Teradata (TDC) Q3 2026 earnings review
Teradata raises its profit forecast, but contract value barely grows
Teradata, a seller of data-analysis software, beat its own profit plan even though its sales slipped. Revenue fell 4% from a year ago, landing at the top of the company's range. Profit per share excluding one-offs came in 11 cents above the top of its range, so finance chief John Ederer raised the full-year profit outlook. But the yearly value of its contracts rose only $3 million from last quarter.
| Revenue | $399M -4% from a year ago; top of the company's range |
|---|---|
| Profit per share, excluding one-offs | $0.70 company's range: $0.55–0.59 |
| Total contract value (ARR) | $1.512B +1% from a year ago |
| Full-year profit outlook | Raised $0.19 middle of the range: $2.88 per share |
⚖️ Verdict: 🟢 Bullish
The story got better because Teradata expects far more profit this year and its cloud contracts grew again. Cloud contract value rose $14 million after two quarters without growth. One caution: money customers paid in advance shrank 12% from a year ago, and the filing gives no reason.
The question now is whether Teradata can lift contract value enough in the fourth quarter to meet its yearly plan. Either big renewals and government deals land, or shrinking older contracts hold growth near 1%. Fourth-quarter results will tell.
🐂 Bull Case
Teradata Raised Its Profit Outlook Again
Teradata sells software that large companies use to store and analyse their data. Finance chief John Ederer raised its plan for profit per share excluding one-offs again, and now sees operating margin widening about 2 percentage points this year. That is "double the 100 basis point improvement that we had anticipated" when the year began.
Lower spending pays for it. Teradata cut sales and overhead costs, excluding one-offs, to 22.6% of revenue, 1.7 percentage points less than a year ago. Research spending reached 16.3% of revenue, which the filing ties to cloud and AI work.
- Profit per share excluding one-offs: $0.70, 11 cents above the top of the range
- Cost of revenue excluding one-offs: up 1.6 percentage points of revenue
- Operating margin excluding one-offs: 21.8%, against 23.6% a year ago
The raise matters because it exceeds the quarter's beat, so Teradata also lifted its view of the fourth quarter. But this quarter's margin narrowed: cloud work made up a larger share of revenue, the filing said, and some infrastructure charges landed now.
What to watch: full-year operating margin in fourth-quarter results. A widening near 2 points would show that the spending cuts hold while revenue falls in the final quarter.
Factory Went on Sale as Governments Signed On
Teradata Factory is a computer system with AI chips, built with Dell, that runs inside a customer's own data centre. Teradata put it on general sale this quarter, saying it "keeps data within an organization’s own walls". Chief executive Steve McMillan called these sovereign systems, where data stays under the owner's control, a growth area for 2027.
McMillan said the largest expansion deal in the fourth-quarter plan came from "a government customer in the Pacific region" that will run on-site and cloud systems together. A Japanese electronics maker also signed as a new customer for the same mix.
This gives Teradata a reason to stay on customers' own hardware rather than lose them to cloud-only rivals, but it has published no sales figure for Factory yet.
What to watch: any Factory order or revenue figure in fourth-quarter results. It would show whether interest from governments turns into paid contracts.
🐻 Bear Case
Contract Value Must Jump in the Fourth Quarter
Teradata tracks annual recurring revenue (ARR), the yearly value of its active contracts, and plans for it to grow 2–4% this year. Total ARR rose only $3 million from June, so it still sits below its level at the start of the year.
Cloud contracts did better, adding $14 million after two quarters without growth. But the filing says older contracts shrank because of "customer migrations to Public Cloud ARR and on-premises erosions", meaning customers moving to the cloud or using less on site.
- Public cloud ARR: $700 million, up 10.6% from a year ago
- On-site subscription ARR: down 2.7%
- Maintenance ARR on old licences: down 26.1%
- Older contracts offset about two-thirds of cloud gains, by our math
This matters because the year now rests on one quarter. By our math, the data company must add $40–71 million of ARR in the fourth quarter, a pace reached only once in seven quarters. McMillan said Teradata had "already closed the largest expansion deal in our Q4 plan", but gave no size.
What to watch: total ARR at year-end, due with fourth-quarter results. Growth below 2% would mean losses on older contracts still absorb most of what cloud adds.
Customers Prepaid Less Than a Year Ago
Deferred revenue is money customers have paid or owe in advance for service Teradata has not yet delivered. It fell 11.5% from a year ago to $477 million, even though ARR grew. McMillan pointed to "strong free cash flow", but this balance points the other way.
Receivables, the bills customers have not yet paid, dropped by about a third. Remaining contracted revenue slipped to $1,997 million from $2,026 million in June. The filing does not explain the fall in deferred revenue.
This matters because advance payments become cash later. Teradata held its full-year cash plan while raising its profit plan, and that leaves a much weaker fourth quarter for cash.
What to watch: deferred revenue at year-end, when most renewals bill. A second fall would suggest customers now pay later or commit to less.
AI Products Multiply, but Their Revenue Stays Unpublished
Teradata has made AI its main pitch. This quarter it turned its Tera assistant into "an agentic coworker for enterprise data work", letting staff request analysis in plain language.
"The increased pace of new product innovation and new AI service capabilities is driving positive interest from customers", McMillan said. Yet Teradata has not published AI revenue or ARR for a fourth straight quarter. Its own test claimed Tera cost 53% less per solved task than a Snowflake tool.
This matters because research spending rose 7% from a year ago while revenue fell. Without an AI figure, readers cannot tell whether that spending pays back.
What to watch: any AI revenue or ARR figure in fourth-quarter results. A first number would show whether Tera and Factory, its on-site AI system, have moved from interest to paid contracts.
Risks this quarter didn't answer
Five standing concerns got no figure that settles them in this quarter's release, filing or call. Each stays open until Teradata publishes the reading named below.
- Customer retention: never disclosed; a renewal or loss rate for on-site contracts would show how fast the old base shrinks.
- Consulting: revenue fell 21% to $37 million as Ederer moves the unit "from cloud migration work to more advanced AI services"; consulting orders would show whether the decline ends.
- Timing of revenue: Teradata blames upfront subscription revenue for weaker second-half sales but has not split timing from demand in dollars.
- Memory chips: Ederer saw "a little bit of stabilization" in prices; a Factory gross margin would show whether costs pass through.
- Cancellable contracts: $1,068 million of remaining contracted revenue can be cancelled for convenience; a renewal record would test it.
👓 Other Themes
Teradata Began Moving Customers to Unit Pricing
Teradata began moving customers to a pricing model based on units of computing power, the quarterly filing said. The model aims to give "greater flexibility in how customers consume compute capacity" across cloud and on-site systems. The company gave no figure for its effect on revenue, or on when it records sales.
Currency Cut a Point From Contract Growth
Currency moves lowered reported contract growth this quarter. Total ARR rose 1% as reported but 2% at constant exchange rates, which strip out currency swings. For revenue, Teradata now expects currency to add about 0.5% to full-year sales, based on end-September rates.
💲 Other KPIs
Unchanged from a year ago, even though buybacks almost doubled to $57 million. Stock awards to staff added 2.9 million shares to the diluted count, against 1.3 million a year earlier. The basic count fell 1.7%, but the diluted figure has stopped shrinking for two quarters.
Cash now exceeds debt and lease obligations, against net debt of $159 million a year ago. Teradata repaid its term loan in June with money from the SAP legal settlement. Quarterly interest expense dropped to $2 million from $7 million as a result.
Grew 3.0% from a year ago, while US recurring revenue fell 6.1%. Over nine months, the international figure is up 8.8% and the US figure is unchanged. Both regions slowed this quarter, but the international lead held.
🔮 Guidance
Raised. The plan now puts profit per share excluding one-offs near $2.88, about 11% above last year by our math. It is the second raise in a row, and the larger one. The first added $0.09 at the middle; this one added $0.19. That leaves about $0.61 for the fourth quarter.
Raised. Profit per share under standard accounting rules should land near $4.65, lifted by the one-time payment from Teradata's legal settlement with SAP. The middle of the range rose $0.18, close to the move in the figure excluding one-offs.
Raised at the bottom. The plan has recurring revenue, from subscriptions, cloud and maintenance, up 1–2% this year. By our math, the fourth-quarter plan alone would put the year near 2.3%, above this range, so the yearly range looks cautious. Ederer said the yearly targets are "more reflective of the general trends in the business".
Raised at the bottom. Total sales should land between a 1% decline and no change this year. By our math, the middle of the range leaves about $402 million for the fourth quarter, about 5% below a year ago. Shrinking consulting work and subscription revenue booked early in the year explain the drop.
Unchanged. The plan still puts year-end ARR near $1,568 million at the middle of the range. By our math, that needs about $56 million of new ARR in the fourth quarter, against $32 million a year ago. Ederer said Teradata expects "the majority of our ARR expansion will come in Q4".
Unchanged. Operating cash flow includes about $315 million, after tax, from the SAP settlement. Teradata generated $598 million in nine months. By our math, that leaves about $77 million for the fourth quarter, against $160 million a year ago.
Unchanged, even as the profit plan rose. Adjusted free cash flow leaves out the SAP settlement. By our math, the range leaves about $86 million for the fourth quarter, 43% below a year ago. The plan rose twice earlier this year, by $10 million each time.
Held. Teradata had already warned that upfront timing would weigh on the fourth quarter, and it now gives a range. Recurring revenue should fall 2–4%, about $356 million at the middle by our math. Over nine months, it is still up 4%.
Held. The plan has total sales down 4–6% from a year ago. By our math, that is about $400 million at the middle, roughly level with this quarter. Consulting keeps shrinking, and subscription revenue booked upfront in the first half will not repeat.
New. The plan puts profit per share excluding one-offs near $0.60, 19% below a year ago. Teradata has topped the middle of its range in each of the last four quarters. If the pattern holds, with an average gain of about 24%, the result would land near $0.75 by our math.
New. Profit per share under standard accounting rules should be about $0.28, against $0.38 a year ago. Stock-based pay and reorganisation costs explain most of the gap with the figure excluding one-offs.
❓ Key Questions
How much contract value comes from AI products?
Teradata launched Tera, new tools for AI agents and Factory this year but has never given an AI revenue or ARR figure. Even a range would show whether its research spending is paying back.
How many on-site customers renew each year?
Older subscription and maintenance contracts offset about two-thirds of cloud gains. A renewal or loss rate would show whether that erosion is slowing or speeding up.
Why did customer prepayments fall from a year ago?
Deferred revenue dropped while ARR grew. Teradata should say whether billing terms, the new unit pricing or smaller commitments caused it, because advance payments drive next year's cash.
Does Teradata still target low double-digit cloud growth?
Management repeated that 2026 goal last quarter but did not mention it this time. Cloud ARR would need a large fourth-quarter gain to reach it, so readers need to know if the goal stands.
How will unit pricing change when Teradata records revenue?
The new model lets customers buy computing power more flexibly. Readers need to know whether it moves revenue from upfront to monthly recognition and how it changes ARR.