Karan Agrawal

Demand can change in an instant. A flash promotion takes off faster than expected. An influencer post sends a niche SKU into the stratosphere. A heat wave flips seasonal demand on its head. And suddenly, your forecast—carefully crafted weeks ago—feels like yesterday’s weather report. This is where demand signal management earns its keep. Instead of reacting too late or overreacting too early, it helps supply chain teams interpret what’s really happening and respond with confidence. For retailers and consumer brands navigating constant demand volatility, it’s the difference between chasing noise and acting on insight.   The problem: demand forecasts lag reality Traditional forecasting has a fundamental challenge: timing. Forecasts are built on historical patterns and planning cadences that move at a measured pace, but demand levels today won’t wait for the next planning cycle. Modern demand shocks often arrive without warning: a promotional discount goes viral, a competitor runs out of stock, weather drives sudden regional swings, or a trend outpaces merchandising plans. In these moments, planners face a familiar tension. React too slowly, and shelves go empty. React too aggressively, and you’re stuck with excess inventory once the spike fades.   What demand signals are (and what they aren’t)…

The modern supply chain landscape is defined by constant disruption, demanding a proactive approach to challenges. In our guide to supply chain disruptions, we delve into the critical sources of disruption reshaping the industry: climate change, global conflict, and labor disputes. Through data-driven insights and expert analysis, we offer strategies for building resilient supply chains, emphasizing the importance of leveraging technology, supplier management, and collaboration. Read on to learn how to navigate the complexities of supply chain disruptions and thrive in this era of uncertainty. Working in an Era of Supply Chain Disruption At the onset of the supply chain crisis spurred by the COVID-19 pandemic, many in the industry thought that the time of constant disruptions and delays would resolve with the pandemic. This, however, has proven far from true. Instead, our increasingly global supply chain — ever more reliant on a complex network of international transportation partners — is more vulnerable than ever to disruptions. In this section, we’ll look at three sources of disruption transforming the industry. 1. Climate Change Takes its Toll on Normal Operations Climate change is leading to new supply chain vulnerabilities. One significant example is the Panama Canal, a critical artery in global…