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AI Data Centres and Compute Governance in Australia

Purpose: Track Australia's emerging policy for large data centres and AI compute infrastructure Audience: Government, infrastructure, energy, technology, risk and community leaders | Time: 20-25 minutes

Current status — 23 July 2026

Australia does not yet have a legislated national AI data centre standard. The Australian Government published voluntary Data Centre Expectations on 23 March 2026 and announced on 15 July 2026 that it intends to legislate Australian Standards for AI covering large data centres and AI training.

National Cabinet is expected to consider the approach in August 2026, with legislation expected in early 2027. The final coverage, thresholds, duties, regulators and commencement arrangements have not been published. The announcement does not itself create new legal obligations.

Data centres are the physical infrastructure behind cloud services and modern AI. Large AI facilities can concentrate substantial demand for electricity, grid connections, cooling water, land and specialist equipment. They can also support domestic computing capacity, research, skilled employment and investment in new energy infrastructure.

The policy question is therefore broader than energy efficiency. Compute governance asks how access to large-scale computing infrastructure should be planned, monitored and governed so its benefits, costs and risks align with Australia's interests.

This page focuses on large new or expanded data centres, hyperscale facilities and large-scale AI compute centres. SafeAI-Aus does not maintain its own facility registry; the external directories below provide broader market coverage. This page is not a guide to small on-site server rooms.

Why this issue has accelerated

The Australian Energy Market Operator (AEMO) describes data centres as one of the fastest-growing sources of electricity demand in the National Electricity Market and Wholesale Electricity Market. As at the end of March 2026, 11 large projects above 5 MW, representing 5.4 GW of maximum demand, were progressing through the NEM transmission connection process. AEMO's 2025 assumptions projected data centre consumption reaching about 12 TWh, or 6% of grid-supplied electricity, by 2030, then about 34 TWh, or 12%, by 2050. These are planning projections rather than guaranteed outcomes.

Water demand varies significantly with facility size, cooling technology, climate and use of recycled water. Infrastructure Australia's 2026 analysis estimated that a 250 MW hyperscale facility could use 0.88-5.5 GL of water annually, depending on water-use effectiveness. Local impacts matter because demand may be concentrated in water-constrained urban or regional systems.

At the same time, well-planned facilities can:

  • underwrite new electricity generation and storage
  • provide some demand flexibility where non-urgent workloads can be shifted, although AEMO expects facilities overall to operate as relatively inflexible loads
  • strengthen domestic access to computing capacity
  • support research, start-ups and specialised technical work
  • improve resilience and data sovereignty for selected Australian workloads

The outcome depends on location, design, contracts, operating behaviour and transparent coordination with infrastructure providers and communities.

Australian policy timeline

Date Development Legal effect as at 23 July 2026
27 November 2025 Victoria announced its Sustainable Data Centre Action Plan, subsequently published under the state's AI Mission Statement. State coordination and investment framework; it does not itself create a new statutory approval regime.
March 2026 NSW published a Data Centre Consultation Paper to develop principles for sustainable and equitable investment. Consultation paper rather than a final strategy; the consultation has closed and the policy position remains under development.
23 March 2026 The Department of Industry, Science and Resources published five national Expectations of data centres and AI infrastructure developers. Non-binding expectations used to inform Commonwealth prioritisation and coordination. Existing laws continue to apply.
June 2026 South Australia published its Data Centre Strategy and committed to consult on a proposed Data Centre and AI Infrastructure Act. Strategy and policy commitment; the proposed Act has not been enacted.
15 July 2026 The Prime Minister announced planned Australian Standards for AI for large data centres and AI training. The Office of AI was established in PM&C. Policy announcement only; no new statutory duties commenced.
August 2026 National Cabinet is expected to consider the national approach. Future milestone; outcome not yet known.
Early 2027 The Government expects the standards to be legislated. Target only; subject to design, intergovernmental agreement and Parliament.

The five national Data Centre Expectations

The March 2026 expectations apply to new or expanded developments, including co-location sites, hyperscale operations and large-scale AI compute centres. They do not apply to small edge or on-site enterprise data centres. The Government says aligned proposals will receive priority in Commonwealth regulatory assessments, but the expectations do not replace national, state, territory or local laws.

Expectation What the published guidance asks developers and operators to consider
1. Prioritise Australia's national interest National security, data sovereignty, protection of sensitive information, resilience, local community benefit and constructive engagement.
2. Support Australia's energy transition Secure new clean generation or storage, meet an appropriate share of connection costs, improve efficiency and emissions performance, and support grid security through demand flexibility and consumption data.
3. Use water sustainably and responsibly Engage early with utilities, communities and First Nations peoples; select secure and locally appropriate sources; use efficient cooling and non-potable or circular water where possible; report water use and efficiency.
4. Invest in Australian skills and jobs Create fair, safe and secure work and invest in apprenticeships, training and a domestic workforce pipeline.
5. Strengthen research, innovation and local capability Provide favourable compute access for Australian start-ups, researchers and not-for-profits; locate engineers and researchers in Australia; invest in local supply chains.

These expectations describe the Government's intended social licence for major projects. They should not be read as a complete approvals checklist or as proof that a particular development complies with applicable law.

Proposed Australian Standards for AI

The 15 July 2026 announcement says the future national framework will build on the Data Centre Expectations. The Government proposes legal obligations requiring large data centres to:

  • underwrite their own new power supply
  • pay their full share of grid connection costs
  • reduce power when needed to strengthen the grid
  • be as water-efficient as possible

The Government also says it will work with states and territories to ensure large data centres are built in appropriate locations and with input from local communities.

The Office of AI within the Department of the Prime Minister and Cabinet is coordinating design of the framework across government. Official material also connects the framework with AI training and copyright protection for Australian creators, but the mechanism and precise relationship between infrastructure obligations and training rules have not yet been published.

Do not confuse infrastructure standards with general AI guidance

The proposed standards do not make the Guidance for AI Adoption (AI6) or the Voluntary AI Safety Standard mandatory for every organisation using AI. AI6 remains general, non-binding governance guidance, while the announced framework is directed principally at large data centres and AI training.

State approaches

Victoria and South Australia have published dedicated state-level plans. NSW has published a consultation paper and is still developing its policy position. Other states and territories may address data centres through broader planning, energy, digital or investment policies without a dedicated published strategy.

Jurisdiction Published document Status at 23 July 2026 Main emphasis
Victoria Sustainable Data Centre Action Plan Published action plan Coordinated infrastructure, sustainable energy and water, workforce and investment facilitation
New South Wales Data Centre Consultation Paper Consultation closed; final policy position not yet published Infrastructure costs, energy and water efficiency, transparent assessment, planning and community needs
South Australia Data Centre Strategy Published strategy; proposed Act not enacted Legislation, accelerated approvals, energy and water coordination, security and local capability

Victoria: Sustainable Data Centre Action Plan

Victoria announced its Sustainable Data Centre Action Plan on 27 November 2025 and publishes it as a whole-of-government framework under the state's AI Mission Statement. The Victorian Government describes the plan as primarily an internal coordination framework for well-managed, efficient and sustainable sector growth.

Its five areas are:

  1. Coordinate infrastructure, land and connectivity information
  2. Support energy innovation and grid readiness
  3. Plan for sustainable water security and management
  4. Develop a skilled and future-ready workforce
  5. Strengthen government leadership and coordination

The action plan is focused on planning, coordination and investment certainty. It should not be read as creating standalone statutory duties for developers or replacing existing Victorian approval processes.

See the Victorian Government Sustainable Data Centre Action Plan.

New South Wales: consultation and policy development

The NSW Government's Data Centre Consultation Paper, published in March 2026, proposes five principles for developing the state's policy position:

  1. Data centre investment should support a wider technology ecosystem, jobs and economic growth
  2. Developers and operators should fund additional infrastructure requirements so households do not bear the costs
  3. Facilities should use energy, water and environmental resources efficiently and sustainably
  4. Approval and compliance should be based on reliable and transparent data
  5. Planning and regulatory settings should reflect facility size, location and community needs

The consultation period has closed. The paper says feedback will inform a transparent assessment framework and updates to the NSW Government's policy position. It is therefore a policy-development document, not a final state strategy or a source of new legal duties. The NSW Planning website separately describes existing data-centre approval pathways.

See the NSW Data Centre Consultation Paper (March 2026) and NSW data-centre planning framework.

South Australia: a detailed state strategy

South Australia's Data Centre Strategy, published in June 2026, provides a detailed state-level case study. It combines investment facilitation with proposed controls over energy, water, security and public benefit.

The strategy has six parts:

  1. Develop a Data Centre and AI Infrastructure Act
  2. Activate the Coordinator-General to coordinate and accelerate major developments
  3. Use a dedicated planning pathway for data centres designated as essential infrastructure
  4. Coordinate large-scale renewable energy development
  5. Secure strategic industry partnerships
  6. Expand AI research and commercialisation

The proposed Act would be developed through public and industry consultation. The strategy says this process will consider:

  • staged approvals and coordinated assessment pathways
  • matching new demand with new, firmed electricity supply
  • operational adjustments for network stability
  • transparency about energy use and fair allocation of network costs
  • water-supply planning, efficient cooling and monitoring material changes in water use
  • cybersecurity, information sharing and national-interest alignment
  • local jobs, skills, supply chains and access to compute

South Australia has already activated planning mechanisms under existing state legislation, including use of the Coordinator-General and a Crown Sponsorship pathway. Those existing mechanisms should be distinguished from the proposed new Act, whose detailed obligations have not yet been drafted or enacted.

See the South Australian Government Data Centre Strategy (June 2026) and our broader state and territory AI resources.

The governance questions that matter

Area Questions for decision-makers
Power supply Is new generation or storage genuinely additional? Who bears connection and network-upgrade costs?
Grid operation Can the facility respond predictably during disturbances or periods of system stress? Which workloads can be shifted without undermining essential services?
Water Which water source and cooling method will be used? How does consumption change during heat or drought? Is potable water being displaced where suitable alternatives exist?
Location and planning Is the site close to appropriate energy, water and network capacity? What cumulative impacts arise when several facilities locate in the same region?
Community benefit What employment, training, infrastructure or enduring local benefits are committed—not merely forecast? How will affected communities participate?
Security and resilience How are physical access, cyber risk, sensitive data and service continuity managed? Are critical customers concentrated in one facility or provider?
Sovereignty and access Who owns and controls the infrastructure? Which Australian researchers, businesses and public-interest projects can obtain compute, and on what terms?
Transparency Will operators disclose energy and water performance, demand-flexibility capability, incidents and delivery against community commitments?
AI training What models or workloads are supported, what data is used and what safety, security or copyright requirements apply? These details remain unresolved in the proposed national framework.

What applies now

The emerging national, Victorian, NSW and South Australian approaches sit alongside existing requirements. Depending on the project, these may include planning and environmental approvals, electricity and water connection requirements, privacy, cybersecurity, foreign investment, critical-infrastructure and workplace laws. Applicability depends on the facility, entities, customers, location and services involved.

For operational environmental performance, NABERS Energy for Data Centres provides an existing Australian rating system based on measured performance. Its ratings cover IT equipment, data centre infrastructure or a whole facility, depending on who controls the equipment and supporting services. A NABERS rating is useful evidence of performance, but it does not by itself demonstrate compliance with every approval or future AI infrastructure standard.

Organisations buying cloud or AI services can also use the AI Vendor Evaluation Checklist to ask about data location, security, resilience, energy and supplier controls.

Australian data centre directories

No single public directory provides a definitive count of Australian data centres. Sources differ in whether they count individual buildings, campuses, cloud regions, edge facilities and proposed projects. These four sources provide complementary starting points:

Directory Best used for Important limits
Hosting Certification Framework — Certified Service Providers The authoritative Australian Government list of facilities and enclaves certified for government hosting. Covers certified providers rather than the whole Australian market. The framework is undergoing reform.
Data Center Map — Australia Broad, freely accessible coverage organised by Australian city and facility. A commercial directory with expansive coverage; listing counts should not be treated as the number of operational large data centres.
Scrutica Facility Directory — Australia Research, source provenance and downloadable data. Estimates and conflicting values are identified in the interface. Combines several public datasets and includes multiple facility types; some values are modelled or inferred rather than operator-reported.
Baxtel — Australian Data Centre Market Industry research on operators and project stages, including operational, construction and planned facilities. Commercial market intelligence; some detailed data requires an account or paid dataset.

Use directory listings as a starting point

Inclusion in a directory does not demonstrate planning approval, government certification, environmental performance or compliance. Verify material claims against current operator disclosures, planning records and government sources.

What to watch next

  • The outcome of National Cabinet consideration in August 2026
  • Draft legislation, consultation papers or impact analysis for the Australian Standards for AI
  • Definitions and thresholds for a large AI data centre, AI training facility or expanded development
  • Which regulators and approval bodies will verify energy, water, security and community requirements
  • How federal standards will interact with state planning, energy and water regimes
  • Delivery and further detail under Victoria's Sustainable Data Centre Action Plan
  • NSW's final policy position following its March 2026 consultation
  • Consultation and drafting of South Australia's proposed Data Centre and AI Infrastructure Act
  • AEMO and Australian Energy Market Commission work on large inverter-based load connections
  • Whether reporting requirements use common measures such as power usage effectiveness, water usage effectiveness and demand-response capability

This page will be reviewed after material government announcements. Until detailed legislation is published, treat timelines and proposed requirements as provisional.

Official sources

Disclaimer & Licence

Disclaimer: This page provides general information and is not legal, planning, engineering or investment advice. Requirements differ by project and jurisdiction. Verify current obligations with the relevant regulator, network, utility and professional advisers.

Licence: Licensed under Creative Commons Attribution 4.0 (CC BY 4.0). You are free to copy, adapt and redistribute with attribution: "Source: SafeAI-Aus (safeaiaus.org)"