Data audits can be complex and time-consuming, but they don't have to be. This article explores how end-to-end lineage simplifies the audit process by treating provenance and artifacts as core deliverables. Industry experts share practical strategies for implementing these approaches in real-world environments.
Data-driven insights have the power to reshape strategic decisions across every aspect of a business, from client acquisition to product development. This article brings together expert perspectives on 14 real-world cases where analytics prompted pivotal shifts in direction and delivered measurable results. Each example demonstrates how leaders used evidence to communicate change, align teams, and achieve better outcomes.
Large language model costs can quickly spiral out of control for businesses relying on AI-powered applications. Industry experts have identified a straightforward solution that dramatically reduces these expenses without sacrificing performance. Implementing semantic caching with Redis has proven to cut LLM bills by significant margins across organizations of all sizes.
Generative AI is transforming industries at breakneck speed, but without proper safeguards, the technology poses serious risks to creators, consumers, and society at large. This article outlines seven practical measures that policymakers and companies can implement to ensure responsible development and deployment of AI systems. Drawing on insights from legal scholars, technologists, and industry experts, these recommendations provide a roadmap for balancing innovation with accountability.
Data science careers are often misunderstood, leading aspiring professionals down the wrong path. This article breaks down six common misconceptions and reveals how real-world experience reshapes these assumptions. Industry experts share their perspectives on what actually matters in data science, including why reproducibility often trumps sophisticated modeling.
AI regulation is reshaping the competitive landscape between tech giants and emerging startups in ways that extend far beyond simple compliance costs. Large corporations with established lobbying operations may find themselves better positioned to influence policy outcomes, while smaller companies face resource constraints that could slow their growth. This article examines seven key impacts of AI regulation, drawing on insights from industry experts and policy analysts.
Balancing data quality with day-to-day realities is a common challenge for modern teams. This article shares practical, field-tested approaches backed by insights from seasoned experts. Expect clear steps on tiered standards, automated checks, upstream ownership, CRM hygiene, and 80/20 stewardship that can be put to work immediately.
Serverless functions have transformed how applications are built and deployed, but testing them effectively remains a challenge for many development teams. This article breaks down six proven testing strategies that help ensure serverless functions perform reliably in production. Drawing on insights from industry experts, these approaches cover everything from event contract validation to end-to-end testing scenarios.
