Data & Cloud Infrastructure Services M&A

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In short

Cloud migration, data engineering, and DevOps services firms are being bought for one reason: enterprises need their data ready for AI. Cloud infrastructure spending reached $143 billion in Q2 2026, up 43% year over year, and strategics such as Cognizant, IBM, and Insight have bought specialist Azure, Snowflake, and Google Cloud partners. No provider publishes a lower-middle-market multiple for this niche; the closest proxy, Mergermarket deal data compiled by Aventis Advisors, puts data and analytics services at a 16.3x median EBITDA and cloud services at 8.1x, on small samples.

  • $143B[1]

    Cloud infrastructure services spending, Q2 2026

    Up 43% year over year, the fastest growth rate in eight years (SRG Research)

  • 16.3x[2]

    Median EV/EBITDA, data & analytics services deals (proxy)

    27 disclosed deals, median deal size $50M, 2015 to mid-2026 (Mergermarket data via Aventis Advisors)

  • 8.1x[2]

    Median EV/EBITDA, cloud services deals (proxy)

    Only 13 disclosed deals; interquartile range 6.9x-20.0x

  • $0-$390M[5]

    Earn-out range on Insight's SADA acquisition

    On top of about $398.6M in cash for the Google Cloud partner (Insight 10-K)

  • 66.4%[9]

    Professional services billable utilization, 2025

    Lowest in SPI Research's survey history, against a 75% target

M&A activity snapshot

Demand for cloud and data work is growing faster than at any point in eight years. SRG Research reports that enterprise spending on cloud infrastructure services reached $143 billion in Q2 2026, up 43% year over year. It also reports Q2 market shares of 28% for Amazon, 20% for Microsoft, and 15% for Google. Those three ecosystems define where cloud services firms build their practices.

Deal data for this niche is thin. No major provider tracks cloud migration or data engineering firms as a separate category, and few deals disclose terms. Aventis Advisors notes that fewer than 10 IT services deals in H1 2026 had a disclosed EV/EBITDA multiple in Mergermarket. The pattern is clearer in named transactions: large IT services firms are buying specialist partners of a single cloud or data platform.

Who is buying

Global IT services firms. Cognizant agreed to buy 3Cloud, one of the largest independent Microsoft Azure services providers and a Gryphon Investors portfolio company, to strengthen its role in enterprise AI readiness. The deal added 1,000+ Azure experts and engineers and 1,500+ Microsoft certifications. Terms were not disclosed.

IBM and other consulting arms. IBM acquired Hakkoda, an Elite Snowflake partner and data consultancy, to help clients get their data ready for AI. Financial details were not disclosed.

Large resellers moving into services. Insight Enterprises bought Google Cloud partner SADA to grow its cloud services business. Its 10-K reports a cash price of about $398,589,000 plus earn-outs ranging from $0 to $390,000,000 through 2027.

Private equity. The 3Cloud sale shows the PE path: a sponsor builds a scaled partner of one hyperscaler, then sells to a strategic. Smaller firms are add-on candidates for those platforms.

What buyers look for

Depth in one ecosystem. Each acquirer above bought depth in a single platform: Azure for 3Cloud, Snowflake for Hakkoda, Google Cloud for SADA. Partner tier is the proof. AWS Premier tier requires 25 AWS certified individuals and 50 launched opportunities with total monthly recurring revenue of at least $50,000. Microsoft designations require a partner capability score of at least 70 out of 100 points, with every metric above zero.

Services revenue, not resale. Rackspace says its public cloud segment's margins are lower because infrastructure resale revenue comes at significantly lower margins. The same filing notes these consumption-based contracts can be canceled at any time without penalty. Buyers strip resale out and value the services gross profit.

Exposure to a growing platform. Snowflake's 10-K reports net revenue retention of 125% and 733 customers with more than $1 million of trailing product revenue, and says partners source leads and close transactions. A partner tied to a platform with that kind of consumption growth inherits the tailwind.

What makes a strong company

Valuation and deal structure

No provider publishes a lower-middle-market multiple for data and cloud services firms. The closest proxy is Mergermarket deal data compiled by Aventis Advisors, an M&A advisory boutique. It shows data and analytics services at a median 2.2x EV/revenue and 16.3x EV/EBITDA, the highest of any IT services subsector. Cloud services sit at a median 1.4x revenue and 8.1x EBITDA, and value-added resellers at 0.5x revenue.

Read those as directional. The EBITDA medians rest on 27 data and analytics deals and 13 cloud services deals since 2015. Aventis's overall IT services median was 10.4x EV/EBITDA across a larger sample.

Earnouts can be large. In the SADA deal, the earn-out range of $0 to $390,000,000 was close to the cash price itself. Sellers should expect contingent pay tied to post-close growth. To see where a specific business might land, use the valuation tool.

Outlook

The AI buildout is pulling services demand behind it. Google Cloud revenue grew 82% to $24.8 billion in Q2 2026, and Meta expects 2026 capital expenditures of $130-145 billion. SRG Research says GenAI-specific cloud services are growing at 165% year over year.

Expect strategics to keep buying data-readiness capability over the next 12-24 months. The risk is in consumption: Snowflake's own 10-K flags customer optimization that reduces usage. Firms with managed services contracts will hold value better than pure migration shops.

For the broader picture, see the Technology & IT Services overview, the MSP page, and why vertical-focused buyers source differently.

Other Technology & IT Services subindustries

Frequently asked questions

What multiple do cloud and data consulting firms sell for?

There is no lower-middle-market series for this niche. The closest proxy, Mergermarket deal data compiled by Aventis Advisors, shows a median 16.3x EV/EBITDA for data and analytics services and 8.1x for cloud services, based on only 27 and 13 disclosed deals. Treat both as directional.

Does my AWS or Microsoft partner status affect valuation?

Yes, because it takes years to rebuild. AWS Premier tier requires 25 certified individuals and 50 launched opportunities totaling at least $50,000 in monthly recurring revenue. Microsoft designations require a partner capability score of at least 70 points.

Does cloud resale revenue count toward my valuation?

It counts for much less than services revenue. Rackspace's 10-K says infrastructure resale comes at significantly lower margins, and the Aventis data shows value-added resellers at a 0.5x median revenue multiple versus 2.2x for data and analytics services. Report services gross profit separately.

Are earnouts common in cloud services deals?

They are in the disclosed examples. Insight paid about $398.6 million in cash for SADA, with earn-outs ranging from $0 to $390 million through 2027, so a large share of the possible price depended on post-close results.

Sources

  1. Q2 Cloud Market Passes $143 Billion; Highest Growth Rate in Eight Years — SRG Research (srgresearch.com), 2026-07 (accessed 2026-10-03)
  2. IT Services Valuation Multiples: 2015-2026 — Aventis Advisors (Mergermarket data), 2026-07-30 (accessed 2026-10-03)
  3. Cognizant to Acquire 3Cloud — Cognizant, 2025-11-13 (accessed 2026-10-03)
  4. IBM Acquires Hakkoda Inc., Expanding Data Expertise to Fuel Clients' AI Transformations — IBM, 2025-04-07 (accessed 2026-10-03)
  5. Insight Enterprises Annual Report on Form 10-K, FY2023 — Insight Enterprises (SEC EDGAR), 2024-02 (accessed 2026-10-03)
  6. AWS Services Partner Tiers — Amazon Web Services, 2026 (accessed 2026-10-03)
  7. Partner capability score — Microsoft Learn, 2026 (accessed 2026-10-03)
  8. Rackspace Technology Annual Report on Form 10-K, FY2025 — Rackspace Technology (SEC EDGAR), 2026-03-06 (accessed 2026-10-03)
  9. Professional services benchmarks (SPI Research) — Deltek, reporting SPI Research, 2026 (accessed 2026-10-03)
  10. Snowflake Inc. Annual Report on Form 10-K, fiscal year ended January 31, 2026 — Snowflake Inc. (SEC EDGAR), 2026-03 (accessed 2026-10-03)
  11. Alphabet Announces Second Quarter 2026 Results (Form 8-K, Exhibit 99.1) — Alphabet Inc. (SEC EDGAR), 2026-07-22 (accessed 2026-10-03)
  12. Meta Reports Second Quarter 2026 Results (Form 8-K, Exhibit 99.1) — Meta Platforms (SEC EDGAR), 2026-07-29 (accessed 2026-10-03)

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