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For use by professional clients and/or equivalent investor types in your jurisdiction (not to be used with or passed on to retail clients).
Close-up of a data center server rack with hexagonal metal grilles

Insights

Data centres: the credit opportunity beyond hyperscalers

Gregory Turnbull Schwartz
Senior Analyst, Fixed Income

As hyperscalers commit vast sums to data centres, the more compelling story for credit investors may be the manufacturers supplying the physical infrastructure.

The scale of planned investment in data centres is now well understood – basically, whatever it takes. Estimates vary, but over the next few years spending will likely be measured in the trillions of dollars not billions.1

Much of that capital will be committed by hyperscalers such as Apple, Google, Oracle and Amazon among others. And that capital will then flow through to a much wider ecosystem of companies supplying the physical infrastructure required to build and operate data centres: heating, ventilation and air conditioning (HVAC) systems, electronical components, power generation equipment and other critical industry inputs.

For credit investors, this creates an important distinction. The companies funding the data centre build-out are not the only issuers affected by it. Many of the manufacturers providing these component parts are also represented in global credit markets – and, in some cases, in our portfolios. Understanding whether the data centre boom improves their business mix, cash-flow visibility and credit quality – or actually creates a new source of cyclical and customer concentration risk – is therefore directly relevant to portfolio construction and security selection.

Who bears the downside?

The key question is what happens if the boom proves less robust than expected. If demand disappoints, or a significant unexpected technological change occurs, the hyperscalers could be left with stranded assets, write-downs and a loss of credibility. But would the same be true for the diversified manufacturers that have supplied the build-out? Would HVAC companies such as Carrier and Johnson Controls face meaningful credit stress? Would electrical component providers such as Eaton or Schneider Electric be exposed to a sharp deterioration in fundamentals?

And would Caterpillar, which has attracted attention for its role in providing power generation equipment to data centres, become a credit casualty?

A comparison of investment amounts and free cashflow after investment helps us valuate this. Caterpillar probably has the most aggressive data centre-related investment plans among these manufacturers. Its expected capital expenditure for 2026 is around $3.5 billion, an increase of $1.2 billion from the prior year, much of which is likely related to data centres. Their free cashflow was $9.7 billion in 2025. By contrast, Amazon’s capital expenditure was $151 billion in the 12 months to March 2026, an increase of about $50 billion from 2025, while free cashflow moved from a positive $7.7 billion in 2025 to a negative $2.5 billion over the same period.

That difference is telling. For the hyperscalers, data centre investment is a major strategic and financial commitment, in other words an investment outflow. For the diversified manufacturers the exposure is a smaller part of their overall mix, and a source of revenue. Provided these firms do not become overly dependent on data centres, this should be credit positive.

These manufacturers are traditionally viewed as businesses with lower visibility into future sales and cash conversion than, for example, a military contractor with a long-dated government order. All else equal, this lack of visibility can weigh on credit quality because management teams – and investors – have less certainty around future earnings and cash flows. Data centres are different – they have relatively long planning and construction timelines, need critical components, and create demand that has longer visibility and relatively high certainty.

The result could be a longer-term improvement in business quality for HVAC and electronics providers. A data centre opportunity could provide better revenue visibility and useful diversification, assuming it is not entirely correlated with their existing cyclical exposures. This should be supportive of credit fundamentals.

The concentration question

The main caveat is concentration risk. Even if the various data centre projects carry different names, the ultimate source of demand may still be the same small group of hyperscalers. While data centre revenue in the 10%-30% range may be acceptable for a manufacturer, were that to increase above 30% it would require closer scrutiny. Investors would need to ensure they are not effectively owning data centre bonds dressed up in HVAC clothing.

We will therefore continue to monitor capital expenditures of these non-tech firms with data centre exposures. If rising investment were to put a strain on related credit metrics such as free cash flow relative to net debt, the assumption that these firms are ‘safe’ would need to be revisited. At present, however, the most visible free cash flow strain sits with the firms funding the data centre build-out, not with the diversified manufacturers supporting it.

The bottom line

If the data centre boom ultimately proves overextended, hyperscalers could face stranded assets, accounting charges and reputational damage. However, their core businesses should still support robust cash flow. For HVAC and electronics companies, the fundamental downside looks to be limited to manageable revenue revisions.

On that basis, data centre expansion seems to be a more obvious positive driver for diversified manufacturer credit than for the companies making the largest direct investments in the build-out.

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1 Industrial Info Resources, Capital Investments in Data Centers Continue to Soar, 6 May 2026

Important information

For use by professional clients and/or equivalent investor types in your jurisdiction (not to be used with or passed on to retail clients). For marketing purposes.

This document is intended for informational purposes only and should not be considered representative of any particular investment. This should not be considered an offer or solicitation to buy or sell any securities or other financial instruments, or to provide investment advice or services. Investing involves risk including the risk of loss of principal. Your capital is at risk. Market risk may affect a single issuer, sector of the economy, industry or the market as a whole. The value of investments is not guaranteed, and therefore an investor may not get back the amount invested. International investing involves certain risks and volatility due to potential political, economic or currency fluctuations and different financial and accounting standards. The securities included herein are for illustrative purposes only, subject to change and should not be construed as a recommendation to buy or sell. Securities discussed may or may not prove profitable. The views expressed are as of the date given, may change as market or other conditions change and may differ from views expressed by other Columbia Threadneedle Investments (Columbia Threadneedle) associates or affiliates. Actual investments or investment decisions made by Columbia Threadneedle and its affiliates, whether for its own account or on behalf of clients, may not necessarily reflect the views expressed. This information is not intended to provide investment advice and does not take into consideration individual investor circumstances. Investment decisions should always be made based on an investor’s specific financial needs, objectives, goals, time horizon and risk tolerance. Asset classes described may not be suitable for all investors. Past performance does not guarantee future results, and no forecast should be considered a guarantee either. Information and opinions provided by third parties have been obtained from sources believed to be reliable, but accuracy and completeness cannot be guaranteed. This document and its contents have not been reviewed by any regulatory authority.

In Australia: Issued by Threadneedle Investments Singapore (Pte.) Limited [“TIS”], ARBN 600 027 414. TIS is exempt from the requirement to hold an Australian financial services licence under the Corporations Act 2001 (Cth) and relies on Class Order 03/1102 in respect of the financial services it provides to wholesale clients in Australia. This document should only be distributed in Australia to “wholesale clients” as defined in Section 761G of the Corporations Act. TIS is regulated in Singapore (Registration number: 201101559W) by the Monetary Authority of Singapore under the Securities and Futures Act (Chapter 289), which differ from Australian laws.

In Singapore: Issued by Threadneedle Investments Singapore (Pte.) Limited, 3 Killiney Road, #07-07, Winsland House 1, Singapore 239519, which is regulated in Singapore by the Monetary Authority of Singapore under the Securities and Futures Act (Chapter 289). Registration number: 201101559W. This advertisement has not been reviewed by the Monetary Authority of Singapore.

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In the EEA: Issued by Threadneedle Management Luxembourg S.A., registered with the Registre de Commerce et des Sociétés (Luxembourg), No. B 110242 and/or Columbia Threadneedle Netherlands B.V., regulated by the Dutch Authority for the Financial Markets (AFM), registered No. 08068841.

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In the Middle East: This document is distributed by Columbia Threadneedle Investments (ME) Limited, which is regulated by the Dubai Financial Services Authority (DFSA). For Distributors: This document is intended to provide distributors with information about Group products and services and is not for further distribution. For Institutional Clients: The information in this document is not intended as financial advice and is only intended for persons with appropriate investment knowledge and who meet the regulatory criteria to be classified as a Professional Client or Market Counterparties and no other Person should act upon it.

This document may be made available to you by an affiliated company which is part of the Columbia Threadneedle Investments group of companies: Columbia Threadneedle Management Limited in the UK; Columbia Threadneedle Netherlands B.V., regulated by the Dutch Authority for the Financial Markets (AFM), registered No. 08068841.

Columbia Threadneedle Investments is the global brand name of the Columbia and Threadneedle group of companies. © 2026 Columbia Threadneedle. All rights reserved.

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Important information

For use by professional clients and/or equivalent investor types in your jurisdiction (not to be used with or passed on to retail clients). For marketing purposes.

This document is intended for informational purposes only and should not be considered representative of any particular investment. This should not be considered an offer or solicitation to buy or sell any securities or other financial instruments, or to provide investment advice or services. Investing involves risk including the risk of loss of principal. Your capital is at risk. Market risk may affect a single issuer, sector of the economy, industry or the market as a whole. The value of investments is not guaranteed, and therefore an investor may not get back the amount invested. International investing involves certain risks and volatility due to potential political, economic or currency fluctuations and different financial and accounting standards. The securities included herein are for illustrative purposes only, subject to change and should not be construed as a recommendation to buy or sell. Securities discussed may or may not prove profitable. The views expressed are as of the date given, may change as market or other conditions change and may differ from views expressed by other Columbia Threadneedle Investments (Columbia Threadneedle) associates or affiliates. Actual investments or investment decisions made by Columbia Threadneedle and its affiliates, whether for its own account or on behalf of clients, may not necessarily reflect the views expressed. This information is not intended to provide investment advice and does not take into consideration individual investor circumstances. Investment decisions should always be made based on an investor’s specific financial needs, objectives, goals, time horizon and risk tolerance. Asset classes described may not be suitable for all investors. Past performance does not guarantee future results, and no forecast should be considered a guarantee either. Information and opinions provided by third parties have been obtained from sources believed to be reliable, but accuracy and completeness cannot be guaranteed. This document and its contents have not been reviewed by any regulatory authority.

In Australia: Issued by Threadneedle Investments Singapore (Pte.) Limited [“TIS”], ARBN 600 027 414. TIS is exempt from the requirement to hold an Australian financial services licence under the Corporations Act 2001 (Cth) and relies on Class Order 03/1102 in respect of the financial services it provides to wholesale clients in Australia. This document should only be distributed in Australia to “wholesale clients” as defined in Section 761G of the Corporations Act. TIS is regulated in Singapore (Registration number: 201101559W) by the Monetary Authority of Singapore under the Securities and Futures Act (Chapter 289), which differ from Australian laws.

In Singapore: Issued by Threadneedle Investments Singapore (Pte.) Limited, 3 Killiney Road, #07-07, Winsland House 1, Singapore 239519, which is regulated in Singapore by the Monetary Authority of Singapore under the Securities and Futures Act (Chapter 289). Registration number: 201101559W. This advertisement has not been reviewed by the Monetary Authority of Singapore.

In Hong Kong: Issued by Threadneedle Portfolio Services Hong Kong Limited 天利投資管理香港有限公司. Unit 3004, Two Exchange Square, 8 Connaught Place, Hong Kong, which is licensed by the Securities and Futures Commission (“SFC”) to conduct Type 1 regulated activities (CE:AQA779). Registered in Hong Kong under the Companies Ordinance (Chapter 622), No. 1173058.

In Japan: Issued by Columbia Threadneedle Investments Japan Co., Ltd. Financial Instruments Business Operator, The Director-General of Kanto Local Finance Bureau (FIBO) No.3281, and a member of Investment Management Association of Japan and Type II Financial Instruments Firms Association.

In the UK: Issued by Threadneedle Asset Management Limited, No. 573204 and/or Columbia Threadneedle Management Limited, No. 517895, both registered in England and Wales and authorised and regulated in the UK by the Financial Conduct Authority.

In the EEA: Issued by Threadneedle Management Luxembourg S.A., registered with the Registre de Commerce et des Sociétés (Luxembourg), No. B 110242 and/or Columbia Threadneedle Netherlands B.V., regulated by the Dutch Authority for the Financial Markets (AFM), registered No. 08068841.

In Switzerland: Issued by Threadneedle Portfolio Services AG, Registered address: Claridenstrasse 41, 8002 Zurich, Switzerland.

In the Middle East: This document is distributed by Columbia Threadneedle Investments (ME) Limited, which is regulated by the Dubai Financial Services Authority (DFSA). For Distributors: This document is intended to provide distributors with information about Group products and services and is not for further distribution. For Institutional Clients: The information in this document is not intended as financial advice and is only intended for persons with appropriate investment knowledge and who meet the regulatory criteria to be classified as a Professional Client or Market Counterparties and no other Person should act upon it.

This document may be made available to you by an affiliated company which is part of the Columbia Threadneedle Investments group of companies: Columbia Threadneedle Management Limited in the UK; Columbia Threadneedle Netherlands B.V., regulated by the Dutch Authority for the Financial Markets (AFM), registered No. 08068841.

Columbia Threadneedle Investments is the global brand name of the Columbia and Threadneedle group of companies. © 2026 Columbia Threadneedle. All rights reserved.

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