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Household budgets in Africa are tight and channels increasingly fragmented. Four trends are redefining how consumers discover, decide, and spend, and how consumer-facing companies can respond.

State of Consumer Africa 2026: Meeting the pragmatic shopper

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-10-02T00:00:00Z

Warranty and goodwill costs automotive OEMs billions each year, but a more strategic approach can deliver significant P&L and cash impact within 12 to 24 months.

Voices on Quality: Unlocking warranty value in consumer automotive

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-09-04T00:00:00Z

Researchers from UC Berkeley and MIT have developed FreeToken, an open-source inference engine that enhances the utility of Mixture-of-Experts models on consumer hardware. By implementing a...

FreeToken Unlocks Frontier MoE Inference on Consumer Hardware via Dynamic Co-Execution

InfoQ InfoQ · 2026-08-29T05:05:00Z

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...

Presentation: From Models to Agents: Building Context-Aware Consumer AI at Scale at DoorDash

InfoQ InfoQ · 2026-08-15T11:00:00Z

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。

【流式数据处理】副本、ISR 与 Consumer Group

土法炼钢兴趣小组的博客 土法炼钢兴趣小组的博客 · 2026-07-01T00:00:00Z

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

Australian consumer loyalty: Rapid change calls for rapid solutions

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-05-20T00:00:00Z

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

The AI paradox in Europe’s consumer industries: More spending, elusive impact

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-05-04T00:00:00Z

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.

An update on Brazilian consumer sentiment: An uptick in confidence—and caution

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-03-30T00:00:00Z

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.

The great unbundling of Indian e-commerce: MSMEs and the direct-to-consumer revolution

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-02-20T00:00:00Z

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...

Healing consumer confidence through AI-powered, human-centered healthcare

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-02-19T00:00:00Z

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

Consumer packaged goods: Reigniting growth via portfolio realignment

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-02-13T00:00:00Z

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.

What consumer-packaged-goods companies can learn from disruptor brands

McKinsey Insights & Publications McKinsey Insights & Publications · 2026-01-26T00:00:00Z

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.

Mind the attention gap: Winning the battle for UK consumer attention

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-12-12T00:00:00Z

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.

An update on European consumer sentiment: Little change, lasting caution

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-12-09T00:00:00Z

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.

A more accurate way to measure consumer engagement

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-11-06T00:00:00Z

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

Meet the new Saudi consumer: Ten trends shaping a fast-evolving market

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-09-09T00:00:00Z

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...

Mid-year update: Five surprises from China’s consumer market

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-08-13T00:00:00Z

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

The tech-enabled consumer sector

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-07-21T00:00:00Z

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.

Asia–Pacific consumer sentiment: Spending shifts amid uncertainty

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-06-12T00:00:00Z

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

From blueprint to breakthrough: How AI and automation can transform the consumer enterprise

McKinsey Insights & Publications McKinsey Insights & Publications · 2025-06-10T00:00:00Z
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