#service-scaling
#service-scaling

Panel: Taking Architecture Out of the Echo Chamber

Architecture's importance is growing, necessitating a shift in practice to avoid past mistakes and engage with broader conversations.

Science

fromSilicon Canals

9 hours ago

SpaceX, Amazon, and Google want orbital data centers - four engineering barriers reveal who really benefits - Silicon Canals

Orbital data centers will concentrate AI infrastructure power among a few dominant companies, limiting access for smaller competitors and national regulators.

All shook up, IFS unlocks asset-based pricing for enterprise AI

IFS introduces an outcomes-based pricing model for enterprise AI, aligning software costs with operational assets instead of user counts.

Cursor updates its platform with a focus on autonomous AI agents

Cursor 3 enhances software development by integrating AI agents for collaborative coding, reducing manual programming and streamlining workflows.

Google gives enterprises new controls to manage AI inference costs and reliability

Gemini API introduces Flex and Priority tiers for managing AI inference workloads based on criticality and cost.

Venture

fromTNW | Tech

How NinjaOne became a $5B challenger in unified IT operations

NinjaOne, valued at $5 billion, addresses the complexity of IT management by consolidating multiple tools into a single platform.

fromMarTech

Martech stacks are holding back sales and marketing teams | MarTech

Sales and marketing alignment remains a challenge, with only 56% of GTM professionals reporting high alignment in their organizations.

Agile

Best Way to Onboard Team To Claude Code

Onboarding a team to Claude Code enhances efficiency in design and development tasks, optimizing its use for prototyping and code reviews.

Productivity

fromFast Company

Many productivity programs solve the wrong problem. This is what leaders should do instead

Organizations face work design problems rather than productivity issues, leading to temporary solutions that fail to address underlying conflicts in problem-solving approaches.

Marketing

fromInc

Is Your Company Focusing on Generative Engine Optimization?

Generative engine optimization (GEO) requires marketers to adapt strategies for AI-driven search, focusing on relevance and collaboration across PR, content, and SEO.

Web development

Cloudflare's new CMS is not a WordPress killer, it's a WordPress alternative

Cloudflare's EmDash is positioned as a secure, flexible alternative to WordPress for modern website building.

Information security

fromSecurityWeek

TeamPCP Moves From OSS to AWS Environments

TeamPCP has exploited compromised credentials to target open source software, leading to significant data exfiltration and supply chain attacks.

Scala

Beyond RAG: Architecting Context-Aware AI Systems with Spring Boot

Context-Augmented Generation (CAG) enhances Retrieval-Augmented Generation (RAG) by managing runtime context for enterprise applications without requiring model retraining.

Data science

Datadog launches Experiments for A/B testing in observability

Datadog Experiments integrates A/B testing and product analytics into a single platform, addressing fragmentation in product development tools.

Online learning

fromeLearning Industry

Microlearning Solutions For Mobile: How L&D Leaders Build Engaging, In-The-Flow-Of-Work Learning

Mobile microlearning solutions effectively address time scarcity and fragmented attention, providing quick, accessible training for modern employees.

Java

Helidon 4.4.0 Introduces Alignment with OpenJDK Cadence and Support via Java Verified Portfolio

Helidon 4.4.0 introduces alignment with OpenJDK, new features, and support for LangChain4j, changing its versioning to match OpenJDK's release cadence.

Digital life

What Fast-Moving Digital Industries Teach Us About Business Agility

Fast-moving industries exemplify business agility by rapidly adapting to trends and customer needs, a practice all businesses should adopt.

fromInside Higher Ed | Higher Education News, Events and Jobs

Snowflake Supports Directory Imports

With this feature, you can bring entire folders, ML models, dbt adapters, utilities, directly into UDxFs and Stored Procedures without zipping, file-by-file bookkeeping, or manual updates.

Django

#ai-technology

Media industry

What's the Endgame of Increased Productivity?

AI technology offers limited utility for knowledge workers despite some helpful applications.

Healthcare

fromNextgov.com

fromInside Higher Ed | Higher Education News, Events and Jobs

VHA, Labor Department tap Salesforce for critical modernization efforts

Federal agencies are using Salesforce's AI technology to enhance customer experience and automate contact center engagement.

Media industry

What's the Endgame of Increased Productivity?

AI technology offers limited utility for knowledge workers despite some helpful applications.

Healthcare

fromNextgov.com

VHA, Labor Department tap Salesforce for critical modernization efforts

Federal agencies are using Salesforce's AI technology to enhance customer experience and automate contact center engagement.

ServiceNow Has Fallen 45%, Wall Street Says Buy Now

ServiceNow is rated Buy with a $125 target, seen as a strong investment opportunity after a significant stock selloff.

#kubernetes

DevOps

Understanding Kubernetes Architecture is a MUST

fromApp Developer Magazine

DevOps

Kubernetes Scared Me Too - Until I Actually Understood It A no-fluff intro for devs who keep

DevOps

Lens Launches MCP Server to Connect AI Coding Assistants with Kubernetes

Lens by Mirantis integrates a Model Context Protocol server, simplifying AI coding assistants' access to Kubernetes clusters.

Kubernetes Autoscaling Demands New Observability Focus Beyond Vendor Tooling

Kubernetes autoscalers like Karpenter require new observability practices focusing on provisioning behavior, scheduling latency, and cost efficiency.

Understanding Kubernetes Architecture is a MUST

Understanding Kubernetes architecture is essential for effective cloud-native deployment and troubleshooting.

Kubernetes Scared Me Too - Until I Actually Understood It A no-fluff intro for devs who keep

Kubernetes simplifies container orchestration, managing deployment, scaling, and traffic routing for applications across multiple servers.

fromApp Developer Magazine

Lens Launches MCP Server to Connect AI Coding Assistants with Kubernetes

Lens by Mirantis integrates a Model Context Protocol server, simplifying AI coding assistants' access to Kubernetes clusters.

Kubernetes Autoscaling Demands New Observability Focus Beyond Vendor Tooling

Kubernetes autoscalers like Karpenter require new observability practices focusing on provisioning behavior, scheduling latency, and cost efficiency.

more#kubernetes

#ai

Kyndryl Launches Service for Managing and Automating AI Agents

Kyndryl launched Agentic Service Management to help organizations prepare IT environments for autonomous AI agents, addressing gaps in current systems.

Box Agent now generally available for enterprise content

Box has launched the Box Agent for Enterprise customers, enabling AI-driven content generation and analysis within existing security frameworks.

From Friction to Flow: How Great DevEx Makes Everything Awesome

AI improves some aspects of software development but also reveals persistent challenges, particularly in deployment times.

Kyndryl Launches Service for Managing and Automating AI Agents

Kyndryl launched Agentic Service Management to help organizations prepare IT environments for autonomous AI agents, addressing gaps in current systems.

Box Agent now generally available for enterprise content

Box has launched the Box Agent for Enterprise customers, enabling AI-driven content generation and analysis within existing security frameworks.

From Friction to Flow: How Great DevEx Makes Everything Awesome

AI improves some aspects of software development but also reveals persistent challenges, particularly in deployment times.

Microsoft rejiggers Intune to give patches time to prove themselves

Microsoft Intune will shift from pushing patches to measuring compliance with defined update standards, emphasizing policy and outcomes over delivery.

fromWIRED

A New Google-Funded Data Center Will Be Powered by a Massive Gas Plant

A pragmatic 'all-of-the-above' strategy is essential for energy, with gas as a critical bridge while investing in renewables.

fromThe Verge

Microsoft's new 'superintelligence' game plan is all about business

Microsoft's Mustafa Suleyman focuses on achieving superintelligence to enhance business productivity through AI advancements.

Remote teams

How SMBs Are Cutting Costs and Scaling Efficiently with Virtual Assistants (2026)

SMBs are reevaluating hiring practices, focusing on the choice between in-house employees and virtual assistants to optimize operational costs.

Venture

fromAlleywatch

Cents Raises $140M to Build the Operating System for the $60B Laundry Industry

Cents provides a fully integrated platform for the laundry industry, transforming operations with modern software solutions and achieving significant market impact.

Business

fromFortune

How Dell reinvented itself as an AI-server powerhouse - and what its CFO is building next | Fortune

Dell Technologies has shifted focus to AI infrastructure, recording significant growth in AI server orders and rethinking finance operations with AI agents.

OpenStack Gazpacho simplifies operations and VMware migrations

OpenStack 2026.1 emphasizes operational simplicity, live migration for VMware workloads, and hardware flexibility, positioning itself as a sovereign alternative to major cloud providers.

#salesforce

Salesforce looks to Slackbot to help solve SaaSpocalypse

Salesforce positions Slack as a central interface for accessing data across rival enterprise applications using AI technology.

fromTechCrunch

Salesforce announces an AI-heavy makeover for Slack, with 30 new features | TechCrunch

Salesforce enhances Slack with AI features, including reusable skills and improved Slackbot capabilities for task automation and integration with external services.

Salesforce looks to Slackbot to help solve SaaSpocalypse

Salesforce positions Slack as a central interface for accessing data across rival enterprise applications using AI technology.

fromTechCrunch

Salesforce announces an AI-heavy makeover for Slack, with 30 new features | TechCrunch

Salesforce enhances Slack with AI features, including reusable skills and improved Slackbot capabilities for task automation and integration with external services.

more#salesforce

Slack's AI updates signal shift towards agent orchestration

Slack is enhancing Slackbot with over 30 features to transform it into a more capable AI agent for orchestrating workflows.

Oracle close to finalizing financing for Michigan data center

Oracle is finalizing $16 billion financing for a new Michigan data center to support AI applications, amid complex funding challenges.

fromTechRepublic

Oracle Slashes Thousands of Jobs While Doubling Down on AI Expansion

Oracle is cutting thousands of jobs to address investor concerns over its AI data center spending and overextension in the market.

Oracle close to finalizing financing for Michigan data center

Oracle is finalizing $16 billion financing for a new Michigan data center to support AI applications, amid complex funding challenges.

fromTechRepublic

fromwww.businessinsider.com

Oracle Slashes Thousands of Jobs While Doubling Down on AI Expansion

Oracle is cutting thousands of jobs to address investor concerns over its AI data center spending and overextension in the market.

more#oracle

Venture

10 power players behind the data center debt boom

The AI boom is driving a significant financing surge for data centers, with major Wall Street firms leading the charge.

fromMarTech

The hidden tradeoffs in moving to a composable martech stack | MarTech

Moving to a composable stack from a monolithic marketing cloud incurs hidden costs in integration, coordination, data management, vendor management, and skill requirements.

22 hours ago

Replacing Database Sequences at Scale Without Breaking 100+ Services

Validating requirements can simplify complex problems, and embedding sequence generation reduces network calls, enhancing performance and reliability.

Kilo targets shadow AI agents with a managed enterprise platform

KiloClaw for Organizations enhances AI agent management with centralized governance, addressing security and compliance concerns for enterprises.

#agentic-ai

AI-driven operating model key to cloud-native, autonomous networks | Computer Weekly

Agentic AI can transform telecom networks if operators establish cloud-native maturity and integrate autonomy while maintaining reliability.

Nutanix introduces platform for large-scale deployment of agentic AI

Nutanix launches Agentic AI software enabling enterprises to deploy autonomous AI agents at scale for complex business processes beyond traditional chatbots.

AI-driven operating model key to cloud-native, autonomous networks | Computer Weekly

Agentic AI can transform telecom networks if operators establish cloud-native maturity and integrate autonomy while maintaining reliability.

Nutanix introduces platform for large-scale deployment of agentic AI

Nutanix launches Agentic AI software enabling enterprises to deploy autonomous AI agents at scale for complex business processes beyond traditional chatbots.

The ERP that doesn't care which AI you use, and why that's smart

NetSuite announced three new AI Connector Service extensions, emphasizing a strategic shift towards openness and integration with external AI models.

fromForbes

Automation Promised Efficiency, But It Also Removed Differentiation

Marketing automation has improved efficiency but led to a lack of differentiation in brand messaging and identity.

Remote teams

fromNextgov.com

Consolidation in a complex and aging enterprise IT environment

Federal agencies must pursue strategic IT consolidation to manage aging legacy systems while modernizing, requiring strong leadership, disciplined planning, and change management beyond technological decisions.

Building enterprise voice AI agents: A UX approach

Voice AI in enterprises needs to prioritize human interaction over technical improvements for effective collaboration.

#artificial-intelligence

Forget the Hype. Here's How AI Is Actually Changing Business Operations

AI is transforming business operations from task automation to strategic decision intelligence.

How Artificial Intelligence Is Changing Business Service Delivery

Artificial intelligence transforms business services delivery by automating workflows, improving efficiency, and enhancing service quality in link-building, digital PR, and SEO operations.

Forget the Hype. Here's How AI Is Actually Changing Business Operations

AI is transforming business operations from task automation to strategic decision intelligence.

more#artificial-intelligence

How Artificial Intelligence Is Changing Business Service Delivery

Artificial intelligence transforms business services delivery by automating workflows, improving efficiency, and enhancing service quality in link-building, digital PR, and SEO operations.

fromTNW | Offers

4 hours ago

NinjaOne free trial. Test the unified IT operations platform

NinjaOne is a unified IT operations platform that consolidates multiple IT management functions into a single cloud-native console.

How Software Overload Is Costing You More Than You Know

Software overload occurs when too many tools create complexity, hindering efficiency; the solution is auditing and consolidating tools for simplicity.

fromAbove the Law

Integrating Technology With Customer Service: Preserving The Human Element - Above the Law

Balancing automation with human connection is essential for exceptional client experiences in legal help desks.

fromForbes

Small Businesses Are Drowning In AI Slop. One Document Stops It

Over half of small businesses use generative AI, but 94% struggle to see measurable benefits due to lack of brand foundation.

#aws

fromAmazon Web Services

DevOps

Streamlining Cloud Compliance at GoDaddy Using CDK Aspects | Amazon Web Services

CDK Aspects enable organization-wide policy enforcement in AWS infrastructure as code, enhancing compliance and security during the development process.

What front-end engineers need to know about AWS

Understanding AWS infrastructure improves front-end debugging and UI performance.

fromAmazon Web Services

Streamlining Cloud Compliance at GoDaddy Using CDK Aspects | Amazon Web Services

CDK Aspects enable organization-wide policy enforcement in AWS infrastructure as code, enhancing compliance and security during the development process.

What front-end engineers need to know about AWS

Understanding AWS infrastructure improves front-end debugging and UI performance.

more#aws

fromSitePoint Forums | Web Development & Design Community

NetSuite Expands AI Connector Service with MCP Apps

Oracle NetSuite enhances its AI Connector Service with new features for easier integration of AI assistants with NetSuite data and workflows.

Enterprises demand cloud value

Businesses are shifting from cost-cutting to establishing centers of excellence and finops to enhance ROI in cloud investments.

Agriculture

Cloud computing

Edge clouds and local data centers reshape IT

Cloud computing is evolving towards a selectively distributed model to address latency, sovereignty, and resilience in smart cities and AI applications.

fromSitePoint Forums | Web Development & Design Community

Enterprises demand cloud value

Businesses are shifting from cost-cutting to establishing centers of excellence and finops to enhance ROI in cloud investments.

Agriculture

Cloud computing

Edge clouds and local data centers reshape IT

Cloud computing is evolving towards a selectively distributed model to address latency, sovereignty, and resilience in smart cities and AI applications.

more#cloud-computing

fromScalac - Software Development Company - Akka, Kafka, Spark, ZIO

SIGNAL: What matters in distributed systems

Akka launches its Agentic AI platform on MCP amidst growing backlash against the protocol from Perplexity's CTO.

Usage-based billing muddles software vendor pricing

Software companies risk revenue loss due to outdated financial systems and challenges in measuring usage-based services, especially with AI integration.

Miscellaneous

fromDevOps.com

I Learned Traffic Optimization Before I Learned Cloud Computing. It Turns Out the Lessons Were the Same. - DevOps.com

Cloud infrastructure requires understanding system behavior and costs to operate effectively at speed, similar to how skilled drivers anticipate conditions rather than simply driving fast.

Observability warehouses, the next structural evolution for telemetry

Observability is essential for real-time insights in cloud systems, helping to reduce downtime and improve performance.

#ibm

Arm works with IBM to deliver flexibility on mainframe | Computer Weekly

IBM and Arm are collaborating to create dual-architecture hardware for enterprise AI and data-intensive workloads.

IBM wants Arm software on its mainframes for AI support

IBM and Arm are collaborating to enhance enterprise systems for AI and data-intensive workloads using Arm chips.

Arm works with IBM to deliver flexibility on mainframe | Computer Weekly

IBM and Arm are collaborating to create dual-architecture hardware for enterprise AI and data-intensive workloads.

IBM wants Arm software on its mainframes for AI support

IBM and Arm are collaborating to enhance enterprise systems for AI and data-intensive workloads using Arm chips.

more#ibm

Only 14 percent of companies achieved a high level of cloud maturity

Only 14% of organizations have achieved the highest level of cloud maturity despite AI driving demand for cloud investments.

fromAmazon Web Services

Securely connect AWS DevOps Agent to private services in your VPCs | Amazon Web Services

AWS DevOps Agent enhances operational efficiency by securely connecting to private resources in VPCs, optimizing performance and incident management.

Using Azure Copilot for migration and modernization

Azure Copilot simplifies application migration to Azure while leveraging GitHub Copilot for updates.

Azure's new AI modernization tools

Microsoft's Azure Copilot aids in application migration and modernization, addressing technical debt and improving cloud infrastructure management.

Using Azure Copilot for migration and modernization

Azure Copilot simplifies application migration to Azure while leveraging GitHub Copilot for updates.

Azure's new AI modernization tools

Microsoft's Azure Copilot aids in application migration and modernization, addressing technical debt and improving cloud infrastructure management.

Atlassian's new Jira migration tool slowed down cloudy moves

Atlassian's cloud migration tools were slower than legacy code, requiring architectural redesign and performance optimization to handle large-scale customer migrations.

Harness adds four capabilities to close AI delivery gap

Harness is launching four new capabilities to enhance its Continuous Delivery platform, addressing the gap between code writing speed and release reliability.

from24/7 Wall St.

3 weeks ago

SaaS-Pocalypse: Is Anthropic's New Tool a Death Sentence for Legacy Software?

AI coding agents like Claude Code threaten traditional software development workflows and seat-based licensing models, but legacy software companies shouldn't be dismissed despite disruptive potential.

How to build an enterprise-grade MCP registry

MCP registries are essential for integrating AI agents with enterprise systems, requiring semantic discovery, governance, and developer-friendly controls.

IGEL introduces reference architectures for secure cloud desktops

"For healthcare, government, and contact center environments, reducing risk at the endpoint is essential. By aligning IGEL's immutable endpoint OS and Adaptive Secure Desktop™ with Windows 365 and Microsoft Azure Virtual Desktop, these reference architectures give organizations clear guidance for delivering secured and resilient digital workspaces."

DevOps

fromUnited States Edition

Spotlight report: Accelerating Data Center Modernization

Data center modernization is critical for AI deployment, requiring integrated infrastructure solutions across servers, storage, networking, and security.

3 weeks ago

Drive business productivity through open collaboration, AI and document creation

Open source office suites like ONLYOFFICE offer businesses flexible, cost-effective alternatives to proprietary software with integrated AI control and seamless enterprise application compatibility.

Event-Driven Patterns for Cloud-Native Banking: Lessons from What Works and What Hurts

Event-driven architecture introduces complexity and requires careful implementation, especially in regulated environments, to ensure reliability and system evolution.

6 days ago

ProxySQL Introduces Multi-Tier Release Strategy With Stable, Innovative, and AI Tracks

ProxySQL 3.0.6 introduces a multi-tier release strategy focusing on stability, innovation, and AI capabilities for diverse user needs.

Information security

fromThe Hacker News

DevOps & SaaS Downtime: The High (and Hidden) Costs for Cloud-First Businesses

Relying solely on public cloud and DevOps SaaS platforms increases operational risk as outages, attacks, and Shared Responsibility gaps drive rising downtime and service degradation.

SaaS-pocalypse isn't coming any time soon

AI will not destroy the SaaS market; instead, it creates competitive pricing pressure and differentiation challenges while maintaining cost-benefit analysis for enterprise software decisions.

Cloud at 20: Cost, complexity, and control

Cloud computing has failed to deliver on its promise of simplified IT operations and cost savings, instead creating greater complexity and spiraling expenses for most enterprises.

Do neoclouds mean a world where anything is possible? | Computer Weekly

Neoclouds are emerging GPU-as-a-service providers gaining investment and market attention as alternatives to dominant hyperscalers, filling real demand for AI and large language model training infrastructure.

Rise of AI means companies could pass on SaaS

AI competition from firms like OpenAI and Anthropic threatens vertical SaaS growth, triggering a sharp software-stock sell-off and hundreds of billions in market-value losses.

fromFast Company

Stop trying to replace your servers

Use AI to automate back-of-house operations and integrate tech stacks to preserve guest-facing hospitality while preparing for consumer-facing AI ordering channels.

Build Enterprise-Grade Applications for Just $50

Developers spend more than 60% of their time debugging and maintaining code rather than building new features, Stack Overflow's Developer Survey reports. If you're running a software development team or building applications for your business, you can use Microsoft Visual Studio Pro to streamline coding workflows with an AI-enhanced development environment that reduces debugging time and accelerates deployment cycles. Best of all, Microsoft Visual Studio Professional 2026 is currently available for only $49.99 (reg. $499.99).

Software development

Why cloud migration needs a new approach

Existing cloud-native migration tools, infrastructure-as-code, and governance solutions fail to provide true infrastructure portability, causing multicloud fragmentation and migration friction.

The death of reactive IT: How predictive engineering will redefine cloud performance in 10 years

Predictive engineering enables autonomous, anticipatory cloud operations that prevent outages, optimize resources, and replace reactive war-room operations.

Why hybrid cloud is the future of enterprise platforms

This new reality is forcing organizations to undertake careful assessments before making platform decisions for AI. The days when IT leaders could simply sign off on wholesale cloud migrations, confident it was always the most strategic choice, are over. In the age of AI, the optimal approach is usually hybrid. Having openly championed this hybrid path even when it was unpopular, I welcome the growing acceptance of these ideas among decision-makers and industry analysts.

Artificial intelligence

SaaS isn't dead, the market is just becoming more hybrid

The future will be a blended ecosystem of agent-driven platforms, hybrid pricing, and AI governance where incumbents and AI-native startups coexist.