Sudeep Das shares how DoorDash shifts from legacy one-shot predictions to an agentic recommendation platform. He discusses leveraging language-native consumer memory, RQ-VAE semantic IDs for...

本文讨论了Kafka 3.x（KRaft模式）中的副本与消费组的工程语义，包括Leader、Follower、ISR、HW、LEO的定义及作用。介绍了producer的ack配置对数据持久性的影响，以及consumer group的分配策略和rebalance过程。强调了offset提交模式与Flink的checkpoint机制的区别，指出两者在数据恢复中的不同角色，并提供了Kafka副本和消费组的最佳实践建议。

Consumer expectations in Australia are changing; organisations can leverage their loyalty programmes to keep up with ongoing shifts.

Leading European executives are investing more broadly in AI than ever—yet they struggle to convert that investment into measurable results.

Optimism ticked up in early 2026, even as consumers held steady on where and how they spend. Here’s the latest research from our ConsumerWise team.

India’s online retailers, many of which are small businesses, are looking for flexible, direct, and lower-cost ways to reach consumers, and the direct-to-consumer channel is set for growth.

Restoring consumer trust starts with delivering on the brand—how healthcare organizations show up internally and externally. Those using AI well enable more effective, personal, and transparent...

Changing consumer tastes and sentiment are spurring consumer packaged goods companies to use M&A to refocus efforts, redirect capital, and reignite growth.

Disruptor-led growth is reshaping nearly every CPG category. Five disruption archetypes—and six defining traits of disruptor brands—offer lessons for incumbents seeking to compete.

UK consumers watch hours of content daily. But in an increasingly fragmented media market, companies that truly understand the value of attention are most likely to get ahead.

Consumers in Europe had mixed feelings about their respective economies in the fourth quarter, which translated into cautious spending intentions. Here’s the latest research from our ConsumerWise team.

Advertisers and content creators often look at the size of an audience and the amount of time they spend with a product. A more telling metric is how focused consumers are when using the product.

The Saudi consumer and retail market has huge growth potential. Capturing it will depend on understanding how consumer profiles and behavior are changing.

Although macro indicators remain mixed and headwinds persist, several lesser-known developments are signaling deeper shifts in how China consumes, innovates, and competes both at home and on the...

Technology is disrupting the consumer industry. How can executives embrace the digital change afoot and reimagine the sector?

Asia–Pacific countries continue to show varied consumer behaviors in uncertain times. Our latest ConsumerWise research unpacks the diverse sentiments, concerns, and spending habits of the region.

New analysis helps quantify the impact of technological disruption and shows how consumer companies can turn automation’s potential into value.

The media industry has focused on the quantity of consumer attention rather than the quality, but use of the “attention equation” can begin to bridge that gap.

AI and new technologies present a unique opportunity for consumer finance entities. By embracing them, lenders can unleash new levels of efficiency, personalization, and customer engagement.

Our annual mobility survey examines how consumer priorities and expectations are shaping the transition to electric vehicles in major markets.