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Speed Means Nothing If You're Down: Benchmarking For The Real World
Speed Means Nothing If You're Down: Benchmarking For The Real World

Forbes

time12 hours ago

  • Business
  • Forbes

Speed Means Nothing If You're Down: Benchmarking For The Real World

Spencer Kimball is the CEO and co-founder of Cockroach Labs. For decades, database performance benchmarks like TPC-C (Transaction Processing Performance Council Benchmark C) chased peak throughput under ideal conditions. Systems were scaled vertically and micro-optimized at every layer to game benchmarks and maximize transactions per second (TPS). But times—and technology—have changed. Today's applications live everywhere: across regions, clouds and availability zones. They're always on, global and expected to perform flawlessly despite disruptions. Users now demand instant banking balances, lag-free global broadcasts, immediate access to patient records and real-time inventory updates across international supply chains. These aren't aspirations; they're baseline expectations, assumed and demanded unequivocally. Modern workloads are unpredictable, highly distributed and intensely data-driven. Fraud detection, logistics tracking and AI-powered automation now run continuously at a global scale. Autonomous systems assume constant availability and consistency. They don't pause for outages or wait for recovery. They expect the system to be fast, consistent and always available. Yet legacy benchmarks still focus on raw throughput, rarely accounting for the realities of modern architecture: latency spikes, node crashes or regional outages. The true measure of performance isn't speed under ideal conditions—it's resilience under failure. If anyone doubts the importance of resilience, recent history is rife with cautionary tales. • Costco's Black Friday outage in 2019 allegedly cost millions in sales. • Ticketmaster's 2022 crash during Taylor Swift's ticket sales revealed its infrastructure was unprepared for massive spikes. • A faulty update in 2024 froze hospital electronic health records, forcing clinicians to revert to paper and risking patient safety. • CrowdStrike's 2024 outage halted global freight logistics due to insufficient resilience planning. • Barclays and Capital One outages in 2025 left millions unable to access banking services, demonstrating that even leading institutions aren't immune. There is a perennial thread running through this representative sampling of recent failures: The rising complexity of modern applications requires a shift in mindset to resilience as a first-order goal. Modern infrastructure complexity—multiregion, multicloud and governed by stringent regulations like GDPR, PDPA and DORA—demands new benchmarks that prioritize resilience as a fundamental metric, not an afterthought. Benchmarks that ignore this operational and compliance complexity are no longer sufficient. True resilience testing involves deliberately introducing controlled chaos: killing nodes, dropping disks, simulating outages. The objective is clear: Observe the system's behavior under stress. Does it reroute traffic seamlessly? Are transactions duplicated, delayed or lost? How rapidly does performance return to baseline? These aren't trivial operational details—they're critical indicators of system integrity. Chaos testing, a methodology where systems are intentionally stressed to uncover hidden vulnerabilities, is gaining traction. However, resilience testing often remains disconnected from standard performance metrics like throughput and latency. Integrating these tests ensures resilience isn't merely theoretical but quantifiable and central to system design. Just as vehicle performance isn't judged solely by top speed, database benchmarks shouldn't focus exclusively on maximum throughput. Benchmarks must evolve to measure continuity, recovery speed and stability under real-world pressures. Systems engineered with built-in replication, self-healing automation and geographic consensus aren't merely technically superior; they're strategically essential. These aren't just engineering choices; they're risk strategies. And they should be part of how we measure value. Speed without resilience is meaningless. Challenge your teams and vendors to prove resilience under chaos. If they can't, they're not ready for today's demands. The ultimate benchmark isn't the fastest lap—it's staying on track when legacy systems are stuck rebuilding in the pit. Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?

Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034
Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034

Yahoo

time14 hours ago

  • Business
  • Yahoo

Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034

Compact laptops, particularly up to 10.9 inches, are boosting growth, ideal for students and travel Italian Laptop Market Dublin, June 20, 2025 (GLOBE NEWSWIRE) -- The "Italy Laptop Market Size Analysis Report - Market Share, Forecast Trends and Outlook (2025-2034)" report has been added to Italy laptop market size reached USD 2.32 Billion in 2024. The market is expected to grow at a CAGR of 2.87% between 2025 and 2034, reaching USD 3.08 Billion by 2034. Laptops up to 10.9 inches contribute to the growth of the Italy laptop market. Their lightweight and compact nature make them ideal for travel and easy to carry, while also being convenient for tasks such as note-taking, research, and classroom use. Laptops sized up to 10.9 inches prioritise portability with their compact, lightweight build, perfect for travel and effortless bag carrying. They suit students well, facilitating notetaking and research, and handling basic tasks like web browsing, email, and casual June 2023, Microsoft unveiled its inaugural cloud region in Italy, delivering scalable, resilient cloud services to propel digital transformation and innovation. Situated in Lombardy with three data centres, it ensures top-tier security, privacy, and performance, supporting organizations and public entities in their digital ranging from 11 to 12.9 inches strike a balance between screen size and portability, catering to diverse usage needs. They excel in enhancing productivity with multitasking capabilities and are suitable for creative endeavours. Offering an enriched viewing experience, they serve business professionals, students, and general users with efficient medium-level performance, handling everyday tasks and light gaming. The Italian laptop market's key players are: Apple Inc. Samsung Electronics Co., Ltd. Microsoft Corporation Schenker Technologies GmbH ASUSTeK Computer Inc. HP Inc. Dell Inc. Acer Inc. Micro-Star INT'L Co., Ltd. Razer Inc. Key Attributes Report Attribute Details No. of Pages 124 Forecast Period 2025-2034 Estimated Market Value (USD) in 2025 $2.32 Billion Forecasted Market Value (USD) by 2034 $3.08 Billion Compound Annual Growth Rate 2.8% Regions Covered Italy Key Topics Covered 1 Executive Summary1.1 Market Size 2024-20251.2 Market Growth 2025(F)-2034(F)1.3 Key Demand Drivers1.4 Key Players and Competitive Structure1.5 Industry Best Practices1.6 Recent Trends and Developments1.7 Industry Outlook2 Market Overview and Stakeholder Insights2.1 Market Trends2.2 Key Verticals2.3 Key Regions2.4 Supplier Power2.5 Buyer Power2.6 Key Market Opportunities and Risks2.7 Key Initiatives by Stakeholders3 Economic Summary3.1 GDP Outlook3.2 GDP Per Capita Growth3.3 Inflation Trends3.4 Democracy Index3.5 Gross Public Debt Ratios3.6 Balance of Payment (BoP) Position3.7 Population Outlook3.8 Urbanisation Trends4 Country Risk Profiles4.1 Country Risk4.2 Business Climate5 Italy Laptop Market Overview5.1 Key Industry Highlights5.2 Europe Laptop Historical Market (2018-2024)5.3 Europe Laptop Market Forecast (2025-2034)5.4 Europe Laptop Market Share by Region5.4.1 United Kingdom5.4.2 Germany5.4.3 France5.4.4 Italy5.4.5 Others6 Italy Laptop Market Overview6.1 Key Industry Highlights6.2 Italy Laptop Historical Market (2018-2024)6.3 Italy Laptop Market Forecast (2025-2034)7 Italy Laptop Market by Type7.1 Traditional7.2 2-in-1 8 Italy Laptop Market by Screen Size8.1 Up to 10.9" Inch8.2 11" to 12.9" Inch8.3 13" to 14.9" Inch8.4 15.0" to 16.9"8.5 More than 17" 9 Italy Laptop Market by Price9.1 Up to USD 5009.2 USD 501 to USD 10009.3 USD 1001 to USD 15009.4 Others 10 Italy Laptop Market by End Use10.1 Personal10.2 Business10.3 Gaming 11 Italy Laptop Market by Region11.1 North-West11.2 North-East11.3 Central11.4 South 12 Market Dynamics12.1 SWOT Analysis12.1.1 Strengths12.1.2 Weaknesses12.1.3 Opportunities12.1.4 Threats12.2 Porter's Five Forces Analysis12.2.1 Supplier's Power12.2.2 Buyer's Power12.2.3 Threat of New Entrants12.2.4 Degree of Rivalry12.2.5 Threat of Substitutes12.3 Key Indicators of Demand12.4 Key Indicators of Price13 Competitive Landscape13.1 Supplier Selection13.2 Key Global Players13.3 Key Regional Players13.4 Key Player Strategies13.5 Company Profiles13.5.1 Apple Inc.13.5.2 Samsung Electronics Co., Ltd.13.5.3 Microsoft Corporation13.5.4 Schenker Technologies GmbH13.5.5 ASUSTeK Computer Inc.13.5.6 HP Inc.13.5.7 Dell Inc.13.5.8 Acer Inc.13.5.9 Micro-Star INT'L Co., Ltd.13.5.10 Razer Inc.13.5.11 Others For more information about this report visit About is the world's leading source for international market research reports and market data. We provide you with the latest data on international and regional markets, key industries, the top companies, new products and the latest trends. Attachment Italian Laptop Market CONTACT: CONTACT: Laura Wood,Senior Press Manager press@ For E.S.T Office Hours Call 1-917-300-0470 For U.S./ CAN Toll Free Call 1-800-526-8630 For GMT Office Hours Call +353-1-416-8900

Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034
Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034

Yahoo

time14 hours ago

  • Business
  • Yahoo

Italy Laptop Market Size Analysis Report 2025: Market Forecast to Reach USD 3.08 Billion by 2034

Compact laptops, particularly up to 10.9 inches, are boosting growth, ideal for students and travel Italian Laptop Market Dublin, June 20, 2025 (GLOBE NEWSWIRE) -- The "Italy Laptop Market Size Analysis Report - Market Share, Forecast Trends and Outlook (2025-2034)" report has been added to Italy laptop market size reached USD 2.32 Billion in 2024. The market is expected to grow at a CAGR of 2.87% between 2025 and 2034, reaching USD 3.08 Billion by 2034. Laptops up to 10.9 inches contribute to the growth of the Italy laptop market. Their lightweight and compact nature make them ideal for travel and easy to carry, while also being convenient for tasks such as note-taking, research, and classroom use. Laptops sized up to 10.9 inches prioritise portability with their compact, lightweight build, perfect for travel and effortless bag carrying. They suit students well, facilitating notetaking and research, and handling basic tasks like web browsing, email, and casual June 2023, Microsoft unveiled its inaugural cloud region in Italy, delivering scalable, resilient cloud services to propel digital transformation and innovation. Situated in Lombardy with three data centres, it ensures top-tier security, privacy, and performance, supporting organizations and public entities in their digital ranging from 11 to 12.9 inches strike a balance between screen size and portability, catering to diverse usage needs. They excel in enhancing productivity with multitasking capabilities and are suitable for creative endeavours. Offering an enriched viewing experience, they serve business professionals, students, and general users with efficient medium-level performance, handling everyday tasks and light gaming. The Italian laptop market's key players are: Apple Inc. Samsung Electronics Co., Ltd. Microsoft Corporation Schenker Technologies GmbH ASUSTeK Computer Inc. HP Inc. Dell Inc. Acer Inc. Micro-Star INT'L Co., Ltd. Razer Inc. Key Attributes Report Attribute Details No. of Pages 124 Forecast Period 2025-2034 Estimated Market Value (USD) in 2025 $2.32 Billion Forecasted Market Value (USD) by 2034 $3.08 Billion Compound Annual Growth Rate 2.8% Regions Covered Italy Key Topics Covered 1 Executive Summary1.1 Market Size 2024-20251.2 Market Growth 2025(F)-2034(F)1.3 Key Demand Drivers1.4 Key Players and Competitive Structure1.5 Industry Best Practices1.6 Recent Trends and Developments1.7 Industry Outlook2 Market Overview and Stakeholder Insights2.1 Market Trends2.2 Key Verticals2.3 Key Regions2.4 Supplier Power2.5 Buyer Power2.6 Key Market Opportunities and Risks2.7 Key Initiatives by Stakeholders3 Economic Summary3.1 GDP Outlook3.2 GDP Per Capita Growth3.3 Inflation Trends3.4 Democracy Index3.5 Gross Public Debt Ratios3.6 Balance of Payment (BoP) Position3.7 Population Outlook3.8 Urbanisation Trends4 Country Risk Profiles4.1 Country Risk4.2 Business Climate5 Italy Laptop Market Overview5.1 Key Industry Highlights5.2 Europe Laptop Historical Market (2018-2024)5.3 Europe Laptop Market Forecast (2025-2034)5.4 Europe Laptop Market Share by Region5.4.1 United Kingdom5.4.2 Germany5.4.3 France5.4.4 Italy5.4.5 Others6 Italy Laptop Market Overview6.1 Key Industry Highlights6.2 Italy Laptop Historical Market (2018-2024)6.3 Italy Laptop Market Forecast (2025-2034)7 Italy Laptop Market by Type7.1 Traditional7.2 2-in-1 8 Italy Laptop Market by Screen Size8.1 Up to 10.9" Inch8.2 11" to 12.9" Inch8.3 13" to 14.9" Inch8.4 15.0" to 16.9"8.5 More than 17" 9 Italy Laptop Market by Price9.1 Up to USD 5009.2 USD 501 to USD 10009.3 USD 1001 to USD 15009.4 Others 10 Italy Laptop Market by End Use10.1 Personal10.2 Business10.3 Gaming 11 Italy Laptop Market by Region11.1 North-West11.2 North-East11.3 Central11.4 South 12 Market Dynamics12.1 SWOT Analysis12.1.1 Strengths12.1.2 Weaknesses12.1.3 Opportunities12.1.4 Threats12.2 Porter's Five Forces Analysis12.2.1 Supplier's Power12.2.2 Buyer's Power12.2.3 Threat of New Entrants12.2.4 Degree of Rivalry12.2.5 Threat of Substitutes12.3 Key Indicators of Demand12.4 Key Indicators of Price13 Competitive Landscape13.1 Supplier Selection13.2 Key Global Players13.3 Key Regional Players13.4 Key Player Strategies13.5 Company Profiles13.5.1 Apple Inc.13.5.2 Samsung Electronics Co., Ltd.13.5.3 Microsoft Corporation13.5.4 Schenker Technologies GmbH13.5.5 ASUSTeK Computer Inc.13.5.6 HP Inc.13.5.7 Dell Inc.13.5.8 Acer Inc.13.5.9 Micro-Star INT'L Co., Ltd.13.5.10 Razer Inc.13.5.11 Others For more information about this report visit About is the world's leading source for international market research reports and market data. We provide you with the latest data on international and regional markets, key industries, the top companies, new products and the latest trends. Attachment Italian Laptop Market CONTACT: CONTACT: Laura Wood,Senior Press Manager press@ For E.S.T Office Hours Call 1-917-300-0470 For U.S./ CAN Toll Free Call 1-800-526-8630 For GMT Office Hours Call +353-1-416-8900Error in retrieving data Sign in to access your portfolio Error in retrieving data Error in retrieving data Error in retrieving data Error in retrieving data

'It's time to stop managing storage and start managing data.' Charles Giancarlo, Pure Storage CEO
'It's time to stop managing storage and start managing data.' Charles Giancarlo, Pure Storage CEO

Tahawul Tech

timea day ago

  • Business
  • Tahawul Tech

'It's time to stop managing storage and start managing data.' Charles Giancarlo, Pure Storage CEO

Pure Storage has introduced the Enterprise Data Cloud (EDC), a bold new standard in data and storage management simplicity that enables organizations to focus on business outcomes, not infrastructure. Fuelled by AI, data volumes are rising and business demands are evolving faster than ever. Traditional storage models create fragmentation, silos, and uncontrolled data sprawl. Organizations must adapt by shifting their mindset from managing storage to understanding how, where, and why their data is used. This will empower companies to reduce risks, costs, and operational inefficiencies. Solving the Problem of Data Management with an Enterprise Data Cloud An EDC is an industry-changing architectural approach to data storage and management. It gives organizations the ability to easily manage their data across their estate with unrivaled agility, efficiency and simplicity. With an EDC architecture, IT teams centrally manage a virtualized cloud of data with unified control — spanning on-premises, public cloud, and hybrid — enabling intelligent, autonomous data management and governance across the entire environment. Delivering the Enterprise Data Cloud with the Pure Storage Platform With an EDC architecture, organizations are better equipped to manage data at scale, reducing risk, and gaining increased control and insight across all environments. Redefining how data is delivered, governed, and consumed, the Pure Storage platform allows customers to build out their own EDC. The platform gives organizations the ability to unify data from across their estate into a virtualized cloud of data that is governed by an intelligent control plane for easy management, and delivered as a service. 'It's time to stop managing storage and start managing data. With AI increasing the potential value of enterprise data, and cyber-threats imperiling it, data storage architectures and the tools for managing data have not kept pace. Only Pure Storage has innovated an architectural approach that enables enterprise customers to manage their global data estate. Pure Fusion allows customers to create their own global Enterprise Data Cloud empowering them to manage their data with the control, automation and tracking needed to lead in a data-driven world,' said Charles Giancarlo, Chairman and CEO, Pure Storage. At the heart of this autonomous platform is Pure Fusion™, unifying storage as a pool of adaptable resources. Pure Fusion is natively built into the arrays, which are self-discoverable so they can automatically discover a broader fleet without requiring in-depth storage admin configuration. Administrators can manage the fleet from any system because every array is an endpoint. NEW: Pure Fusion with Workload Automation Pure Fusion now has presets and remote provisioning for fleetwide file, block and object. Admins have increased flexibility based on the specific needs of each workload and no longer need to pre-plan and tune deployments, which reduces risk of non-compliance and improves resiliency by ensuring that workloads are provisioned correctly from the beginning. Reducing the Risk of Human Error and Strengthening Security Today, enterprises struggle with increased risk, lack of compliance and inefficiencies resulting from manual operations around provisioning, migration and more. To eliminate these issues, automation spans the full stack of the platform with policy-driven orchestration and self-service capabilities. Built-in compliance and improved cyber resilience embedded across the platform further minimize risk through security and governance policies. These new capabilities completely redefine intelligent storage management. NEW: Workflow Orchestration The Pure Storage platform now delivers orchestrated workflows that can be deployed across the entire IT environment. Built on the thousands of existing connectors to third-party applications including Cisco, Microsoft, VMware, ServiceNow and Slack, presets and application 'recipes' can be easily deployed across storage, compute, network, database and application configurations. Customers will be able to run pre-set recipes or build custom ones specific for their environment, or utilize partner recipes for application to infrastructure automation. NEW: World Class Anomaly Threat Detection with Rubrik Security Cloud Rubrik is the first cyber recovery partner to integrate with Pure Fusion and its new workflow orchestration, streamlining cyber recovery across data environments. When Rubrik Security Cloud detects a threat, Pure Fusion automates the tagging of indelible SafeMode snapshots with Rubrik's ransomware scanning — pinpointing clean data for fast restore. For surgical or granular recovery needs, Rubrik backups provide a secondary path. Managed through Pure1 Workflow Automation, this integration reduces manual effort, improves compliance, and delivers near-zero RTO — so organizations can recover quickly and confidently with minimal disruption. NEW: CrowdStrike LogScale and Pure Storage Hunt Threats and Retain Logs CrowdStrike and Pure Storage have partnered to deliver the first validated on-premises storage solution specifically optimized for Falcon LogScale deployments. Combining Pure Storage's resilient, secure, high-performance storage infrastructure with Falcon LogScale's powerful log analytics, instant search, and security capabilities, organizations gain unmatched scalability and accelerated threat detection, hunting, investigation and response — while maintaining the control of on-premises, self-hosted environments. NEW: Pure Protect VMware to VMware Recovery Now offering recovery for VMware to VMware, in addition to recovery to AWS, on-premises to cloud, and self-service disaster recovery assessments, Pure Protect™ is designed for today's hybrid environments, streamlining recovery workflows with on-demand recovery and flexible failover options so customers can cost-effectively maintain business continuity. NEW: AI Copilot is now Generally Available The AI Copilot is an always-on assistant that delivers personalized, fleet-aware insights — with agents available for topics including security information, performance issues, digital commerce, sustainable operations, and support center. Matt Kimball, Vice President & Principal Analyst, Moor Insights & Strategy, noted, 'Pure's Enterprise Data Cloud represents a tangible shift in how enterprises manage data and represents real change at the architectural level. By abstracting the complexity of hybrid environments into a unified, policy-driven platform, Pure is enabling organizations to bring clarity and control to data management at scale. With automation, intelligence, and simplicity built in, Pure is delivering on the vision of an enterprise data cloud in a way that's actionable today. It's a bold, thoughtful approach — and one that sets a new bar for the industry.' The full benefits of an Enterprise Data Cloud require a platform created from the ground up to enable this model. Pure Storage brings together infrastructure, intelligence, and integrated services into one consistent experience.

Jabil (JBL) Jumps 8.9% on $500M AI Expansion
Jabil (JBL) Jumps 8.9% on $500M AI Expansion

Yahoo

time2 days ago

  • Business
  • Yahoo

Jabil (JBL) Jumps 8.9% on $500M AI Expansion

Jabil Inc. (NYSE:JBL) is one of the . Jabil Inc. rallied by 8.89 percent on Tuesday to end at $196.89 apiece following news that it would invest $500 million over the next several years for the expansion of cloud and AI data center infrastructure in the US. The commitment will enable new large-scale manufacturing capabilities, capital investments, and workforce development. 'This initiative is a key element of our long-term strategy to diversify our commercial portfolio and strengthen Jabil's presence in the US,' said Jabil Inc. (NYSE:JBL) CEO Mike Dastoor. A technician overseeing an application-specific integrated circuit design, etched on a metallic plate. 'While the geopolitical landscape remains dynamic, our position as a US-based company with a significant domestic footprint enables us to help the world's leading brands navigate challenges with agility and resilience,' he added. Based in St. Petersburg, Florida, Jabil has 30 sites across the United States including automation, robotics, and process optimization. These facilities support demand for production at scale across industries. While we acknowledge the potential of JBL as an investment, our conviction lies in the belief that some AI stocks hold greater promise for delivering higher returns and have limited downside risk. If you are looking for an extremely cheap AI stock that is also a major beneficiary of Trump tariffs and onshoring, see our free report on the best short-term AI stock. READ NEXT: 20 Best AI Stocks To Buy Now and 30 Best Stocks to Buy Now According to Billionaires. Disclosure: None. This article is originally published at Insider Monkey. Error in retrieving data Sign in to access your portfolio Error in retrieving data Error in retrieving data Error in retrieving data Error in retrieving data

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