Snowflake, which helps businesses store, analyze, and use their data in artificial intelligence applications, grew revenue by 35% in its second quarter of fiscal 2027. Sales grew faster than operating expenses, narrowing its operating loss to $263 million. Snowflake is spreading operating expenses across more sales, but newer products reduced the share of product revenue left after delivery costs. Growing supplier commitments make continued customer use increasingly important.
Reporting basis: Snowflake Inc., NYSE: SNOW; consolidated, unaudited U.S. GAAP accounts. The quarter covers May 1–July 31, 2026; the first half covers February 1–July 31, 2026. Comparisons use the corresponding 2025 periods, except balance-sheet comparisons with January 31, 2026. Fiscal 2027 ends January 31, 2027. The selected Form 10-Q was filed September 4, 2026, accession 0001640147-26-000037. Information cutoff: October 5, 2026. The later financing discussed in Section 6 is separate from the July accounts.
Source: SEC filing details; Snowflake Form 10-Q, cover, financial statements, and Notes 1–2, pp. 6–16.
1. Existing customers are using more, and large accounts are expanding
Snowflake usually earns product revenue when customers use computing, storage, or data-transfer services. A customer can sign a contract and pay before using those services. Snowflake records the sale as revenue when the service is consumed, so a large contract does not automatically produce an equally large sale in the signing quarter.
Growth is supported by greater customer use, rather than simply a larger balance of signed contracts. Product revenue reached $1.492 billion in the quarter, up 36.8%. Management attributes the increase mainly to existing customers consuming more of the platform. Professional services and other revenue was almost unchanged, so nearly all the quarterly revenue increase came from the product business.
| Consolidated results, $ millions except percentages | Quarter ended July 31, 2025 | Quarter ended July 31, 2026 | First half ended July 31, 2025 | First half ended July 31, 2026 |
|---|---|---|---|---|
| Total revenue | 1,145.0 | 1,546.8 | 2,187.0 | 2,937.7 |
| Product revenue | 1,090.5 | 1,491.9 | 2,087.3 | 2,826.2 |
| Gross profit | 773.2 | 1,036.7 | 1,466.4 | 1,963.2 |
| Operating loss | -340.3 | -263.0 | -787.5 | -589.1 |
| Operating margin, calculated | -29.7% | -17.0% | -36.0% | -20.1% |
| Net loss attributable to Snowflake | -298.0 | -191.7 | -728.1 | -487.3 |
Source: Form 10-Q, statements of operations, p. 7; Note 3, p. 17.
Reporting basis: Losses are shown as negative amounts.
Calculation notes: Operating margin is operating profit or loss divided by total revenue.
The sequence of quarterly product revenue also supports the expansion story. It rose from $1.090 billion in July 2025 to $1.158 billion in October, $1.227 billion in January 2026, $1.334 billion in April, and $1.492 billion in July. These are separate three-month periods. They show rising usage revenue, although they do not isolate changes in prices, acquisitions, or the mix of products used.
Customers with capacity contracts who used Snowflake in August 2024 generated 26% more product revenue in the twelve months ended July 2026 than in the preceding twelve months. Snowflake follows this starting group across both years, rather than including every current customer. This measures revenue from service use, rather than cash payments during those periods. This measure, called net revenue retention, was 126%, compared with 125% a year earlier. It includes lost customers in the original group, but it is a revenue measure, not a count of customers retained. Nor does it mean every customer generated 26% more product revenue.
The number of customer accounts generating more than $1 million of annual product revenue grew from 654 to 828, a calculated 26.6% increase. Those accounts generated about 68% of trailing annual product revenue, versus 67% previously. This shows that larger relationships are becoming more important. A single corporate group can have multiple counted accounts, however, and no customer represented 10% of consolidated revenue.
Source: Form 10-Q, Note 3, p. 17; key business metrics and definitions, pp. 47–49; revenue discussion, p. 56. Historical customer metrics reflect company adjustments for acquisitions and other changes in customer organization.
Growth was geographically broad. U.S. quarterly revenue increased 33.8% to $1.152 billion. Europe, the Middle East, and Africa grew 39.6% to $258.7 million, while Asia-Pacific and Japan grew 40.3% to $94.9 million. The United States remained the largest contributor in dollars. These are reported dollar comparisons; the filing does not provide a complete constant-currency bridge for these regions.
Contracted revenue not yet recognized, called remaining performance obligations, reached $9.004 billion. That was 29.9% above July 2025 but below January 2026’s $9.772 billion. Management expects about 54% of the July balance to become revenue over the following twelve months. The estimate depends on customer use and can change when unused capacity rolls into renewed contracts.
This combination matters more than either figure alone. Customers are using more today, while a substantial body of contracted work supports future activity. The lower contract balance since January is not itself proof of weaker demand: existing commitments become revenue as customers consume them, and signing activity varies through the year. Continued consumption and new commitments must both replenish the business.
Source: Form 10-Q, Note 3, pp. 17–18; key business metrics, p. 47; remaining performance obligations discussion, p. 50; liquidity discussion, p. 61. Regional growth and contract growth are calculated from the disclosed comparators.
2. Spending is growing more slowly than sales, but delivery margins weakened
Snowflake kept more gross profit dollars because revenue grew substantially. It then spent less of each revenue dollar on selling, product development, and administration. The quarterly loss narrowed through slower expense growth, even though delivering the product absorbed a larger share of product sales.
Quarterly gross profit increased $263.6 million. Operating expenses increased $186.3 million. The difference explains the $77.3 million improvement in operating loss exactly. Total operating expenses grew 16.7%, well below revenue growth, and fell from 97.2% to 84.0% of revenue. This is evidence that a larger business is spreading some expenses across more sales; it does not establish that those expenses are fixed.
The delivery economics moved in the other direction. After direct product costs, Snowflake retained 70.9 cents from each product revenue dollar, down from 72.3 cents a year earlier. Management attributes the decline primarily to newer capabilities that have not reached sufficient scale, partly offset by better discounts from cloud suppliers.
Third-party cloud infrastructure expenses accounted for $113.6 million of the $132.1 million quarterly increase in product costs. These expenses include the computing used to run AI models and graphics processors. The filing attributes the increase mainly to greater customer consumption, but does not disclose a separate AI revenue-and-cost statement. It therefore supports a conclusion about rising delivery costs, not a precise AI profit margin.
Source: Form 10-Q, statements of operations, p. 7; Note 2, p. 14; cost of revenue discussion, pp. 55–57.
Calculation notes: Product margin uses product revenue less product cost, divided by product revenue.
Management is investing to bring customers onto the platform and develop more uses for it. Quarterly sales and marketing expense rose $109.7 million. Higher commissions and referral-related expenses contributed $54.7 million, while personnel and allocated overhead added $38.2 million. These costs are part of winning and expanding business, and some increase as contracts and usage grow.
Research and development expense rose $75.5 million. Cloud infrastructure used in development accounted for $42.5 million of that increase, and personnel and allocated overhead added $30.3 million. The figures show why spending on property and equipment alone would understate Snowflake’s investment effort. Much of its product-building work is purchased computing and employee effort charged directly against current profit.
Professional services also remained a cost of supporting adoption. Quarterly services revenue of $54.9 million was below its $75.7 million direct cost. The resulting $20.7 million gross loss worsened from $15.0 million. Services are small beside the product business, but helping customers deploy the platform is not currently a profitable activity on its own.
Source: Form 10-Q, Note 2 segment expense table, pp. 13–14; expense explanations, pp. 57–59.
The first-half comparison needs an additional qualification. Operating loss improved by $198.4 million, but gross office-exit impairment charges fell from $108.6 million to $17.8 million. The $90.8 million reduction was a substantial part of the improvement. These charges reduce the recorded value of assets; they are different from cash saved during the current period. They are also pretax amounts, not an after-tax adjustment to net loss.
Net loss benefited from investments as well. Strategic investments produced a $25.3 million first-half net gain, compared with a $35.3 million loss a year earlier. The current result includes valuation increases and realized gains, partly offset by impairments and other losses. Meanwhile, interest income fell $19.5 million because average investment balances and yields were lower. These effects explain why the change in net loss should not all be attributed to selling cloud services.
Stock compensation remains the largest qualification to the improving expense ratio. Snowflake recorded $826.1 million of share-based compensation in the first half, up 5.4%. That declined from 35.8% to 28.1% of revenue, but remained a substantial cost of employing people. Faster sales are improving the cost structure; the company has not yet earned a GAAP operating profit after paying for its full workforce and development program.
Source: Form 10-Q, cash-flow statement, p. 11; Note 4, pp. 19–20; Note 12, p. 40; management discussion, pp. 59–60. Calculation notes: The impairment comparison uses the cash-flow statement’s $108.619 million prior-half charge and $17.836 million current-half charge. Their difference is $90.783 million, rounded to $90.8 million.
3. Customer payment timing limits how much growth becomes cash
A company can report a loss while receiving cash from operations. Snowflake’s income statement includes share awards and the gradual charging of acquired technology costs against profit. Those expenses do not require an equal current-period cash payment. Separately, customers may pay before or after the associated revenue is recognized.
First-half operating cash increased, but more slowly than revenue, and it did not cover acquisitions, repurchases, and employee share-settlement payments together. Operating cash was $334.6 million, up 10.3%, against revenue growth of 34.3%. Operating cash as a share of revenue fell from 13.9% to 11.4%.
| First-half operating cash reconciliation, $ millions | Six months ended July 31, 2026 |
|---|---|
| Consolidated net loss | -487.291 |
| Noncash and other reconciliation adjustments | 1,107.630 |
| Changes in operating assets and liabilities, excluding acquisitions | -285.759 |
| Net cash provided by operating activities | 334.580 |
Source: Form 10-Q, cash-flow statement, pp. 11–12.
Calculation notes: The two grouped adjustments are calculated sums of the statement’s individual lines; their inputs appear in the technical calculation notes below.
Share compensation contributed $826.1 million to the adjustment from loss to cash. Depreciation and amortization contributed $136.2 million, and the recognition of previously deferred sales commissions contributed $117.5 million. These explain much of the gap. They do not mean the business received cash from issuing those employee awards or from writing down its assets.
Customer timing then worked in two directions. Collecting previously billed amounts released $600.6 million of cash from receivables. Management links this to billing and collection timing after the historically strong fourth-quarter order period. The balance sheet’s $585.3 million receivable decline is smaller because it also includes acquisition and other balance-sheet effects.
At the same time, revenue recognized from prepaid capacity outpaced new invoicing. That reduced deferred revenue by $807.2 million in the cash-flow reconciliation. Deferred revenue tracks amounts billed before the service is delivered; it does not show when every invoice was paid. When a customer paid earlier, recognizing the sale now does not bring in that money a second time. Together, the receivables and deferred-revenue movements reduced the reconciliation from net loss to operating cash by $206.5 million. This is a net timing adjustment, not a separate cash payment.
Source: Form 10-Q, cash-flow statement, p. 11; operating cash explanation, p. 63. Changes in the cash-flow statement exclude business-combination effects and should not be equated directly with balance-sheet differences.
Snowflake defines free cash flow as operating cash less purchases of property and equipment and any capitalized software development costs. On the disclosed first-half basis, $334.580 million less $18.005 million equals $316.575 million. The comparable result was $241.615 million. Of the $75.0 million increase, $43.6 million came from lower spending on property and equipment. Additional operating cash supplied the remaining $31.3 million.
The company’s usual free cash flow measure excludes cash paid to tax authorities when employee awards are settled with fewer shares. That payment was $327.7 million and appears in financing activities. It is economically relevant to funding the workforce even though accounting rules place it outside operating cash.
| First-half cash allocation, $ millions | Six months ended July 31, 2026 |
|---|---|
| Operating cash | 334.580 |
| Purchases of property and equipment, cash spent | 18.005 |
| Free cash flow, calculated remainder | 316.575 |
| Acquisitions, cash spent net of acquired cash | 254.449 |
| Common-share repurchases, cash spent | 300.003 |
| Employee award tax payments less option and employee purchase-plan receipts, net cash spent | 186.331 |
| Deferred acquisition consideration, cash spent | 2.250 |
| Remainder after these uses, calculated | -426.458 |
Source: Form 10-Q, cash-flow statement, pp. 11–12; free cash flow definition and reconciliation, p. 49.
Reporting basis: Spending rows are positive uses. No cash dividends were paid.
Calculation notes: The final remainder subtracts all four uses below free cash flow; it is an analytical allocation, not a company performance measure.
Net purchases of investments used another $681.5 million, largely moving money into securities rather than consuming it in operations. Including exchange-rate effects, cash and restricted cash fell from $2.864 billion to $1.752 billion. The closing total included $44.5 million of restricted cash; unrestricted cash and equivalents were $1.707 billion.
Seasonality limits what this half-year result says about full-year cash generation. The January 2026 quarter alone generated $781.2 million of operating cash, versus $91.4 million in the latest quarter. Historically, larger fourth-quarter orders have supported stronger cash generation in the first and fourth fiscal quarters.
Payment terms may also change that pattern. Snowflake typically bills capacity customers annually in advance, but expects more contracts with quarterly advance billing or monthly billing after use. Those terms would give customers more time to pay and reduce Snowflake’s upfront funding for otherwise comparable contracts. The filing does not quantify their effect on this half-year result. The important test is the full customer-payment cycle, including cash needed for acquisitions and share-related payments beyond the headline free cash flow measure.
Source: Form 10-Q, pp. 11–12, 47–50, and 63–64.
4. Acquisitions buy capabilities before they establish a profit contribution
Snowflake is expanding the tasks customers can perform on its platform. Observe adds tools for monitoring how software systems behave and diagnosing problems. Natoma adds controls over how AI agents connect to enterprise applications and data. Management says it bought both primarily for technology and talent.
The acquisitions broaden Snowflake’s product offering, while their revenue contribution remains too small to establish an earnings payoff. The first-half accounts contain $724.1 million of combined purchase consideration for Observe and Natoma. That is not the cash spent: the consideration includes shares, a previously held investment, and settlement of an existing relationship.
| Preliminary acquisition accounting, $ millions | Observe, acquired February 2, 2026 | Natoma, acquired June 3, 2026 |
|---|---|---|
| Total purchase consideration | 595.797 | 128.271 |
| Cash consideration before acquired cash | 285.729 | 17.748 |
| Shares included in purchase consideration | 285.348 | 110.523 |
| Acquired identifiable intangible assets | 245.000 | 17.400 |
| Goodwill | 342.818 | 101.818 |
Source: Form 10-Q, Note 7, pp. 24–27. Observe’s remaining consideration comprises a $22.768 million previously held interest and $1.952 million settlement of preexisting relationships. Allocations are preliminary.
The intended benefit is to make the platform useful for more everyday work. Natoma’s access controls could help companies approve AI agents that need to read information or take actions across multiple systems. That addresses a practical barrier: enterprises cannot deploy an agent widely if they cannot control what it is allowed to do. Snowflake’s acquisition announcement describes this as the purpose, rather than evidence that the expected sales have already arrived.
Source: Snowflake’s Natoma announcement, May 27, 2026, discussion of enterprise access and governance; Form 10-Q, Note 7.
Goodwill represents the purchase price left after valuing identifiable acquired assets and liabilities. The two deals added $444.6 million of it. This amount depends on future benefits from the combined businesses and their people; it is not cash available for spending. Separately, acquired technology and customer-related assets are gradually charged against profit over their expected useful lives.
Total net intangible assets rose from $246.9 million to $426.5 million. Acquisitions added $262.4 million, offset by approximately $82.8 million of amortization. The remaining disclosed amortization schedule includes $85.9 million in the second half of fiscal 2027 and $132.8 million in fiscal 2028. Those charges mean the accounting cost of the acquisitions continues after the purchase date.
Retention packages add another layer. Observe employees received $212.0 million of awards for future service, and Natoma employees received $54.4 million of shares subject to future service. These are compensation arrangements separate from the purchase consideration, recognized over the applicable service periods. Keeping the people needed to develop the acquired technology therefore has an ongoing cost.
The filing describes the acquired businesses’ reported revenue contributions as immaterial. Observe’s pro forma comparison does not supply a complete acquisition-adjusted bridge for Snowflake’s growth, so the unexplained portion of growth should not be labeled organic. The business case is credible as product expansion, but its success must ultimately appear in sustained customer use and improved economics after integration costs.
Source: Form 10-Q, Notes 7–8, pp. 24–28. Employee awards described here are grant-date values, not cash payments or immediate expenses of the same amount.
5. Liquidity remains substantial, while equity growth comes from share issuance
Snowflake’s cash decline overstates the reduction in its wider liquidity pool, but its higher equity does not represent retained profit. Cash plus short- and long-term investments declined $455.5 million to $4.329 billion. Cash alone fell $1.121 billion because more money was held in longer-term investments as well as spent elsewhere.
| Consolidated financial position, $ millions | January 31, 2026 | July 31, 2026 |
|---|---|---|
| Cash and equivalents | 2,828.163 | 1,707.187 |
| Short- and long-term investments combined | 1,956.536 | 2,621.990 |
| Accounts receivable, net | 1,303.740 | 718.464 |
| Property and equipment, net | 248.611 | 207.981 |
| Goodwill and net intangible assets combined | 1,441.283 | 2,065.530 |
| Total assets | 9,132.495 | 8,690.459 |
| Deferred revenue, current and non-current | 3,361.437 | 2,596.245 |
| Convertible notes, net carrying amount | 2,279.827 | 2,283.985 |
| Operating lease liabilities, total | 461.287 | 479.830 |
| Total liabilities | 7,208.393 | 6,540.795 |
| Stockholders’ equity | 1,924.102 | 2,149.664 |
Source: Form 10-Q, balance sheets, p. 6; Notes 4, 6, 8, and 10. Investments in this table exclude strategic investments classified in other assets.
Receivables fell as customers paid earlier invoices, and the credit-loss allowance was immaterial at both dates. Property and equipment declined $40.6 million. Cash purchases of property and equipment were well below the $53.4 million charge for using up the recorded cost of those assets over time, called depreciation and amortization. Noncash additions and other movements also affect the balance. The filing does not split purchases between maintenance and expansion, so this cannot establish underinvestment.
Unlike a manufacturer, Snowflake’s main delivery requirement is purchased cloud capacity, rather than a reported inventory of finished products. Supplier-related liabilities therefore deserve attention. Accrued cloud infrastructure expenses rose from $121.7 million to $168.8 million. Marketplace customer liabilities rose from $122.9 million to $162.2 million; these represent expected use of customer commitments to buy third-party offerings. Neither is financing debt.
Current assets were $227.7 million below current liabilities. However, $2.568 billion of current liabilities was deferred revenue, primarily an obligation to deliver service on billed customer arrangements. It is different from a loan requiring a scheduled cash repayment. Delivering that service still costs money, so the distinction improves interpretation without making the obligation disappear.
Source: Form 10-Q, p. 6; Notes 3, 6, and 9, pp. 17, 23, and 29.
Equity rose $225.6 million despite the loss. Additional paid-in capital—the account that captures share issuance and much share compensation—increased $1.032 billion. Its main additions were $826.8 million of equity-recorded compensation, $395.9 million of acquisition shares, and $141.4 million from option exercises and the employee purchase plan. Share withholding for taxes reduced it by $329.9 million, with a smaller treasury-share reissuance adjustment.
The accumulated deficit increased $787.3 million: $487.3 million from net loss and $300.0 million from shares repurchased and retired. Thus, that account’s movement is larger than the reported loss. Treasury stock became $2.5 million less negative because previously held shares were reissued for awards. Other comprehensive income fell $21.3 million, mostly from changes in investment values recorded outside current net income.
Repurchasing and retiring shares can partly offset employee and acquisition issuance, preserving a larger ownership percentage for remaining shares than without those repurchases. Snowflake spent $300.0 million on this use of cash, reducing funds available for other purposes. Outstanding shares nevertheless increased from 343.918 million to 352.455 million: acquisition shares and employee issuance more than offset the 1.676 million shares repurchased and retired. No shares were repurchased in the second quarter; all first-half purchases occurred earlier. The remaining authorization was $802.7 million and could be suspended, giving management a discretionary cash lever.
Quarterly weighted-average shares rose 4.2%. That helped reduce loss per share to $0.55 from $0.89 because the remaining loss was spread across more shares. The lower net loss did most of the work; repurchases did not produce a net shrinking share count. With $3.8 billion of unrecognized compensation tied to unvested awards, expected over an average 2.6 years, workforce compensation and dilution remain ongoing capital-allocation issues.
Source: Form 10-Q, statements of operations, comprehensive loss, and equity, pp. 7–10; Note 12, pp. 35–40. Equity-entry amounts can differ from current cash paid because of timing and capitalization.
6. Funding capacity increased after July, alongside larger commitments
At July 31, Snowflake owed approximately $2.3 billion in principal—the face amount of debt—on notes that holders can exchange for shares under specified conditions, called convertible notes. Half matures October 1, 2027 and half October 1, 2029. The notes carry no regular cash interest. First-half interest expense of $4.2 million principally reflects allocating issuance costs over their terms, rather than a regular coupon payment.
Liquidity supports the expansion, but zero-coupon borrowing still creates future settlement obligations. Holders could convert the July notes during the quarter ending October 2026 because a contractual trigger had been met. Snowflake could settle in shares, cash, or both. The notes remained non-current at July because maturity was more than twelve months away and share settlement was available.
The debt agreements contain contractual obligations and default provisions that can require early repayment. The quarter’s disclosure does not present a bank-style leverage-ratio test. Separate capped-call contracts, purchased when the notes were issued, can reduce conversion dilution or excess cash settlement within specified limits. They do not cancel the principal obligation.
Source: Form 10-Q, Note 10, pp. 29–32.
A material subsequent financing changes the picture beyond the quarter. An October 2 Form 8-K reports completion of $3.75 billion of new zero-coupon notes: $2.0 billion due October 15, 2029 and $1.75 billion due October 15, 2031. Net proceeds were approximately $3.70 billion. Snowflake used about $383.5 million for new capped calls and $548.3 million to repurchase older 2027 notes.
The pricing announcement identifies approximately $261.8 million of principal in that older-note repurchase. The cash payment is therefore not equivalent to the principal removed. These disclosed transactions leave approximately $2.77 billion of the base offering’s net proceeds before other uses. That is a transaction calculation, not an October cash balance. Additional purchaser options were not assumed exercised here.
Management names general corporate purposes, possible repurchases, acquisitions, and strategic investments as uses for the remainder. The financing provides capacity to execute that strategy and partially addresses the nearest maturity. It also adds substantially more principal than it removes. The new 2029 notes concentrate another $2 billion in a year when older notes already mature. Future cash generation and disciplined deployment remain important.
Sources: October 2, 2026 Form 8-K, accession 0001640147-26-000043, Item 1.01, “Proceeds”; September 29 pricing announcement, “Concurrent Note Repurchases.”
Reporting basis: These events are outside the July reporting period.
Operating commitments are another claim on future resources. In April, Snowflake replaced an existing cloud agreement’s remaining purchase obligation with a $6 billion, five-year minimum through March 2031. Annual minimums range from $900 million to $1.25 billion. Shortfalls must be paid, although qualifying later service purchases can use those payments during the agreement’s term.
An additional storage amendment extends specified storage commitments to May 2036, with an estimated incremental minimum of $58 million. An amended AI-services agreement carries a $390 million total minimum through November 2028, with $270 million remaining at July. Some services bought through public clouds count toward the AI agreement, so these figures should not simply be added as entirely independent spending streams.
The purpose is to secure services supporting the platform and its AI products. The benefit can include purchasing discounts, which already partly offset delivery-margin pressure. The risk is a mismatch: customers choose when to use Snowflake, while supplier minimums remain binding. Revenue cannot be compared directly with those minimums to judge whether the commitments are covered. Revenue measures services delivered to customers, while supplier minimums require spending on services Snowflake purchases. Customer billing and cash collection can occur at different times.
Source: Form 10-Q, Note 11, pp. 32–34; liquidity discussion, p. 61. The April agreement replaces an earlier commitment and must not be added to the old amount.
Office leases also remain payable after an office’s recorded value is reduced. July lease liabilities totaled $479.8 million, including $59.8 million current, with another $77.6 million committed for leases not yet commenced. The January maturity schedule showed $590.6 million of undiscounted lease payments, before $26.6 million of expected sublease receipts. That older schedule is a historical baseline, not the July payment schedule. Snowflake has ample financial resources, but operating commitments and acquisitions make the allocation of those resources consequential.
Sources: Form 10-Q, p. 6 and Note 11; fiscal 2026 Form 10-K, Note 11, operating lease maturity table as of January 31, 2026.
7. Easier access to data creates opportunity and tougher competition
Snowflake’s strategy is to make data already held by businesses useful for more applications. A June customer announcement describes Thomson Reuters using Snowflake as an enterprise data foundation spanning 350 data sources, with over 1,500 daily users. This is evidence of a deployed use case for governed data and AI, although it is a company-sponsored example without disclosed revenue or profit for the account.
Snowflake must win through useful applications, performance, and control as customers gain more freedom to choose computing providers. Open formats such as Apache Iceberg let different tools work with data stored outside a single vendor’s proprietary environment. That can help Snowflake reach workloads without first requiring customers to relocate all their data. It also makes it easier to use competing tools.
AWS provides a concrete example. In November 2025, Amazon Redshift added support for writing to Iceberg tables for workloads that append new records, alongside its existing reading capability. Snowflake’s largest cloud supplier therefore also offers a competing way to process open-format data. This does not establish which product performs better, but it shows that interoperability is becoming a shared capability rather than an exclusive advantage.
Sources: Snowflake and Thomson Reuters announcement, June 2, 2026; AWS Redshift Iceberg announcement, November 17, 2025; Form 10-Q, competition risks, pp. 71–72.
Efficiency creates a similar two-way effect. On August 18, Snowflake announced plans for automatic routing of AI tasks to models suited to their complexity and cost. The announcement’s footnote said this capability would enter private preview soon—a limited testing stage, not general availability. The intended design sends simpler work to less expensive models and difficult tasks to more capable ones. Its stated purpose is to reduce unnecessary customer spending and make AI deployment easier; the announcement does not establish realized customer savings.
Lower cost per task can encourage customers to run more tasks. But under a consumption model, efficiency can also reduce revenue from an unchanged workload. The filing explicitly recognizes this tradeoff for software, hardware, and storage improvements. Snowflake needs additional workloads to offset any reduction in resources consumed for existing work.
The strongest evidence in favor of management’s approach is actual expansion among existing customers and the increasing number of large accounts. The strongest counterevidence is that product margins have declined despite purchasing discounts, while competitors can serve many of the same data environments. The next stage depends on producing valuable uses cheaply enough that customer activity and gross profit both expand.
Sources: Snowflake dynamic model routing announcement, August 18, 2026, product description and footnote 2 on planned private preview; Form 10-Q, pp. 45–46, 55–57, and 71–73. The efficiency-to-revenue relationship is an operating mechanism, not a quantified forecast.
8. Security and legal exposures can affect adoption as well as costs
The absence of a large recorded legal liability does not establish that these exposures are small. Cybersecurity-related class actions concern allegations that consumer information held in customer accounts was inadequately protected. U.S. proceedings are in discovery after motions to dismiss were denied, and a Canadian action is also pending. Snowflake cannot estimate a reasonably possible loss range.
A separate copyright action concerning material allegedly used to train its language model is also in discovery. Securities class actions and related derivative proceedings remain outstanding. Their damages are unspecified, and the filing provides no reliable amount to add to a cash-needs forecast. These are allegations and unresolved proceedings, not findings that Snowflake is liable.
One employment matter has a disclosed range: zero to $25 million, plus interest, for a reasonably possible unfavorable outcome. No material accrual was recorded because management did not consider a material loss probable while appeal proceedings continued. That accounting judgment explains the balance-sheet treatment; it does not eliminate the possible payment.
For a platform selling secure data access, trust has commercial importance. Security reviews, regulatory compliance, and contractual agreement can delay customers’ AI adoption. Natoma’s controls address part of that need, but an acquisition does not resolve pending litigation or demonstrate that all customer security risks have been removed. Successful execution requires both dependable products and customer confidence in using them.
Source: Form 10-Q, Note 11, pp. 33–35; adoption discussion, p. 45; security and regulatory risk factors. Case status is the filing’s disclosure through early September, not a claim that no later court developments occurred.
Taxes do not currently provide a large offset to losses. Snowflake has potential future tax savings from past losses and other accounting differences, called deferred tax assets. It offsets the full net amount of these assets in the United States and United Kingdom with valuation allowances because it is uncertain whether it will earn enough taxable income to use them. The first-half tax provision was $2.3 million despite a pretax loss. The filing says the 2025 U.S. tax legislation had no material first-half financial-statement impact. Accordingly, neither accumulated tax losses nor favorable statutory changes should be presented as an established near-term cash benefit.
Source: Form 10-Q, Note 13, pp. 40–41.
9. The next test is profitable use of a broader platform
Snowflake’s operating position is improving, but the evidence supports a business still investing toward profitability. Existing customers are using more, larger accounts are expanding, and operating expenses are growing more slowly than sales. These are substantive improvements beyond the benefit from smaller office-exit charges or investment gains.
Management’s September outlook anticipates third-quarter product revenue of $1.588 billion–$1.593 billion. It raised the fiscal 2027 product-revenue forecast to $6.070 billion from $5.840 billion. Given the first-half actual result, the revised forecast requires $3.244 billion in the second half. Combined with the third-quarter range, it implies approximately $1.651 billion–$1.656 billion in fourth-quarter product revenue. These are management forecasts and calculated implications, not completed sales.
Source: September 2, 2026 earnings release, “Financial Outlook”; Form 10-Q, Note 3. Calculations use the $2.826190 billion first-half product-revenue actual.
The central execution challenge is to convert that usage growth into more gross profit and cash while absorbing cloud minimums, acquired-product costs, and employee compensation. New financing gives Snowflake more room to build and acquire. It also makes the eventual results of that spending more important because future debt settlement obligations have grown.
A stronger outcome would combine sustained customer expansion, stabilizing product margins, and collections that fund a larger share of the company’s total cash uses. Persistent delivery-margin erosion or weaker usage against committed supplier spending would weaken the business case even if headline revenue continued growing. On the present evidence, Snowflake has established stronger demand and better expense discipline; proving the economics of its broader AI platform is the next task.
Technical calculation notes
Reporting basis: Financial-statement amounts originally reported in thousands of U.S. dollars were divided by 1,000 for tables in millions. Percentages use unrounded inputs. Snowflake reports one operating segment; no subsidiary earnings were added separately. The prior-year first-half consolidated net loss was $727.882 million. Subtracting $0.227 million of net income attributable to minority owners of a subsidiary leaves a larger loss attributable to Snowflake: $728.109 million. The cash reconciliation uses consolidated net loss.
Calculation notes:
- Growth equals current-period amount divided by the comparable prior-period amount, minus one. Quarterly total-revenue growth uses 1,546.793 / 1,144.969; product growth uses 1,491.861 / 1,090.496. First-half comparisons use 2,937.744 / 2,187.043 and 2,826.190 / 2,087.309. Quarterly operating-expense growth is 1,299.685 / 1,113.430 − 1 = 16.7%.
- Product margins are (1,491.861 − 434.418) / 1,491.861 = 70.8808% and (1,090.496 − 302.316) / 1,090.496 = 72.2772%. The decline is 1.3964 percentage points. Quarterly operating improvement is 263.564 additional gross profit − 186.255 additional operating expense = 77.309.
- The first-half $1,107.630 million cash-reconciliation adjustment equals 136.234 depreciation/amortization + 35.551 noncash leases + 117.473 commission amortization + 826.052 share compensation − 3.286 investment accretion − 25.257 strategic-investment gains + 4.161 debt-cost amortization + 17.836 impairment − 8.489 deferred tax + 7.355 other.
- Working-capital and other operating changes total 600.630 − 106.320 − 0.351 + 41.231 + 28.056 − 41.842 − 807.163 = −285.759. Together with consolidated loss and the adjustments above, this produces operating cash of 334.580.
- Prior-half free cash flow is 303.269 − 61.654 = 241.615. The increase to 316.575 consists of 31.311 more operating cash plus 43.649 less spending on property and equipment. Net employee financing cash use is 327.742 − 74.424 − 66.987 = 186.331.
- Cash including restrictions reconciles as 2,864.303 + 334.580 − 953.928 − 488.584 − 4.684 exchange effects = 1,751.687. Beginning restricted cash was 36.140; closing restricted cash was 44.500. The July unrestricted cash-plus-investments pool is 1,707.187 + 637.508 + 1,984.482 = 4,329.177.
- Assets reconcile to liabilities plus equity: July, 6,540.795 + 2,149.664 = 8,690.459; January, 7,208.393 + 1,924.102 = 9,132.495. Equity reconciles as 1,924.102 + 74.378 option issuance + 66.987 employee purchase-plan issuance + 395.870 acquisition issuance − 329.880 withholding − 300.003 retirements + 826.815 compensation − 21.314 other comprehensive loss − 487.291 net loss = 2,149.664.
- Weighted-average quarterly shares increased from 335.215 million to 349.257 million, or 4.2%. At the earlier share count, the current quarterly loss would be approximately $0.572 per share; the reported current denominator produces approximately $0.549. This isolates the denominator effect and is not adjusted earnings.
- Base financing proceeds remaining after named uses are approximately 3,700 − 383.5 − 548.3 = 2,768.2 million. Forecast second-half product revenue is 6,070 − 2,826.190 = 3,243.810 million; subtracting third-quarter guidance gives the fourth-quarter range stated above.
Sources: Selected 10-Q, pp. 6–12 and referenced footnotes; SEC extracted XBRL instance. XBRL checks used U.S.-dollar units and consolidated quarter, six-month, or balance-sheet-date contexts as appropriate; revenue, operating loss, parent-attributable net loss, operating cash, assets, liabilities, and cash matched the filing text. Financing and guidance calculations use the primary sources cited in Sections 6 and 9.
This analysis is for general information and explains Snowflake’s business and financial reporting. It is not investment advice.