The Ultimate Guide to AI Infrastructure
A curated Kiwi edition of TechDay news, analysis, interviews, reviews, job moves, and related resources for AI Infrastructure.
What to know about AI Infrastructure
AI Infrastructure explores the hardware, software, and systems that make modern artificial intelligence possible. This tag covers everything from compute and storage architectures to networking, data pipelines, and observability stacks that keep AI workloads reliable and efficient.
Stories here dig into practical questions: how to design scalable training and inference clusters, choose between GPUs and emerging accelerators, manage feature stores, and orchestrate distributed workloads. You’ll find discussions of MLOps practices, cost optimization, performance tuning, and the trade-offs behind different infrastructure patterns.
Whether you’re building a new AI platform or evolving an existing stack, this tag helps you understand the components, constraints, and design decisions that sit underneath AI products. Reading these pieces will give you concrete examples, architectural patterns, and lessons learned that you can apply to your own systems.
Kiwi AI Infrastructure News
Regional stories with direct local relevance
Contact & CDC explore 250 MW Stratford data centre
The proposed 250 MW facility could bring fresh jobs and new renewable generation to Taranaki, but it still needs consent, finance and tenants.
New Zealand data centre strategy backs AI expansion
Growing use of cloud and AI is driving demand for local processing, as the sector warns New Zealand risks relying on offshore systems.
Datagrid secures substation kit for Southland AI data centre
Long-lead transformers have been ordered to keep New Zealand's largest AI data centre on track for a late-2027 grid connection.
Companies must adapt to rising AI costs, tech CEO says
Rising token-based charges and compliance risks are forcing firms to monitor AI agents more closely, Fusion5's chief executive says.
SiteHost launches local AI platform for New Zealand
Businesses wary of offshore AI will be able to keep requests in New Zealand, with usage-based billing and no upfront fee.
Train and retain the catch cry to beat skilled labour shortage
Australia and New Zealand are facing tighter construction labour supplies as data centre, defence and Olympic projects drive demand and cost pressure.
Analyst Insights
Research and market analysis connected to AI Infrastructure
Fortinet buys Virtue AI to boost AI security tools
F5 expands AI Gateway to curb costs & secure agents
Hitachi Vantara posts 12% revenue growth on AI demand
Data centre power market set to hit USD $70.94bn by 2034
Tencent rolls out Hy3 internationally for enterprise AI
Featured News
ClickHouse customer base soars on back of AI demand
AI agents are driving a sharp rise in demand for the real-time data platform, which added 1000 customers early in 2026 to top 4000.
John Margerison on the new class of employee: AI managers
Businesses should treat AI like a new hire, as weak oversight could expose sensitive data and leave staff needing fresh skills to stay relevant.
Agentic AI creates enterprise challenge beyond LLM boom
Enterprises face rising costs and governance gaps as thousands of AI agents begin operating alongside staff across multiple systems.
Exclusive: Virtuozzo sees GPU clouds reshape AI infrastructure
AI demand is pushing cloud providers towards GPU-as-a-service models, with efficiency and utilisation emerging as key differentiators.
Marvell targets AI connectivity bottleneck with NVIDIA boost
AI data centres are hitting copper limits, pushing Marvell and Nvidia towards optics as clusters grow larger and more distributed.
Expert Columns
Interviews
Interviews and video coverage from the networkRecent AI Infrastructure News
AI could drive advances that solve the problems it brings, computer scientist suggests
Higher electricity demand from artificial intelligence could be eased if it speeds up more efficient solar panels, batteries and chips.
Physical security guidance for New Zealand data centre hopes
New government guidance warns mega data centres are now critical infrastructure, with a single breach risking banking, logistics and communications.
Asia Pacific at the forefront of AI development
Asia Pacific firms are moving from pilots to GenAI scale-up, with talent shortages and data governance now the main brakes on returns.
NIWA partners with VAST Data to upgrade climate data systems
The National Institute of Water and Atmospheric Research in New Zealand has chosen VAST Data's platform to enhance its climate data management capabilities.
What recent moves in AI mean for infrastructure
Greater investment is needed if AI is to cut costs, speed delivery and ease labour shortages across infrastructure projects.
Building a 15,000km cable from Australia to Chile
A planned link to Chile could give the Asia Pacific and Oceania faster connectivity, as suppliers are asked to price the 15,000 km Humboldt Cable.
New Zealand needs a national strategy for AI
Limited funding means New Zealand risks missing out on AI benefits unless ministers set a coordinated plan for research, safety and growth.
Google Cloud adds four-level AlloyDB ScaNN preview
The preview could let AI search systems handle far larger datasets with p95 latency of 51 milliseconds or less at more than 10 billion vectors.
Google Cloud warns startups on AI scaling pitfalls
Startups risk leaked keys, quota throttling and surprise bills unless they tighten controls as AI prototypes move into production.
NVIDI adds Firefox support to GeForce NOW browser
The browser-only option broadens access to cloud gaming on locked-down Windows devices, with Ultimate members able to stream at up to 1440p and 120 fps.
BrainChip links Akida processors with IBM Symphony
Enterprises could cut GPU use and power costs as the open-source bundle lets Akida neuromorphic chips share IBM's scheduler for inference tasks.
Ramp launches Router.com to route AI model traffic
Developers can now compare AI models on cost and latency through a single interface as Ramp opens its internal routing tool to outside users.
Cloudera adds GPU acceleration to Apache Spark 4.1 pipelines
The new feature could cut Spark job runtimes by up to 4x, easing cloud bills for firms running data-heavy AI and analytics workloads.
Cloudera launches hybrid cloud platform for AI workloads
The platform is aimed at firms struggling to move AI into production while keeping sensitive data in place across mixed environments.
SUSE targets Australia's sovereignty rules with AI roadmap
Compliance hurdles are stalling 43% of enterprise AI projects, as stricter sovereignty and cyber rules reshape Australian infrastructure plans.
Stripe to acquire OpenRouter in AI model gateway deal
The deal could help businesses curb AI spending as model choice, speed and reliability become harder to manage across dozens of providers.
AI buildout drives USD $120 billion data centre surge
Delivery bottlenecks, rather than demand, are now the main risk as AI-fuelled data centre expansion pushes revenue to USD $120 billion by 2030.
Dell'Oro lifts data centre capex forecast on AI demand
AI infrastructure spending is now expected to push worldwide data centre capital expenditure above USD $3 trillion by 2030.
Semtech sets 200G LPO targets for data centre links
Energy savings in dense AI clusters are driving stricter limits on 200G linear pluggable optics, as Semtech targets 10W modules and a 500-metre reach.
Wand AI adds StorONE to cut sovereign AI storage costs
Governments building sovereign AI systems could cut flash spending sharply as StorONE's tiering software is added to Wand AI's ecosystem.