Aug 23, 2026·Score 86·Type A — Value-style analysisUsed for established, cash-generative companies — weighs earnings power, valuation against the company's own history and peers, and margin of safety.Full methodology →
Current PriceThe market price around the time this report was written — not a live quote. The market has moved since; check a current price before acting.Methodology →$27.69
Buy ZoneThe large figure is the midpoint of the suggested buy range shown in parentheses.$26.00($25.00–$27.00)
Price TargetOur estimated fair value. For richly valued stocks it can sit below the current price — see Methodology.Methodology →$34.01
Expected Return
Target relative to the Current Price ((Target − Current) ÷ Current). Since that price is from the report date, your actual return will differ.
A negative figure isn't an error. For richly valued stocks, the fair-value target can sit below the current price, so the return reads negative. The grade reflects company quality; this figure reflects today's entry valuation.
Type A - Teradata Corporation (TDC) 20260823 Stock Analysis
📅 Teradata Key Upcoming Events
November 03, 2026Q3 2026 Earnings Release (Estimated)
Description: The market will closely monitor whether the negative 4% to 2% recurring revenue guidance was overly conservative, and if public cloud Annual Recurring Revenue (ARR) maintains its high-single-digit to low-double-digit growth trajectory in the face of macroeconomic headwinds and elongated enterprise sales cycles.
🏢 Step 1: Teradata Company Overview & Business Model
Q1-A1. What is Teradata?
Company Name (Ticker): Teradata Corporation (TDC)
Sector: Technology
Exchange: NYSE
Founded: 1979
Listing Date: Oct 01, 2007
Fiscal Year End: December
Headquarters: United States, San Diego
CEO: Stephen McMillan
Market Cap: $2.57B
Shares Outstanding: 93.00M
Current Stock Price:$27.69
Annual Dividend Yield: ➖ Not applicable
Ex-dividend Date: ➖ Not applicable
As-of: August 23, 2026 (ET)
Q1-A2. How Does Teradata Make Money?
Teradata generates revenue by providing a hybrid multi-cloud enterprise data analytics and AI platform, known as Teradata VantageCloud, which allows large, data-intensive global corporations to run complex, mixed-workload queries at massive scale.
Customers pay recurring subscription fees for cloud and on-premise software licenses, alongside consulting service fees for implementation, data architecture modernization, and AI operationalization. The company is actively transitioning its customer base from traditional, upfront perpetual hardware and software licenses to a modern, predictable Annual Recurring Revenue (ARR) subscription model.
Q1-A3. Teradata’s Revenue Segments & Core Income Sources
Recurring Revenue (89%): This is the core engine of the firm, contributing $363 million in Q2 2026. It encompasses cloud subscriptions, on-premise software licenses, and ongoing maintenance streams. Public Cloud ARR is the explicit strategic growth driver, growing 8% year-over-year to $686 million (9% in constant currency), while legacy maintenance revenues are structurally and intentionally declining as part of the business model transition.
Consulting Services (9%): Contributing $39 million in Q2 2026, this segment assists clients in modernizing their data architecture and deploying advanced analytics. It has seen a deliberate and steep compression, down 24% year-over-year, as management aggressively pivots focus entirely toward high-margin recurring product sales and offloads lower-margin integration work to third-party system integrators.
Perpetual Software Licenses & Hardware (2%): A minor, residual segment contributing $8 million in Q2 2026, reflecting the end-stage transition away from legacy upfront licensing models.
Q1-A4. Who Are Teradata’s Competitors?
Direct Competitors: Snowflake, Datadog, Palantir, and pure-play cloud data warehousing firms that aggressively target enterprise workloads with flexible, cloud-native architectures that require minimal upfront infrastructure commitments.
Substitutes & Hyperscalers: Amazon Web Services (Redshift), Microsoft Azure (Synapse), and Google Cloud Platform (BigQuery). While Teradata partners closely with these hyperscalers to offer VantageCloud on their infrastructure, their native, bundled analytics tools frequently serve as lower-cost substitutes for new enterprise data deployments.
Industry Position: Teradata holds a highly defensive, oligopolistic position within the top-tier enterprise echelon (Fortune 500), leveraging massive switching costs for on-premise, mission-critical workloads that require intense concurrency. However, it remains an underdog in capturing net-new greenfield cloud deployments compared to Snowflake and the hyperscalers, fighting a defensive battle to migrate its existing base to the cloud before competitors can poach them.
Q1-A5. Teradata Key Events: Past 12 Months
February 10, 2026Q4 2025 Earnings Release
Description: Teradata reported Q4 EPS of $0.74, beating consensus estimates by $0.19, and closed the full year 2025 with revenue of $1.66 billion. The print demonstrated that while absolute revenue continued to decline, profitability was surging due to expanding gross margins in the recurring software segment.
February 19, 2026SAP Settlement Agreement Reached
Description: Teradata and SAP resolved their bitter, multi-year intellectual property and antitrust litigation out of court. The agreement resulted in SAP paying Teradata a massive gross sum of $480 million in cash, yielding an estimated after-tax net benefit of $302 million to $315 million, completely transforming Teradata’s balance sheet overnight.
May 05, 2026Q1 2026 Earnings Release
Description: The company reported remarkably strong Q1 results with EPS of $0.88, beating estimates by $0.11, and officially recognized the massive cash influx from the SAP settlement on its cash flow statement. Public cloud ARR showed a robust 13% year-over-year increase as reported.
May 14, 2026Annual Stockholders’ Meeting
Description: Routine governance protocols, board elections, and executive compensation packages were approved by shareholders without major friction or activist intervention.
June 30, 2026Complete Repayment of Term Loan
Description: Utilizing the windfall cash proceeds from the SAP legal settlement, Teradata executed a brilliant capital allocation maneuver by fully repaying its outstanding $450 million term loan, effectively reducing its long-term debt to zero and eliminating a massive interest expense burden.
August 04, 2026Q2 2026 Earnings Release
Description: Teradata reported non-GAAP EPS of $0.69 (beating by $0.13) and expanded non-GAAP operating margins impressively to 21.5%. However, total revenue was completely flat year-over-year at $410 million, consulting revenue fell 24%, and Q3 total revenue guidance was set at a heavily conservative decline of 6% to 4%.
August 11, 2026Morgan Stanley Downgrade
Description: Morgan Stanley downgraded the stock to Equal-Weight and cut the price target to $29 from $35, citing persistent concerns that AI-driven growth acceleration has yet to materialize in the topline figures, exacerbating a broader software sector selloff and pulling the stock down significantly.
Q1-A6. Step 1 Key Takeaways
Step 1 Summary: Teradata is successfully executing the late stages of a structural business model transition from legacy hardware and perpetual licenses to a high-margin recurring cloud subscription model. This pivot has been significantly derisked and accelerated by a one-time $480 million legal settlement that allowed the company to wipe out its long-term debt and focus entirely on operational execution.
Top 3 Red Flags:
1 Persistent declines in total revenue (-2% to flat guided for FY26) as the rapid runoff of legacy on-premise hardware and consulting services continues to offset the underlying cloud growth.
2 Elevated short interest reaching approximately 23.5% of the float, signaling heavy institutional skepticism regarding the company’s ability to survive the hyperscaler onslaught.
3 High exposure to hyperscaler competition that threatens to commoditize the data warehousing layer, forcing Teradata to compete on AI orchestration rather than raw compute.
Top 5 Key Financial/Operational Indicators for Next-Level Analysis:
1 Public Cloud ARR Growth Rate (currently 8% YoY as reported).
2 Non-GAAP Operating Margin expansion, tracking the profitability of the SaaS transition.
3 Adjusted Free Cash Flow generation, carefully stripped of the SAP settlement anomaly.
4 Outstanding share count reduction via aggressive open-market buybacks.
5 Stabilization of the Consulting segment to end its drag on the consolidated topline.
Top 3 Unconfirmed and Estimated:
1 The exact inflection quarter when total revenue growth will sustainably turn positive.
2 The full margin and revenue impact of the newly launched Autonomous Knowledge Platform and Agentic AI features.
3 Whether the current extreme 23.5% short interest will culminate in a violent short squeeze or a fundamental breakdown of the stock’s technical support levels.
🏰 Step 2: Teradata’s Economic Moat, Growth & Capital Allocation
Q2-A1. Does Teradata Have a Durable Economic Moat?
Entry barriers: Teradata’s economic moat relies heavily on extreme switching costs and data gravity. For Fortune 500 companies, banks, and airlines, migrating petabytes of mission-critical, heavily integrated on-premise data to a entirely new cloud platform presents immense operational risk, unacceptable downtime, and staggering migration costs. This structural stickiness effectively locks in the largest global enterprises, creating a nearly impenetrable barrier to entry for challengers attempting to rip-and-replace core legacy systems.
Pricing Power: The company demonstrates moderate but defensive pricing power within its entrenched base, evidenced by non-GAAP gross margins consistently expanding, reaching 60.5% in Q2 2026. However, this power is capped by intense price-competition from hyperscalers offering native, bundled analytics tools practically at cost to win broader cloud compute workloads.
Profitability Defense: Teradata is successfully defending its profitability profile by ruthlessly shifting to a cloud-first recurring model that structurally lifts operating margins (now 21.5% non-GAAP, up 510 basis points year-over-year). This proves the moat is holding firm at the bottom line despite topline stagnation.
Q2-A2. Is Teradata’s Growth Sustainable?
Industry Structure and Growth Outlook: The enterprise data warehousing, data lake, and AI-infrastructure total addressable market (TAM) is growing at a double-digit CAGR, driven by the insatiable data demands of generative AI and hybrid cloud architectures. However, Teradata is in a mature, defensive phase, fighting to retain its historical share against high-growth disruptors like Snowflake and Datadog. It is not currently capturing the structural growth of the broader industry.
Growth Sustainability: The current total revenue “growth” is practically non-existent (-4.97% in 2025, and flat in Q2 2026), making this explicitly a margin-expansion and capital-return thesis rather than a pure growth story. The sustainability of its long-term relevance relies entirely on Public Cloud ARR, which grew a respectable but unexplosive 8% year-over-year.
Downside Scenario 1: Cloud ARR decelerates below 5%, failing completely to outpace the rapid runoff of legacy on-premise maintenance revenues, condemning the company to permanent shrinkage.
Downside Scenario 2: Hyperscalers aggressively discount native analytics tools to zero to win compute workloads, destroying Teradata’s pricing umbrella and forcing margin compression.
Downside Scenario 3: The adoption of the newly launched Autonomous Knowledge Platform stalls, leaving Teradata viewed purely as a legacy vendor to be phased out rather than an essential AI enabler.
Q2-A3. How Does Teradata Allocate Capital & Return Cash?
Priorities and consistency: Management’s capital allocation execution has been exceptionally shareholder-friendly and strategically precise. The massive $480 million gross ($359 million net pre-tax) SAP litigation settlement windfall was immediately deployed to eliminate the $450 million term loan, pushing long-term debt to zero and radically derisking the balance sheet.
Shareholder Return: With the debt cleared, the company has aggressively focused on equity cannibalization. Teradata repurchased approximately 2.5 million shares in H1 2026 at an average price of $29.76, and holds a massive open authorization of $429.8 million. This buyback yield provides a powerful mechanical floor under the stock price and actively shrinks the outstanding equity base, highly rewarding long-term holders.
Q2-A4. Step 2 Key Takeaways
Scoring Rationale:
Economic Moat (7/10): Entrenched enterprise switching costs protect the core base and defend high gross margins, but the lack of greenfield dominance and fierce hyperscaler competition limits the upside.
Growth Sustainability (4/8): The topline is stagnant to shrinking; the transition to cloud is progressing but struggling to mathematically offset the deliberate legacy drag.
Capital Allocation (7/7): Impeccable, flawless execution in 2026 by using windfall legal cash to instantly clear all long-term debt and aggressively buy back stock at distressed multiples.
Step 2 Summary: Teradata is a classic cash-cow transition story. While topline growth is stagnant, its immense switching costs and brilliant debt-elimination/buyback strategy create a highly resilient floor for compounding shareholder value.
💰 Step 3: Is Teradata Profitable? Financial Health Analysis
Q3-A1. Teradata’s Growth & Profitability Trends
Growth and revenue indicators: Over the past 5 years, absolute revenue has slowly bled downward, moving from $1.91 billion in 2021 to $1.79 billion in 2022, $1.83 billion in 2023, $1.75 billion in 2024, and $1.66 billion in 2025. However, despite this top-line decay, net income has remained remarkably resilient and expanded, growing from $147 million in 2021 to $130 million in 2025, heavily driven by severe cost discipline and the structural shift toward higher-margin subscription software.
Profitability margin and leverage: The operating leverage effect is highly visible and deeply impressive. Despite zero topline growth in Q2 2026 ($410 million revenue), non-GAAP operating margins surged 510 basis points year-over-year to 21.5%. This definitively proves that the new recurring business model is structurally far more profitable than the legacy hardware-heavy model.
Q3-A2. How Profitable Is Teradata? (Margins & ROIC)
ROIC and Value Creation: Teradata’s Return on Invested Capital (ROIC) is exceptional, ranging from 16.4% on conservative metrics to 26.4% on adjusted trailing measurements. This vastly outperforms its estimated Weighted Average Cost of Capital (WACC) of roughly 5.5% to 6.4%.
The company generates massive economic value-add on its existing capital base, driven by software gross margins nearing 67%. The profitability metrics screen favorably against almost all legacy tech peers transitioning to the cloud, proving the underlying intellectual property remains highly lucrative.
Q3-A3. What Drives Teradata’s Returns? (ROIC Breakdown)
SaaS and subscription economy metrics:
The transition to Subscription ARR is the definitive driver of operational efficiency. Recurring revenue now constitutes an overwhelming 89% of total revenue as of Q2 2026.
The Rule of 40 (Growth + FCF Margin) is driven entirely by the free cash flow side of the equation. While revenue growth is near zero or slightly negative, FCF margins frequently exceed 20% to 30% organically, allowing the firm to maintain high capital efficiency without requiring aggressive external growth.
Q3-A4. Are Teradata’s Earnings High Quality?
Cash Conversion Rate: Excellent. Operating Cash Flow (OCF) consistently and robustly exceeds Net Income. In 2025, Net Income was $130 million while Operating Cash Flow reached an impressive $305 million, demonstrating pristine cash conversion dynamics.
Distortion warning: The H1 2026 GAAP net income of $381 million is deeply and artificially distorted by the one-time $480 million SAP legal settlement. However, even after stripping this anomaly out (Adjusted Free Cash Flow was $127 million in Q2 2026), the core operational cash generation remains incredibly strong and of the highest quality.
Q3-A5. Is Teradata’s Balance Sheet Healthy? (Debt & Leverage)
Debt structure and repayment: The balance sheet is practically flawless. On June 30, 2026, the company utilized its SAP settlement windfall to fully repay its $450 million term loan.
Leverage adequacy: Net Debt to EBITDA is zero or negative. The company exited Q2 2026 with $415 million in cash, cash equivalents, and restricted cash, alongside zero long-term debt.
Liquidity and refinancing risk: Teradata holds a completely undrawn $400 million revolving credit facility, shielding it entirely from high-interest refinancing risks and providing immense liquidity to fund operations or opportunistic M&A if required.
Q3-A6. Step 3 Key Takeaways
Scoring Rationale:
Profitability·Capital Efficiency (8/10): Operating margins are expanding beautifully and ROIC easily clears the cost of capital by a wide spread, though hampered slightly by negative total revenue growth.
Cash Flow·Profit Quality (6/8): Exceptional structural cash conversion and core FCF generation, but GAAP figures currently require heavy manual normalization due to the SAP settlement.
Financial Soundness·Debt Management (7/7): Flawless. Zero long-term debt, massive liquidity post-settlement, and a fully undrawn revolver.
Step 3 Summary: Teradata operates a highly lucrative software model that gushes free cash flow. With the recent brilliant elimination of all long-term debt, financial bankruptcy or liquidity risk is virtually non-existent.
Evidence: The transition to SaaS ARR strictly follows standard ASC 606 guidelines; deferred revenue amortizes cleanly over the life of the contracts without aggressive front-loading.
Cost capitalization: not found
Evidence: Software development costs are expensed appropriately as incurred; there are no sudden, unexplained spikes in capitalized R&D to artificially inflate current-period earnings.
Sharp increase in accounts receivable and inventory: not found
Evidence: Days Sales Outstanding (DSO) remains highly stable at approximately 62 days, indicating strong collection capabilities. Inventory is inherently immaterial for a transition-stage software firm.
Evidence: The $480 million SAP legal settlement grossly inflated H1 2026 GAAP net income and operating cash flow metrics; strict reliance on management’s explicitly defined “Adjusted Free Cash Flow” and Non-GAAP EPS is required for true baseline operational analysis.
Q4-A2. Is Teradata Overspending? (Capex & Capital Cycle)
➖ Not applicable: Teradata is an asset-light enterprise software and cloud analytics provider. It relies entirely on hyperscaler infrastructure (AWS, Azure, GCP) for its VantageCloud deployments rather than building proprietary physical data centers, shielding it completely from industrial capital cycle overheating, facility overbuilds, or physical hardware oversupply risks.
Q4-A3. How Sound Is Teradata’s Cash Flow?
Checking the quality of profits: Operating cash flow robustly covers net income in the core business. In Q2 2026, baseline OCF was $106 million against non-GAAP net income of $66 million, indicating that fictitious gains are not driving the income statement.
Cash flow stability and dependence: Cash is entirely generated from operations. The company does not rely on financing or equity dilution to fund daily operations; instead, it uses massive excess OCF to aggressively retire debt and buy back stock. There are absolutely no warning signs of cash flow deterioration.
Q4-A4. Is Teradata Diluting Shareholders?
⏪ Confirmed (Past) Dilution: Teradata is a massive net cannibalizer of its own shares. The outstanding share count dropped precipitously from roughly 114 million in 2021 to exactly 93.00 million in Q2 2026, showcasing a relentless commitment to equity reduction.
⏩ Potential (Future) Dilution & Overhang: While stock-based compensation (SBC) runs at approximately $120 million annually, the massive $429.8 million active share repurchase authorization mathematically overwhelms any SBC dilution, ensuring net share counts will continue to contract structurally for the foreseeable future.
Q4-A5. Data Integrity Check
Period: TTM / Q2 2026 ➡ (Pass)
Definition: Non-GAAP EPS and Adjusted FCF utilized strictly to strip out SAP settlement distortion ➡ (Pass)
Number of shares: 93.00M basic outstanding unified across platforms ➡ (Pass)
Unit: USD Millions unified ➡ (Pass)
Single Value Confirmation: All core metrics successfully reconcile against the Q2 2026 10-Q filing ➡ (Pass)
Q4-A6. Step 4 Key Takeaways
Scoring Rationale:
Accounting anomalies·distortion signals (6/8): The core accounting is clean, but the massive one-time SAP settlement necessitates careful manual adjustment to avoid radically misinterpreting baseline earnings power.
Cash flow warning signals (7/7): No warning signals; core cash conversion is pristine and highly generative.
Step 4 Summary: Forensic review reveals a structurally sound, highly cash-generative software business with an aggressive, shareholder-friendly share reduction program and zero underlying accounting malfeasance.
Q5-A1. Can You Trust Teradata’s Management? (Guidance Track Record)
Guidance Hit Rate: Management routinely meets or beats bottom-line EPS guidance. In Q2 2026, non-GAAP EPS of $0.69 easily beat the top end of their own guidance range ($0.57). However, they have occasionally struggled with top-line predictability due to the highly volatile timing of legacy on-premise renewals and consulting revenue bleed.
Transparency: Management is highly transparent regarding the painful mechanics of the transition, clearly guiding for flat to negative total revenue while highlighting the underlying public cloud ARR growth as the true measure of success.
Q5-A2. What Are Teradata Insiders Doing?
Insider Trading Status and Context Analysis: Recent insider activity leans notably bearish. CEO Stephen McMillan sold 20,000 shares at $31.71 in May 2026, and a larger tranche of 50,000 shares at $30.26 in February 2026. Chief Product Officer Sumeet Arora and Chief Revenue Officer Richard Petley also executed significant sales throughout the spring.
Evaluating executive confidence signals: There have been zero meaningful open-market cluster buys over the trailing 12 months. The persistent, unmitigated selling by top executives, while likely partially algorithmic for tax obligations, signals a lack of aggressive psychological conviction in a near-term explosive turnaround, weighing heavily on sentiment.
Q5-A3. Is Teradata’s Management Aligned With Shareholders?
Voting Rights and Governance Check: Teradata operates with a standard, clean single-class voting structure, ensuring equal rights and proportional influence for all general shareholders without founder-control distortions.
Incentive alignment assessment: Executive compensation is heavily weighted toward achieving Annual Recurring Revenue (ARR) growth targets, profitability metrics, and Total Shareholder Return (TSR) milestones, perfectly aligning their financial bonuses with the company’s stated strategic pivot to cloud SaaS.
Q5-A4. Step 5 Key Takeaways
Scoring Rationale:
Management Trust (4/5): Consistent bottom-line earnings beats and highly transparent modeling of the difficult cloud transition mechanics.
Insider Trends (2/5): Persistent, unmitigated insider selling by the C-suite with zero open-market purchasing is a noticeable drag on confidence and optics.
Governance·Compensation System (4/5): Clean single-class equity structure and KPI metrics that are highly aligned with the critical ARR growth transition.
Step 5 Summary: Management is executing the operational transition effectively and returning capital cleanly, but the heavy insider selling restricts the score and suggests a lack of total conviction in rapid stock appreciation.
⛵ Step 6: Teradata Market Flow & Sentiment
Q6-A1. Analyst Consensus vs Teradata Guidance
Guidance gap and direction analysis: Teradata raised its full-year 2026 non-GAAP EPS guidance to an impressive $2.65-$2.73, up from prior consensus estimates, showcasing strong bottom-line execution and cost control. However, Q3 revenue guidance of -6% to -4% YoY deeply disappointed growth-hungry expectations.
Tracking recent sentiment changes: Analysts are highly divided and leaning bearish. Morgan Stanley downgraded the stock to Equal-Weight with a $29 target in August 2026, citing sluggish top-line growth and a failure of AI tailwinds to materialize quickly, pulling the stock down over 20% over a 30-day window.
Q6-A2. What Is Teradata’s Short Interest?
Institutional Trends: Institutional ownership remains dominant, but there has been significant churn under the surface. RBC Capital significantly trimmed its stake in recent quarters, while AQR Capital entered with a new 5.09% position, reflecting deep market polarization between value investors and growth investors.
Short Selling Indicators: Short interest is incredibly high at 20.06 million shares, representing approximately 23.54% to 24.89% of the float, with a massive Days-to-Cover ratio of 9.99 days. This indicates severe hedge fund bets against Teradata’s cloud transition, but simultaneously creates explosive short-squeeze conditions if ARR growth suddenly accelerates.
Q6-A3. Step 6 Key Takeaways
Scoring Rationale:
Consensus vs Guidance (2/3): EPS guidance was raised robustly, but negative topline revenue guidance triggered Wall Street downgrades.
Supply·Short Interest (1/2): A 23.5% short interest is a severe technical overhang and a massive bet against the company, though it provides coiled-spring squeeze potential.
Step 6 Summary: The market remains highly skeptical of Teradata’s top-line stagnation, evidenced by heavy short selling and recent analyst downgrades, though deep-value funds are beginning to take notice of the cash flow.
🚀 Step 7: Teradata Catalysts & Price Triggers
Q7-A1. What Could Move Teradata Stock? (Top 3 Catalysts)
1 Accelerated Deployment of the SAP Settlement Cash via Buybacks
Timing: Next 3-6 months
Success Conditions: With all long-term debt cleared, management utilizes the remaining $429.8 million share repurchase authorization aggressively at sub-$30 prices, retiring over 15% of the float and forcing short sellers to cover in a rising tape.
Failure Risk: Management pauses buybacks to pursue a dilutive, poorly integrated M&A acquisition in the AI space, destroying the capital return thesis.
2 Stabilization of the Consulting Revenue Segment
Timing: Next 6-9 months
Success Conditions: The planned, deliberate compression of the low-margin consulting business bottoms out, ceasing its drag on the financials and allowing the 8-12% Public Cloud ARR growth to finally pull total company revenue into sustainable positive territory.
Failure Risk: Legacy on-premise hardware runoff accelerates faster than cloud migration, pushing total revenue into a perpetual mid-single-digit decline that consulting stabilization cannot fix.
3 Mainstream Adoption of the Autonomous Knowledge Platform
Timing: Next 6-12 months
Success Conditions: The newly launched Agentic AI platform successfully defends Teradata’s Fortune 500 install base from hyperscaler poaching, proving the company’s relevance in the generative AI era and driving net-new expansion.
Failure Risk: Enterprises opt for cheaper, native hyperscaler tools (BigQuery, Redshift) for AI workloads, rendering Teradata’s new offerings obsolete and accelerating churn.
Q7-A2. Teradata’s Earnings Revision Trend
Tracking EPS estimate changes: Over the past 90 days, EPS revisions have trended upward, matching management’s aggressive raise of full-year 2026 non-GAAP EPS to $2.65-$2.73.
Earnings expectations and momentum assessment: Despite the EPS upgrades, revenue estimates continue to be revised downward, creating a bifurcated momentum picture where profitability execution is praised but top-line viability is severely doubted by the street.
Q7-A3. Step 7 Key Takeaways
Scoring Rationale:
Catalyst (5/7): The buyback potential is an absolute coiled spring against the 23.5% short interest, but organic product catalysts lack explosive, undeniable momentum.
EPS Trend (2/3): EPS revisions are solidly positive, heavily offsetting the negative revenue revisions.
Step 7 Summary: The primary near-term trigger is financial engineering—specifically, massive buybacks shrinking the float and squeezing shorts—rather than a sudden macroeconomic demand surge for the product suite.
⚖️ Step 8: Is Teradata Fairly Valued? Valuation Analysis
Scoring Rationale: Across every absolute multiple axis, Teradata trades at deep-value distress levels, entirely disconnected from the broader software market’s premium pricing. The market is pricing the cash flow as if it will evaporate tomorrow.
📌 (1) Axis Q8-A1 Score:+4
Q8-A2. Teradata vs Peers: Valuation Comparison
Multiple selection based on peer comparison: Forward PER
Calculation of peer-to-peer deviation rate: -45.7%
Scoring Rationale: Compared to a conservative 19x Forward P/E average for mature infrastructure software peers (Oracle, IBM, SAP), Teradata is priced at a massive 45%+ discount, reflecting extreme pessimism regarding its cloud transition.
📌 (2) Axis Q8-A2 Score:+5
Q8-A3. Is Teradata Cheap or Expensive vs Its History?
Comparison Indicators: Forward PER
Scoring Rationale: Teradata’s historical 5-year average P/E hovers between 15x and 25x. The current 10.3x multiple places it squarely in the bottom 0-20% of its historical band, near all-time absolute valuation lows.
📌 (3) Axis Q8-A3 Score:+4
Q8-A4. What Growth Is Priced Into Teradata? (Reverse DCF)
Implied Growth Rate:-2.0%
1 Methodology: PEG-based inversion
2 Core assumptions: Applying an industry standard 1.5x PEG to a deeply depressed 10.3x Forward PE implies the market is pricing in permanent, negative structural earnings growth.
Achievable Growth Rate:2.0%
Basis: Management guidance and the 3-year trailing net income CAGR resilience achieved through relentless cost cutting and share reduction.
Scoring Rationale: The market is pricing Teradata for perpetual decline (Priced for Death). Achieving even flat-to-slight operational growth will easily exceed the deeply pessimistic hurdles embedded in the current stock price.
📌 (4) Axis Q8-A4 Score:+3
Q8-A4-1. What Growth Hurdle Does the Market Demand From Teradata? (Reverse DCF Alternative)
Commentary: The mechanical valuation framework identifies Teradata as extremely cheap across every measured dimension. The stock trades at distressed, single-digit forward multiples while the underlying business generates expanding operating margins, massive free cash flow, and holds zero debt.
Step 8 Summary: Teradata is fundamentally mispriced by the market. The valuation assumes terminal decline, entirely ignoring the sticky enterprise moat and the 8-12% growth in the public cloud segment.
💀 Step 9: What Are the Risks of Teradata? Fatal Risks & Pre-Mortem
Cause: Large enterprise customers migrate off Teradata’s highly profitable legacy hardware faster than expected, moving workloads to newer architectures.
Mitigation/Monitoring Indicators: Track the ratio of Public Cloud ARR growth vs the absolute dollar decline in Maintenance and Perpetual License revenue in each 10-Q filing.
2 Hyperscaler Commoditization of Data Warehousing:
Cause: AWS, Azure, and GCP leverage their immense infrastructure dominance to bundle native analytics tools for free or at deep discounts to win compute workloads.
Impact: Multiple (Permanent compression of Teradata’s pricing power and P/E multiple).
Mitigation/Monitoring Indicators: Monitor the Net Expansion Rate and churn metrics specifically within Fortune 500 accounts.
3 Short Squeeze Failure leading to Technical Collapse:
Cause: The massive 23.5% short interest successfully calls management’s bluff, and expected ARR acceleration completely stalls out in H2 2026.
Impact: Multiple (Hedge funds press their advantage, forcing long-only institutions to capitulate and driving the stock below $20).
Mitigation/Monitoring Indicators: Watch Days-to-Cover ratio and daily borrow rates.
Q9-A2. How Sensitive Is Teradata to the Economy?
1 Enterprise IT Spending Cycle (⬇): During high-interest rate or recessionary environments, massive CIO data-architecture overhauls are delayed or canceled, directly impacting Teradata’s consulting revenue and slowing down new cloud deployment cycles.
2 Dollar Strength / FX Exposure (⬇): Operating globally, a fiercely strong US Dollar immediately suppresses reported ARR and total revenue growth due to unfavorable translation mechanics.
Q9-A3. Teradata Pre-Mortem: What Could Go Wrong?
1 Snowflake and Hyperscalers Crack the High-End Moat: Teradata’s impenetrable switching costs suddenly erode as automated AI-migration tools allow Fortune 100 banks to easily lift-and-shift their core data to Snowflake, shattering Teradata’s monopoly on complex, high-concurrency workloads.
Early Warning Signal: Two or more consecutive quarters of negative Public Cloud ARR growth.
2 The SAP Windfall is Squandered on Destructive M&A: Management decides organic growth is dead and uses the pristine balance sheet and cash to overpay for a speculative AI startup, destroying ROIC and diluting shareholders.
Early Warning Signal: Sudden announcements of bolt-on acquisitions outside the core data warehousing scope instead of executing the $429M share repurchase authorization.
3 Brain Drain in the AI Engineering Talent Pool: Top-tier engineering talent abandons Teradata for hyperscalers, leaving the new “Autonomous Knowledge Platform” buggy and irrelevant in the fast-moving AI landscape.
Early Warning Signal: Frequent, unannounced departures in the VP of Product and Chief Architect ranks.
Q9-A4. Risk Adjustment Score
Reason for Scoring: The risks are substantial but currently trapped in the “numbers” stage rather than representing an existential threat. Total revenue is flat, confirming the legacy drag, but the pristine debt-free balance sheet provides an ironclad liquidity buffer against bankruptcy. It warrants a standard operational risk penalty.
📊 Risk Adjustment Score:-6 pts
Step 9 Summary: The primary risk is a perpetual slow bleed of legacy revenue, turning the company into a stagnant cash cow rather than a growth engine. However, existential or liquidity risks are completely off the table.
Commentary: The base score is heavily fortified by pristine cash flow, a perfectly clean balance sheet with zero long-term debt, and highly accretive share repurchases. The disciplined valuation framework awards the absolute maximum multiple-discount premium, while the risk deduction conservatively acknowledges the friction and top-line drag inherent in legacy-to-cloud software transitions.
Q10-A2. Should You Buy Teradata? (Recommendation)
Recommendation:Buy
Commentary: Trading at distressed multiples despite generating expanding operating margins and returning massive cash to shareholders, the company offers a compelling, asymmetric risk-reward profile deeply insulated by a structural valuation floor.
Q10-A3. Investment Thesis in One Line
Teradata is a highly profitable, deeply undervalued cash-cow executing an aggressive share-cannibalization strategy, though investors must tolerate zero top-line growth as legacy on-premise declines mask the underlying cloud transition.
Q10-A4. Teradata’s Price Trend & Key Drivers
Stock Price Trends Over the Past 12 Months:Sideways movement ➡️
February 19, 2026$480M SAP Legal Settlement
Description: The sudden injection of massive non-operating cash allowed the company to instantly wipe out its long-term term loan, fundamentally derisking the balance sheet and ensuring the survival of the cloud transition. ➡ Price Floor Established
May 05, 2026Q1 2026 Earnings Beat
Description: Exceeding consensus by $0.11 on EPS proved the underlying leverage of the recurring revenue model was intact despite top-line headwinds. ➡ Sideways Consolidation
August 11, 2026Morgan Stanley Downgrade
Description: Analysts punished the stock for sluggish Q3 revenue guidance, ignoring the margin expansion and focusing solely on the failure of AI to immediately re-accelerate the top line. ➡ Stock Price Drop
Q10-A5. Action Plan
Current Price:$27.69
Buy Zone:$26.00 ($25.00–$27.00)
(1) Calculation of Fundamental Value: The extreme undervaluation provides a dense margin of safety. Entering near the $26 level historically acts as a multi-year technical support floor where the stock has repeatedly bounced due to active corporate buybacks.
(2) Momentum Premium/Discount Application: Given the heavy 23.5% short interest and recent downgrades, there is negative momentum. Therefore, we apply a strict discount and do not chase the stock, letting the downward drift push it into our conservative band.
(3) Conclusion: The $25.00 to $27.00 range captures the maximum fear currently priced into the Morgan Stanley downgrade, providing an entry point where the Forward P/E dips into the single digits.
Price Target:$34.01
Expected Return:+22.8% (vs. current price)
📍 Select target stock price calculation criteria:
Forward PER — As a mature software company with stable cash flows, earnings multiples offer the most accurate peer benchmarking mechanism.
🧮 Price Target Calculation Formula:
Per share indicator based (Forward PER, P/FCF, etc.): $2.71 × 12.55x = $34.01
Basis for applying the multiple: Peer average — 12.55x — A deep discount to the 19.0x peer average is maintained to conservatively reflect Teradata’s lack of absolute top-line growth, whilst still capturing the base multiple-reversion.
Conditions and timing for reaching price target: Requires Q3 and Q4 2026 earnings reports to confirm that Public Cloud ARR is accelerating past the 10% YoY mark, proving the transition is actively overcoming the legacy runoff.
Stop Loss:$21.00 ($20.00–$22.00)
Action trigger upon catalyst achievement:
1 Public Cloud ARR exceeds 12% YoY growth
Description: Proves that the Autonomous Knowledge Platform is winning new workloads and the transition is accelerating. 👉 Increased Holdings (Buy)
2 Management exhausts the $429M share repurchase authorization
Description: A massively reduced float combined with the high short interest will violently force the stock upward, hitting our target multiples. 👉 Hold / Take Profits at Target
3 Unconfirmed M&A rumor is verified
Description: Private equity takes notice of the zero-debt balance sheet and massive FCF yield, stepping in to take the company private at a 30% premium. 👉 Sell on the Pop
Action trigger upon risk realization:
1 Management pauses the buyback program
Description: Eliminates the primary mechanical floor under the stock, leaving it vulnerable to unrestrained short selling. 👉 Reduction in Holdings (Sell)
2 Non-GAAP Operating Margins slip below 18%
Description: Indicates that the company is being forced to aggressively slash prices to retain Fortune 500 customers against Snowflake. 👉 Reduction in Holdings (Sell)
3 Major C-suite executive cluster selling continues into Q4
Description: Signals that internal data models predict a catastrophic Q1 2027 renewal cycle. 👉 Wait / Do Not Enter
Customized Strategy Guide by Investment Preference:
Defensive Investors: Build positions solely at the bottom of the Buy Zone ($25.00), treating the stock as a distressed value play protected by the massive buyback program.
Neutral Investors: Accumulate slowly within the Buy Zone, accepting the stagnant top-line growth in exchange for the high FCF yield and debt-free safety.
Aggressive Investors: Capitalize on the 23.5% short interest by holding out-of-the-money leaps, betting that a slight acceleration in Cloud ARR will trigger a violent short squeeze.
🕵️♂️ Deep Dive Analysis
Q1: Is Teradata’s Legacy On-Premise Decline Its Biggest Weakness?
Analysis: Teradata’s total revenue growth has been practically paralyzed for five years, hovering near $1.91 billion in 2021 and bleeding down to $1.66 billion in 2025. The core mathematical problem driving this decline is not a sudden failure of technology, but rather the fact that the company is actively replacing massive, upfront perpetual hardware and software licenses with ratable, spread-out cloud SaaS subscriptions. While the Public Cloud ARR is expanding robustly at 8% to 13% depending on the quarter, the sheer size of the legacy maintenance base (which is deliberately designed to run off) acts as a heavy anchor on the consolidated figures. Furthermore, consulting revenues intentionally dropped 24% in Q2 2026 as management offloaded lower-margin integration work to third parties. The weakness isn’t the product itself—it is the inescapable arithmetic of crossing the “software revenue chasm” where the old world dies slightly faster than the new world can financially replace it in the current quarter. Until the crossover point is reached where cloud ARR mathematically overwhelms the legacy runoff, the headline revenue numbers will remain ugly, continually repelling growth-focused investors and providing fodder for short sellers.
Judgment:Neutral — The decline is a mathematical certainty of the SaaS transition, not a failure of product execution. Management is handling it efficiently, focusing on margin over volume, but it will continually repel growth-focused investors until the crossover point is reached.
Q2: Can Teradata’s 10.3x Forward P/E Be Justified by the Stagnant Topline?
Analysis: The broader infrastructure software sector trades at roughly 19x to 25x forward earnings, fueled by the massive generative AI infrastructure hype cycle. Teradata’s 10.3x multiple reflects an extreme penalty applied by the market, effectively pricing the company as a shrinking, terminal asset that will eventually be entirely displaced by Snowflake and hyperscalers. However, this deeply compressed multiple completely ignores the vastly improved margin profile of the new business model. Non-GAAP operating margins have structurally expanded, hitting 21.5% in Q2 2026. The market is demanding high-double-digit revenue growth to award a 20x multiple, but Teradata’s current multiple is so compressed that even flat revenue combined with their aggressive share repurchases will generate massive per-share value accumulation. At 10.3x forward earnings, investors are essentially receiving an 8% to 10% free cash flow yield on a debt-free company with a sticky Fortune 500 client base. The market is conflating “lack of revenue growth” with “lack of value creation,” ignoring that a shrinking share count and expanding margins create immense shareholder wealth even if the topline never grows again.
Judgment:Undervalued — A 10.3x forward P/E for a company with 60%+ gross margins, zero long-term debt, and a highly sticky enterprise client base represents a profound market mispricing driven by a rigid focus on topline metrics.
Q3: How Will the $480M SAP Settlement Reshape Teradata’s Capital Allocation?
Analysis: The resolution of the SAP antitrust and IP litigation resulted in a $480 million gross ($359 million net pre-tax) cash influx in H1 2026. Teradata’s response was a masterclass in textbook efficient capital allocation: they immediately utilized the funds to eliminate their $450 million term loan. This singular event transformed the balance sheet overnight, pushing long-term debt to zero and freeing up future operating cash flow from a heavy interest burden. With debt completely erased, all organic free cash flow—projected at a massive $330M to $350M for FY26—can be seamlessly funneled into the $429.8 million open share repurchase program without threatening corporate liquidity. The settlement essentially acted as a time machine, accelerating the company’s deleveraging timeline by years and transforming it into an unlevered cash-printing machine right at the moment its stock is trading at distressed multiples, creating a perfect storm for highly accretive equity cannibalization.
Judgment:Positive — The settlement accelerated the company’s deleveraging timeline by years, transforming it into an unlevered entity capable of directing all free cash flow toward massive stock buybacks.
Q4: Does the 23.5% Short Interest Signal a Structural Threat or Squeeze Potential?
Analysis: With over 20.06 million shares sold short, representing roughly 23.5% of the float, hedge funds are actively betting that Teradata’s cloud migration will stall and that hyperscalers will completely commoditize the space. This is a crowded, aggressive short trade that relies on the assumption that Teradata is a dying legacy dinosaur. However, the short thesis faces a lethal mechanical counterparty: the company itself. Because Teradata is highly profitable, generates hundreds of millions in free cash flow, and is now entirely debt-free, management can continually buy back stock, shrinking the float and mechanically tightening the noose on short sellers. A short thesis relying on bankruptcy or liquidity crises is definitively broken here. The shorts are trapped in a slow squeeze; every quarter that Teradata uses its cash to buy back shares at 10x earnings, the EPS artificially inflates, making the stock look even cheaper and forcing the shorts to cover into a shrinking pool of available equity.
Judgment:Positive — The high short interest is a coiled spring. Any slight beat in Cloud ARR growth will force violent covering, as the company’s financial fortress makes a zero-out scenario impossible.
Q5: Will the “Autonomous Knowledge Platform” Move the Needle Against Hyperscalers?
Analysis: Launched to aggressively capitalize on the generative AI boom, the Autonomous Knowledge Platform attempts to position Teradata as the central nervous system for enterprise AI agents, orchestrating trusted data across multi-cloud environments. The strategic logic is sound: enterprises desperately want to deploy AI, but they cannot afford hallucinations, data siloing, or IP leakage. By offering a platform that inherently trusts, cleans, and governs data before feeding it to Large Language Models (LLMs), Teradata is actively defending its moat against AWS Redshift or Azure Synapse. However, marketing “AI capability” is heavily commoditized in 2026; every software vendor claims to be an AI company. The true test is whether this platform accelerates Net Expansion Rates within existing Fortune 500 accounts and stops churn. It is highly unlikely to win net-new startups, but it is the exact tool required to keep massive, risk-averse banks and airlines from migrating off Teradata’s infrastructure.
Judgment:Neutral — It is a necessary defensive maneuver to prevent churn and prove relevance in the AI era, but it remains unproven whether it can act as an offensive weapon to win greenfield market share against cloud-native disruptors.
Q6: How Does Teradata’s Operating Leverage Impact Future Earnings?
Analysis: A critical and vastly underappreciated dynamic is Teradata’s operating leverage as it shifts to software-as-a-service. In Q2 2026, total revenue was completely flat at $410 million, yet GAAP operating margins nearly doubled from 5.9% to 11.7%, and non-GAAP margins jumped a staggering 510 basis points to 21.5%. This conclusively proves that the incremental cost of delivering the cloud software is plummeting as the heavy-lifting of the architecture rewrite concludes. As Cloud ARR scales, a disproportionate amount of revenue drops directly to the bottom line. This means that EPS can grow at high double digits even if total revenue only grows at 1% or 2%. The market is entirely focused on the flat revenue, missing the massive profit explosion happening beneath the surface due to this SaaS-driven operational gearing.
Judgment:Positive — The operational gearing is exceptional, ensuring profit growth will drastically outpace revenue growth, heavily rewarding patient shareholders.
Q7: Why is Consulting Revenue Plunging 24% Year-over-Year?
Analysis: Consulting revenues dropped sharply from $51 million to $39 million in Q2 2026, an alarming 24% decline. While superficially terrifying for topline growth metrics, this is a deliberate, highly calculated strategic compression by management. Consulting is inherently a low-margin, human-capital-intensive business that distracts from the core software valuation multiple. By standardizing cloud deployments and aggressively offloading lower-tier integration work to third-party system integrators (SIs), Teradata is sacrificing empty topline calories to drastically improve the overall gross margin profile of the firm. This pivot mirrors the successful playbook used by other legacy software vendors transitioning to the cloud, trading revenue volume for revenue quality.
Judgment:Neutral — It is a painful but medically necessary amputation to complete the transition to a pure-play, high-margin software vendor, though it makes the headline revenue numbers look disastrous in the short term.
Q8: Is Teradata an Attractive Target for Private Equity Takeover?
Analysis: At a $2.57 billion market cap, zero long-term debt, and consistently throwing off $330 million to $350 million in adjusted free cash flow, Teradata screens perfectly for a classic leveraged buyout (LBO). Private equity firms actively seek sticky, mission-critical B2B software with predictable recurring revenue and the capacity to handle significant debt loads. Teradata checks every single box. A PE firm could easily finance a 30% to 40% premium to take the company private, milk the massive cash flows, optimize operations away from the glare of public market revenue-growth demands, and re-IPO the business once the legacy revenue runoff has cleanly finished. The current distressed public market valuation makes this scenario highly probable if the stock lingers below $30.
Judgment:Positive — The distressed valuation makes the company highly vulnerable to, and attractive for, a private equity buyout, establishing a strong shadow-floor on the stock price.
Q9: What Role Do Share Repurchases Play in Teradata’s Total Return?
Analysis: Share cannibalization is the silent engine of Teradata’s per-share value growth. The company has reduced its outstanding shares from roughly 140 million a decade ago to exactly 93 million today. By utilizing free cash flow to buy back stock at a 10x P/E, management is generating a massive, mathematically guaranteed return on capital. It mechanically inflates EPS and increases the remaining shareholders’ claim on the company’s cash flows without requiring a single new customer to be signed. With $429.8 million still authorized, Teradata has the firepower to retire an additional 15% of the entire company at current prices, creating immense value regardless of whether the broader market ever awards it a higher valuation multiple.
Judgment:Positive — Aggressive buybacks at distressed multiples are the absolute most efficient use of capital available to the firm, heavily subsidizing the lack of organic growth.
Q10: Does the CEO’s Stock Selling Undermine the Bull Case?
Analysis: Stephen McMillan’s sale of 20,000 shares in May 2026, following a 50,000 share sale in February 2026, is a definitive negative signaling event. While executives frequently sell for tax, diversification, or options-expiry reasons (often via automated 10b5-1 plans), the complete lack of any reciprocal open-market buying from the Board of Directors or the C-suite suggests that management does not view the stock as severely undervalued enough to risk personal capital. When the CEO and Chief Product Officer are consistently taking chips off the table at $30, it dampens the narrative that an explosive turnaround to $50 is imminent, providing psychological ammunition to the short sellers.
Judgment:Negative — The insider selling creates a persistent psychological headwind, validating the skepticism of the short sellers and preventing true momentum from building.