assistant Professor, PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India.

    Dr. B. Rohini, Assistant Professor, PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India.

  • B. Bala Rupesh Kumar, PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India.

    B. Bala Rupesh Kumar, PG Department of Commerce with International Business, NGM College, Coimbatore, Tamilnadu, India.

References

[1]. Ameen, R. (2025). Influence of 10-minute grocery apps on urban Indian consumer shopping behavior. International Journal of Scientific Research in Engineering and Management, 9(1), 1–9.

[2]. Ganapathy, V., & Gupta, C. (2024). Critical success factors for quick commerce grocery delivery in India: An exploratory study. Sustainability, Agri, Food and Environmental Research, 12(1), 691.

[3]. Kumar, M., et al. (2025). Optimizing quick commerce of Swiggy Instamart: A study on service quality dimension. International Scientific Journal of Engineering and Management, 4(4).

[4]. Mohammed, I., & Mandal, J. (2023). The impact of lead time variability on supply chain management. International Journal of Supply Chain Management, 12(4), 55–68.

[5]. Suguna, M., Shah, B., Raj, S. K., & Suresh, M. (2022). A study on the influential factors of last-mile delivery projects during the COVID-19 era. Operations Management Research, 15(1–2), 123–138.

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Published

2026-03-01

How to Cite

LEAD TIME VARIABILITY AND ITS IMPACT ON CUSTOMER SATISFACTION IN ONLINE GROCERY SERVICES. (2026). Academic Research Journal of Science and Technology (ARJST), 3(05), 21-31. https://publications.ngmc.ac.in/journal/index.php/arjst/article/view/131

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