OneLake Integration Could Be A Big Deal For Teradata (TDC)

• On 2 September 2026, Teradata Corporation announced that its Autonomous Knowledge Platform now integrates with Microsoft OneLake, allowing enterprises to run Teradata AI and analytics directly on OneLake data using Apache Iceberg without ETL, duplication, or migration.
• The move embeds Teradata inside the Microsoft Fabric ecosystem and lets customers join Teradata and OneLake datasets in place, which can influence how large enterprises structure data governance, cost control, and AI workload placement across hybrid and multi-cloud setups.
• The focus now turns to how direct Teradata AI access to Microsoft OneLake data might shape the company’s broader investment narrative.

Scan how Teradata's OneLake tie-up fits into a broader AI infrastructure trend by focusing on our hand picked 55 AI infrastructure stocks for potential next candidates riding similar demand.

Teradata Investment Narrative Recap

For Teradata, the big-picture belief is that large enterprises will keep paying for a governed, high performance AI and analytics backbone across hybrid and multi cloud setups. The OneLake integration lines up with that story because it puts Teradata directly where many Microsoft Fabric customers already keep their data. The key near term swing factor remains whether recurring cloud revenue can build fast enough to offset pressure on total sales and services. The main risk stays the same. Ongoing revenue headwinds and intense competition from hyperscalers could still weigh on earnings and limit margin progress.

The OneLake move slots neatly beside Teradata partnerships with players like NVIDIA, ServiceNow and Salesforce that already plug the platform into wider AI and data ecosystems. Together, these connections give the business more routes to win enterprise workloads without owning the entire stack. That matters if cloud ARR growth continues to lean on existing customers rather than steady net new wins. Execution risk does not go away. Teradata still needs to convert these integrations into durable usage, not just one off projects that fade once initial enthusiasm cools.

Even so, there is a less obvious pressure point in the Teradata story that only really becomes clear when you look at ...

Read the full Teradata narrative to see the case behind these numbers.

Teradata's narrative projects US$1.7b revenue and US$102.4m earnings by 2029. This projection assumes revenue remains broadly flat, while earnings decline by about US$318.6m from US$421.0m today.

Teradata's forecasts point to a $34.88 fair value versus a $27.76 share price, indicating a 26% potential upside to its current price that could narrow quickly.

Exploring Other Perspectives

Some of the most optimistic analysts see the Teradata story through a very different lens. They focus on cloud ARR acceleration and were already pencilling in US$1.8b revenue and US$150.8m earnings by 2029 before this Microsoft OneLake integration appeared. That is a far brighter script. Use it as a reminder that views can diverge sharply and that this new update could reshape both the upbeat and the cautious narratives you compare.

To see how other investors are framing the same data, compare these 3 other fair value estimates for Teradata.

Decide For Yourself

Don't just follow the ticker, dig into the data and build a conviction that's truly your own.

• A great starting point for your Teradata research is our analysis highlighting 3 key rewards and 2 important warning signs that could impact your investment decision.
• See our latest analysis for Teradata. The report includes a comprehensive fundamental analysis summarized in a single visual, the Snowflake, making it easy to evaluate Teradata's overall financial health at a glance.

Looking For More Ideas Beyond Teradata?

If this Teradata update has sharpened your view on AI infrastructure, it can help to compare it with other potential opportunities that fit different risk and income profiles. The Simply Wall St Screener gives you a way to scan for stocks that match the kind of balance sheet strength, value tilt, or growth potential you want to focus on next.

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This article by Simply Wall St is general in nature. We provide commentary based on historical data and analyst forecasts only using an unbiased methodology and our articles are not intended to be financial advice. It does not constitute a recommendation to buy or sell any stock, and does not take account of your objectives, or your financial situation. We aim to bring you long-term focused analysis driven by fundamental data. Note that our analysis may not factor in the latest price-sensitive company announcements or qualitative material. Simply Wall St has no position in any stocks mentioned.

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