8 unchanged sentences
Our revenue was $4.7 billion, $3.6 billion, and $2.8 billion for the fiscal years ended January 31, 2026, 2025, and 2024, respectively.
−Removed: As a result of our historical rapid growth, limited operating history, large number of new product features, including those incorporating artificial intelligence and machine learning technology (AI Technology), and unstable macroeconomic conditions, our ability to accurately forecast our future results of operations, including revenue, gross margin, remaining performance obligations (RPO), and the percentage of RPO we expect to recognize as revenue in future periods, is limited and subject to a number of uncertainties, including our ability to plan for and model future growth and platform consumption.
+Added: As a result of our historical rapid growth, limited operating history, large number of new product features, including those incorporating artificial intelligence (AI) and machine learning technology (collectively, AI Technology), and unstable macroeconomic conditions, our ability to accurately forecast our future results of operations, including revenue, gross margin, remaining performance obligations (RPO), and the percentage of RPO we expect to recognize as revenue in future periods, is limited and subject to a number of uncertainties, including our ability to plan for and model future growth and platform consumption.
Our historical revenue growth should not be considered indicative of our future performance.
Further, our revenue growth could slow or our revenue could decline for a number of reasons, including increased competition;
−Removed: changes to technology, such as changes in software or underlying cloud infrastructure or the increasing prominence of new technology like artificial intelligence;
+Added: changes to technology, such as changes in software or underlying cloud infrastructure or the increasing prominence of new technology like AI;
reputational harm;
+Added: changes in macroeconomic conditions;
and reduced demand for our platform.
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Sales to highly-regulated entities are subject to substantial additional costs and risks that are not present in sales to other customers, which are described below in the risk factor titled “ We do business with federal, state, local, and foreign governments and agencies, and heavily regulated organizations;
−Removed: as a result, we face heightened risks related to special contract terms, non-standard product deployments, and compliance with additional processes, rules, and regulations.
+Added: as a result, we face heightened risks related to special contract terms, non-standard product deployments, supply chain restrictions, and compliance with additional processes, rules, and regulations.
We have also encountered, and will continue to encounter, risks and uncertainties frequently experienced by growing companies in rapidly changing industries, such as the risks and uncertainties described below.
9 unchanged sentences
We have experienced net losses in each period since inception.
−Removed: We generated net losses of $1.3 billion, $838.0 million and $797.5 million for the fiscal years ended January 31, 2025, 2024 and 2023, respectively.
+Added: We generated net losses of $1.3 billion, $1.3 billion and $838.0 million for the fiscal years ended January 31, 2026, 2025 and 2024, respectively.
As of January 31, 2026 and 2025, we had an accumulated deficit of $9.5 billion and $7.3 billion, respectively.
−Removed: We expect our costs and expenses to increase in future periods.
−Removed: In particular, we intend to continue to invest significant resources to further develop our platform, expand our research and development teams, retain our employees, and acquire other businesses, including in the areas of data science, artificial intelligence, and machine learning.
+Added: We expect our costs and expenses to continue to increase in future periods.
+Added: In particular, we intend to continue to invest significant resources to further develop our platform, expand our research and development teams, retain our employees, and acquire other businesses, including in the areas of data science, AI, and machine learning.
+Added: We have also entered and may in the future enter into new customer consumption arrangements, and have invested and may continue to invest in new product areas, that are complex and costly and whose adoption and usage are unpredictable.
+Added: These activities may lead to increased fluctuations in our revenue and lower profit margins.
In addition, our platform currently operates on public cloud infrastructure provided by Amazon Web Services (AWS), Microsoft Azure (Azure), and Google Cloud Platform (GCP), and our costs and gross margins are significantly influenced by the prices we are able to negotiate with these public cloud providers, which in certain cases are also our competitors.
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The markets in which we operate are rapidly evolving and highly competitive.
−Removed: In recent years, we have adopted open data formats like Apache Iceberg tables to allow customers to use our platform to process data stored in external customer-controlled environments outside of Snowflake, and we have introduced a significant number of new features and expanded into new product categories like artificial intelligence.
+Added: In recent years, we have adopted open data formats like Apache Iceberg tables to allow customers to use our platform to process data stored in external customer-controlled environments outside of Snowflake, and we have introduced a significant number of new features and expanded into new product categories like AI and transactions.
These changes are driving increased competition, both because there is less customer “lock in” when our products are used in external environments, and also because we are competing across more product categories, each of which is subject to distinct customer requirements and preferences.
−Removed: Our success depends on our ability to continue to innovate in response to changing market dynamics.
+Added: Our success depends on our ability to continue to effectively innovate in response to changing market dynamics.
Our current competitors include:
2 unchanged sentences
• other established vendors of legacy database solutions or big data offerings;
+Added: • existing observability solution providers, particularly those with strong technological, marketing, and sales positions;
• new or emerging entrants seeking to develop competing technologies.
−Removed: We compete based on various factors, including price, performance, product features, breadth of use cases, multi-cloud availability, brand recognition and reputation, customer support, and differentiated capabilities, including ease of implementation and data migration, ease of administration and use, scalability and reliability, data governance, security and compatibility with existing standards, programming languages, third-party products, and the ability to operate in hybrid environments.
+Added: We compete based on various factors, including price, performance, product features, breadth of use cases, multi-cloud availability, brand recognition and reputation, customer support, technical services, and differentiated capabilities, including ease of implementation and data migration, ease of administration and use, scalability and reliability, data governance, security and compatibility with existing standards, programming languages, third-party products, and the ability to operate in hybrid environments.
Many of our competitors have substantially greater brand recognition, customer relationships, and financial, technical, and other resources than we do, and may be able to respond more effectively than us to new or changing opportunities, technologies, standards, customer requirements, and buying practices.
+Added: Some of our privately-held competitors also have greater operational flexibility than we do, including the ability to make strategic long-term business decisions without the short-term financial performance pressure, market expectations, and public disclosure obligations that affect public companies.
In addition, we may not be able to respond to market opportunities as quickly as smaller companies or offer as many discounts or free services as our competitors.
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All of the foregoing could make it difficult or impossible for us to provide products and services that compete favorably with those of the public cloud providers.
−Removed: Some of our customers use drivers and/or connectors to connect our platform to third-party applications or databases.
+Added: Companies with which we have strategic partnerships and alliances in some areas may be competitors in other areas, and this trend may increase, particularly as we expand our product offerings.
+Added: Additionally, companies that are strategic partners in some areas of our business may acquire or form alliances with our competitors, thereby reducing their business with us.
+Added: We also face competition from some of our customers and vendors.
+Added: Further, some customers use drivers and/or connectors to connect our platform to third-party applications or databases.
Attempts by third-party application or database providers to restrict the use of drivers and connectors may make it more difficult for customers to use our platform, which could lead to reduced sales and consumption.
+Added: Any inability to effectively manage these complex relationships could materially harm our business, results of operations, and financial condition.
+Added: In addition, enterprise adoption of AI may significantly transform our competitive landscape.
+Added: Frontier AI model providers may seek to vertically integrate their offerings by expanding into the data storage and management layers and developing their own database solutions.
+Added: In addition, companies may use AI to develop their own software, reducing their need to purchase third-party solutions.
+Added: If this occurs, our market share could decline and our business could be harmed.
For all of these reasons, competition may negatively impact our ability to acquire new customers and maintain and grow use of our platform, put downward pressure on our prices and gross margins, or lead us to take greater risks, any of which could materially harm our business, reputation, results of operations, revenue retention rate, and financial condition.
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We compete in markets that evolve rapidly.
−Removed: We believe that the pace of innovation will continue to accelerate as customers increasingly base their purchases of cloud data platforms on a broad range of factors, including performance and scale, markets addressed, types of data processed, ease of data ingress and egress, support of open data formats, user experience and programming languages, use of artificial intelligence, and data governance, security, and regulatory compliance.
−Removed: We introduced data warehousing on our platform in 2014 as our core use case, and our customers subsequently began using our platform for additional product categories, including analytics, data engineering, artificial intelligence, and applications and collaboration.
−Removed: Our future success depends on our ability to continue to innovate rapidly and effectively and increase customer adoption of our platform and the AI Data Cloud, including the Snowflake Marketplace and Snowpark.
+Added: We believe that the pace of innovation will continue to accelerate as customers increasingly base their purchases of cloud data platforms on a broad range of factors, including performance and scale, cost, markets addressed, types of data processed, ease of data ingress and egress, support of open data formats, user experience and programming languages, use of AI, interoperability and integrations across tools, applications, and platforms, and data governance, security, and regulatory compliance.
+Added: We introduced data warehousing on our platform in 2014 as our core use case, and our customers subsequently began using our platform for additional product categories, including analytics, data engineering, AI, and applications and collaboration.
+Added: Our future success depends on our ability to continue to innovate rapidly and effectively and increase customer adoption of our platform and the AI Data Cloud, including emerging product areas such as AI, Apache Iceberg tables, and Snowpark.
Further, the value of our platform to customers increases to the extent they are able to use it to process and access all types of data.
We need to continue to invest in technologies, services, and partnerships that increase the types of data available and processed on our platform, the ease with which customers can ingest data into our platform, and the types of environments that our platform supports, including hybrid offerings that extend into customer-managed environments.
−Removed: We must also continue to enhance our data sharing and marketplace capabilities so customers can share their data with internal business units, customers, and other third parties, acquire additional third-party data and data products to combine with their own data to gain additional business insights, and develop and monetize applications on our platform.
−Removed: As we develop, acquire, and introduce new services and technologies, including those that may incorporate artificial intelligence and machine learning, we may be subject to new or heightened legal, ethical, and other challenges.
+Added: We must also continue to enhance our data sharing and marketplace capabilities so customers can share their data with internal business units, their customers, and other third parties, acquire additional third-party data and data products to combine with their own data to gain additional business insights, and develop and monetize applications on our platform.
+Added: As we develop, acquire, and introduce new services and technologies, including those that incorporate AI Technology, we have been and may continue to be subject to new or heightened legal, ethical, and other challenges.
In addition, our platform requires third-party public cloud infrastructure to operate.
−Removed: Currently, we use public cloud offerings provided by AWS, Azure, and GCP.
−Removed: We will need to continue to innovate to optimize our offerings for these and other public clouds that our customers require, particularly as we expand internationally.
+Added: We need to continue to innovate to optimize our offerings for these and other public clouds that our customers require, particularly as we expand internationally.
Further, the markets in which we compete are subject to evolving industry standards and regulations, resulting in increasing data governance and compliance requirements for us and our customers and partners.
−Removed: To the extent we expand further into the public sector and highly regulated countries and industries, our platform and operations may need to address additional requirements specific to those markets, including data sovereignty requirements.
−Removed: If we are unable to enhance our platform or operations to keep pace with these rapidly evolving customer requirements, or if new technologies emerge that deliver competitive products at lower prices, more efficiently, more conveniently, or more securely than our platform, our business, financial condition, and results of operations could be adversely affected.
−Removed: If we are not successful in executing our investments in AI Technology, including generative AI Technology, our business, financial condition, and results of operations could be harmed.
+Added: As we expand further into the public sector and highly regulated countries and industries, our platform and operations will need to address additional requirements specific to those markets, including data sovereignty requirements.
+Added: If we are unable to enhance our platform or operations to keep pace with these rapidly evolving customer needs or other market requirements, or if new technologies emerge that deliver competitive products at lower prices, more efficiently, more conveniently, or more securely than our platform, our business, financial condition, and results of operations could be adversely affected.
+Added: If we are not successful in executing an effective AI strategy, our business, financial condition, and results of operations could be harmed.
We are investing significantly in AI Technology.
Our investments include internally developing AI Technology, acquiring companies with complementary AI Technology, and partnering with companies to bring AI Technology to our platform.
−Removed: Our competitors are pursuing similar opportunities and may, as a result of greater resources, branding, or otherwise, develop, adopt and implement AI Technology faster or more successfully than we do, which could impair our ability to compete effectively and adversely affect our business, financial condition and results of operations.
−Removed: In addition, our successful development of AI Technology depends on our access to GPUs, which are currently in high demand.
+Added: Our competitors are pursuing similar opportunities and may, as a result of greater resources, branding, or otherwise, develop, adopt, and implement AI Technology faster or more successfully than we do, which could impair our ability to compete effectively.
+Added: We also use third-party vendors for certain AI Technology components and services, including large language models, and if they are flawed or fail to execute, it may adversely impact our ability to deliver our products and services to our customers.
+Added: In addition, our successful development of AI Technology depends on our access to GPUs and ability to recruit and retain AI-skilled personnel, both of which are currently in high demand.
Finally, customers’ use of our AI Technology is often dependent on their ability to meet evolving regulatory standards, successfully complete internal compliance reviews, and enter into mutually acceptable contractual terms.
If they are unable to do so, they may not use our AI Technology as much as we anticipate, or at all.
−Removed: It is also possible that our investments in AI Technology do not result in the benefits we anticipate, or enable us to maintain our competitive advantage, which may adversely affect our business, financial condition, and results of operations.
+Added: It is also possible that our investments in AI Technology do not result in the benefits we anticipate, or enable us to maintain our competitive advantage.
For example, we may not accurately anticipate market demand or offer AI Technology that amplifies our core data platform.
−Removed: If we, our customers, or third-party service providers experience an actual or perceived security breach or unauthorized parties otherwise obtain access to our customers’ data, our data, or our platform, our platform may be perceived as not being secure, our reputation may be harmed, demand for our platform may be reduced, and we may incur significant liabilities.
+Added: In addition, we are increasingly using AI Technology as part of our internal operations.
+Added: For example, we use AI Technology to enhance research and development, sales and marketing, services delivery, and compliance activities.
+Added: If we are unable to effectively leverage AI Technology in our internal operations, or if we fail to use AI Technology responsibly, our productivity, operational efficiency, or effectiveness may suffer.
+Added: Any of the foregoing could have a material adverse effect on our business, financial condition, results of operations, or prospects.
+Added: We, our customers, or third-party service providers have in the past and may in the future experience an actual or perceived security breach, unauthorized access to data, or unintended operation of our products.
+Added: If any such event occurs, our products may be perceived as not being secure, our reputation may be harmed, demand for our products may be reduced, and we may incur significant liabilities.
In the ordinary course of our business, we store, transmit, generate, and process our, our customers’, and our business partners’ confidential and proprietary data.
Such data includes sensitive data, such as personal information, protected health information, and financial data.
−Removed: We also use third-party service providers, sub-processors, and technology to help us deliver services to our customers and their end-users, as well as for our internal business operations.
−Removed: For example, our platform is built on the infrastructure of third-party public cloud providers, such as AWS, Azure, and GCP, and we use third-party technology to assist with securing our environment and providing access to our platform.
+Added: We use third-party service providers, sub-processors, and technology to help us deliver services to our customers and their end-users, as well as for our internal business operations.
+Added: We also use third-party technology to assist with securing our environment and providing access to our platform.
Some of our customers also use third-party service providers to assist with their use of our platform or third-party technology, such as connectors, to access our platform.
These third-party service providers may process, store, or transmit data of our employees, partners, customers, and customers’ end-users or may otherwise be used to help operate our platform and corporate systems.
−Removed: We, our customers and business partners, and these third parties face a variety of evolving cybersecurity threats.
−Removed: Cybersecurity threats come from a variety of sources, including traditional computer “hackers,” internal and external personnel (such as through theft or misuse), sophisticated nation-states, and nation-state-supported actors.
+Added: In addition, AI models and large datasets are increasingly integrated into our, our customers’, and other third parties’ systems.
+Added: We, our customers and business partners, and these third parties face a variety of evolving and increasing cybersecurity and data threats related to this complex network of technology.
+Added: Cybersecurity threats come from a variety of sources, including traditional computer “hackers,” internal and external personnel (such as through exfiltration or misuse), sophisticated nation-states, and nation-state-supported actors.
Cybersecurity threat actors can use a wide variety of methods, including unauthorized intrusions, denial-of-service attacks, ransomware attacks, business email compromises, computer malware, infostealer malware, social engineering attacks (including through deep-fakes and phishing), internal and external personnel misconduct or error, supply-chain attacks, software vulnerabilities, software or hardware disruptions or failures, and attacks enhanced or facilitated by AI Technology, all of which are prevalent in our industry and our customers’ and partners’ industries.
These methods change frequently and are becoming increasingly difficult to detect.
−Removed: Threat actors who successfully compromise networks or systems may use the unauthorized access as a vector to compromise other networks and systems.
−Removed: Threat actors’ goals often include disrupting a company’s operations or ability to provide services, obtaining unauthorized access to platforms, systems, networks, or physical facilities in which data is stored or processed, or through which data is transmitted, and stealing data.
−Removed: Ransomware attacks are becoming more frequent and severe.
−Removed: There can be no assurance that security measures designed to protect against security incidents will be effective, and our efforts to investigate, mitigate, contain, and remediate any security incidents that do occur may not be successful.
−Removed: Even though we may not control the security measures of third-party providers or environments, we may incur liability or suffer reputational harm if such measures are breached.
−Removed: Actions taken by us, third-party cloud providers, or the other third parties with whom we work to detect, investigate, mitigate, contain, and remediate security incidents could result in outages, data losses, and disruptions of our business.
−Removed: We may be unable to detect, mitigate, or remediate vulnerabilities in our information security systems (such as our hardware and software, including that of third parties upon which we rely) on a timely basis.
−Removed: We may be unwilling or unable to make ransom payments due to, for example, applicable laws or regulations prohibiting such payments, the negative precedent such payments would set, or uncertainty over whether such payments would result in the threat actor deleting stolen data or otherwise delivering on their promised course of action.
−Removed: In general, cybersecurity incidents or security vulnerabilities could lead to significant interruptions in our operations, loss of data and income, reputational harm, diversion of funds, increased insurance costs, and other harm to our business, reputation, and competitive position.
−Removed: In addition, customers’ use of our platform in violation of our terms of service, including by granting access to a single Snowflake account to various third-party entities, could amplify the impact of any cybersecurity or product incidents.
−Removed: Security incidents and their resulting consequences, including negative publicity, may also cause customers to stop using our platform, deter existing or prospective customers from using our platform, and negatively impact our ability to grow and operate our business.
−Removed: Our customers have experienced, and may in the future experience, security incidents in connection with their use of our platform that harm our customer relationships and our reputation, even when such incidents are due to vulnerabilities, policy violations, inadequate security controls, or credential exposures that we do not cause.
−Removed: We operate under a shared responsibility cybersecurity model where we are responsible for the security of our platform and underlying cloud infrastructure, while our customers are responsible for selecting, enabling, and configuring security controls for their individual environments in a manner that meets applicable cybersecurity standards and effectively reduces their information security risk.
−Removed: To assist customers in meeting their responsibilities, we offer and support a range of tools and features within our platform for access control, including multi-factor authentication (MFA), network access policies, and unified role-based access controls and policies.
−Removed: Some customers also use third-party external authentication tools, in which case we do not have visibility into whether adequate access controls (such as MFA or network restrictions) are being enforced.
−Removed: Regardless of whether customers use our authentication tools or external tools, if customers allow static access credentials, they are responsible for ensuring that the credentials remain private and are rotated on a regular basis.
−Removed: If our customers do not implement, or incorrectly implement, these features or otherwise fail to fulfill their responsibilities under our shared responsibility cybersecurity model, there is a higher risk that they will be the victim of cybersecurity incidents, which may harm our customer relationships, our reputation, and our business, which has occurred in the past and may happen again in the future.
−Removed: We have contractual and other legal obligations to notify customers and other parties of certain security incidents, and may choose to make such notifications even if not legally required to do so.
−Removed: For example, SEC rules require disclosure on Form 8-K of the nature, scope and timing of any material cybersecurity incident and the reasonably likely impact of such incident.
−Removed: Determining whether a cybersecurity incident is notifiable or reportable may not be straightforward, and any such mandatory disclosures are costly and could lead to negative publicity, loss of customer or partner confidence in the effectiveness of our security measures, diversion of management’s attention, governmental investigations, and the expenditure of significant capital and other resources to investigate, respond to, or alleviate problems caused by the actual or perceived security breach.
−Removed: Any security breach of our platform, our operational systems, our software (including open-source software), our physical facilities, or the systems of our third-party service providers or sub-processors, or the perception that one has occurred, or unauthorized access to our customers’ or partners’ systems, data, or technology, could result in claims that we have breached customer contracts or other legal obligations, including as described below.
+Added: Threat actors who successfully compromise networks or systems may use such unauthorized access as a vector to compromise other networks and systems.
+Added: Threat actors’ goals often include disrupting a company’s operations or ability to provide services, obtaining unauthorized access to platforms, systems, networks, or physical facilities in which data is stored or processed, or through which data is transmitted, stealing data, and demanding ransomware payments.
+Added: There can be no assurance that security measures designed to protect against security incidents will be effective, that we will be able to detect, mitigate, or remediate vulnerabilities in our products and information security systems (such as our hardware and software, including that of third parties upon which we rely) on a timely basis, or that our efforts to investigate, mitigate, contain, and remediate any security or data incidents that do occur will be successful.
+Added: In general, cybersecurity incidents or security vulnerabilities (both in our internal environment and third-party environments we may not control), as well as actions taken by us or third parties to detect, investigate, mitigate, contain, and remediate them, could lead to significant interruptions in our operations, outages, loss of data and income, reputational harm, diversion of funds, increased insurance costs, and other harm to our business, reputation, and competitive position.
+Added: We also may be unwilling or unable to make ransom payments due to, for example, applicable laws or regulations prohibiting such payments, the negative precedent such payments would set, or uncertainty over whether such payments would result in the threat actor deleting stolen data or otherwise delivering on their promised course of action.
+Added: In addition, the risk of cybersecurity and data incidents will increase as we continue to expand our product offerings and geographic footprint, grow our customer and partner base, expand our AI Technology offerings, acquire operating companies, begin to operate in and integrate with environments outside of our platform and over which we exercise significantly less or no control, and process, store, and transmit increasingly large amounts and increasingly sensitive and highly regulated types of data.
+Added: In particular, certain new product offerings, including through both internal development and strategic acquisitions, may pose different or greater data and security risks than our traditional offerings.
+Added: These products include, for example, features and functionality that access, take instructions from, and operate on large amounts of data inside and outside our platform, or that are accessible from external environments where we have no or limited visibility or control, such as distributed endpoints (e.g., a user’s local device) and publicly accessible networks, which increase the potential attack surface for threat actors.
+Added: If our security measures designed to mitigate and defend against these risks are not effective or if our customers fail to effectively implement them, we or customers may experience unintended access to or actions taken with respect to our or their systems or data.
+Added: Any security breach of our platform, our operational systems, our software (including open-source software), our physical facilities, or the systems of our third-party service providers or sub-processors, or the perception that one has occurred, or unintended access or operations within our customers’ or partners’ systems, data, or technology, could result in claims that we have breached customer contracts or other legal obligations.
In addition, we may be subject to, and have received in the past, requests by regulators (including members of Congress) for information about our security practices, our public statements about our security program, experiences, and issues.
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and other liabilities and damage to our business.
+Added: Security or data incidents and their resulting consequences, including negative publicity, may also cause customers to stop using our platform, deter existing or prospective customers from using our platform, and negatively impact our ability to grow and operate our business.
Further, cybersecurity incidents have in the past and may in the future lead customers or prospective customers to attempt to negotiate contractual terms that are less favorable to us, such as broader indemnification obligations, more stringent cybersecurity requirements, and higher limitations of liability.
+Added: We may incur liability or suffer reputational harm for cybersecurity even if we do not control the applicable security measures or if we are not at fault.
+Added: Our customers have experienced, and may in the future experience, security incidents in connection with their use of our platform that harm our customer relationships and our reputation, even when such incidents are due to vulnerabilities, policy violations, inadequate security controls, or credential exposures that we do not cause.
+Added: We operate under a shared responsibility cybersecurity model where we are responsible for the security of our platform and underlying cloud infrastructure, while our customers are responsible for selecting, enabling, and configuring security and operational controls for their individual environments in a manner that meets applicable cybersecurity standards and effectively reduces their information security risk.
+Added: Some customers also use third-party external authentication tools, in which case we do not have visibility into whether adequate access controls (such as multi-factor authentication (MFA) or network restrictions) are being enforced.
+Added: Regardless of whether customers use our authentication tools or external tools, if customers allow static access credentials, they are responsible for ensuring that the credentials remain private and are rotated on a regular basis.
+Added: If our customers do not implement, or incorrectly implement, the security tools and features we offer and support within our platform or otherwise fail to fulfill their responsibilities under our shared responsibility cybersecurity model, there is a higher risk that they will be the victim of cybersecurity or data incidents, which may harm our customer relationships, our reputation, and our business, which has occurred in the past and may happen again in the future.
+Added: We have contractual and other legal obligations to notify customers and other parties of certain incidents, and may choose to make such notifications even if not legally required to do so.
+Added: For example, SEC rules require disclosure on Form 8-K of the nature, scope and timing of any material cybersecurity incident and the reasonably likely impact of such incident.
+Added: Determining whether a cybersecurity incident is notifiable or reportable may not be straightforward, and any such mandatory disclosures are costly and could lead to negative publicity, loss of customer or partner confidence in the effectiveness of our security measures, diversion of management’s attention, governmental investigations, and the expenditure of significant capital and other resources to investigate, respond to, or alleviate problems caused by the actual or perceived security breach.
Our insurance coverage may not be adequate for liability arising from data security breaches involving us or our customers or other third parties, indemnification obligations, or other liabilities.
The successful assertion of one or more large claims against us that exceeds our available insurance coverage or results in changes to our insurance policies (including premium increases or the imposition of large deductible or co-insurance requirements) could have an adverse effect on our business.
−Removed: In addition, we cannot be sure that our existing insurance coverage and coverage for errors and omissions will continue to be available on acceptable terms or that our insurers will not deny coverage as to any future claim.
−Removed: Risks related to our systems and security breaches are likely to increase as we continue to expand our platform and geographic footprint, grow our customer and partner base, acquire operating companies, begin to operate in environments outside of our platform and over which we exercise significantly less or no control, and process, store, and transmit increasingly large amounts of data.
−Removed: For example, in May 2024, we became aware that a cybersecurity threat actor had accessed a number of our customers’ Snowflake accounts as a result of such customers’ failure to fulfill certain of their obligations under our shared responsibility cybersecurity model (e.g., implementing MFA and network access policies).
+Added: In addition, we cannot be sure that our existing insurance coverage and coverage for errors and omissions will continue to be available on acceptable terms or that our insurers will not deny coverage as to any future claim, particularly as we continue to expand our product offerings with different security risk profiles.
+Added: For example, in May 2024, we became aware that cybersecurity threat actors had accessed a number of our customers’ Snowflake accounts as a result of such customers’ failure to fulfill certain of their obligations under our shared responsibility cybersecurity model (e.g., implementing MFA and network access policies).
Even though we did not identify any evidence suggesting this activity was caused by or otherwise related to any vulnerability or misconfiguration of our systems, or a breach of our platform’s security or our environment, we have been the subject of numerous lawsuits, regulatory investigations, and lawmaker inquiries relating to these customer incidents.
−Removed: Since May 2024, we have been made aware of additional cyberattacks on customers’ Snowflake accounts using similar methods to take advantage of customers’ failures to implement appropriate security safeguards (e.g., MFA and network access policies).
−Removed: We are unable to predict the outcome or timeline of these matters or if any additional requests, inquiries, lawsuits, investigations or other government actions may arise.
+Added: Since May 2024, we have been made aware of additional cyberattacks on customers’ Snowflake accounts using similar methods intended to take advantage of customers’ failures to implement appropriate security safeguards (e.g., MFA and network access policies).
+Added: We are unable to predict the outcome or timeline of these matters or whether any additional requests, inquiries, lawsuits, investigations or other government actions may arise.
We have suffered and may continue to suffer negative publicity and reputational damage, including due to the misperception that our customers’ incidents resulted from a vulnerability, misconfiguration or breach of our platform’s security or systems and malicious activity within our environment.
In addition, we may experience a loss of existing customers or face claims by customers, and it is possible that we are not able to fully recover any losses relating to these matters through any applicable insurance coverage or we may be required to seek indemnification from breached customers to mitigate our damages, which may be unsuccessful or impractical.
−Removed: These matters, together with any additional inquiries, regulatory or governmental investigations, or other disputes that result from these customer security incidents, will require us to divert resources and may harm our reputation, business, financial condition, or results of operations.
+Added: These matters, together with any additional inquiries, regulatory or governmental investigations, or other disputes that result from these customer security incidents, have in the past and will continue to require us to divert resources and may harm our reputation, business, financial condition, or results of operations.
Finally, some of our employees work remotely, including while traveling for business, which increases our cybersecurity risk, creates data accessibility concerns, and makes us more susceptible to security breaches or business disruptions.
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From time to time, we may become subject to legal proceedings and claims, such as claims brought by our customers in connection with commercial disputes, cybersecurity incidents, employment claims, including claims related to the loss of employee equity grants upon termination, intellectual property claims, or securities class actions or other claims related to volatility in the trading price of our common stock.
−Removed: For example, we are named in a securities class action lawsuit in federal court alleging federal securities law violations, as well as numerous class action lawsuits alleging common law and statutory claims in connection with cybersecurity matters.
+Added: For example, we are named in a securities class action lawsuit in federal court alleging federal securities law violations, a class action lawsuit in federal court alleging copyright infringement in connection with our large language model training, and numerous class action lawsuits alleging common law and statutory claims in connection with cybersecurity matters.
See the section titled “Legal Proceedings” for more information.
−Removed: Litigation could result in substantial costs and divert management’s attention and resources, which might seriously harm our business, financial condition, and results of operations.
+Added: Litigation has resulted and could continue to result in substantial costs and diversion of management’s attention and resources, which might seriously harm our business, financial condition, and results of operations.
Our existing insurance might not cover such claims, provide sufficient payments to cover all the costs to resolve one or more such claims, or continue to be available on terms acceptable to us (including premium increases or the imposition of large deductible or co-insurance requirements).
10 unchanged sentences
In addition to the other risks described herein, factors that may affect our results of operations include the following:
−Removed: • fluctuations in demand for our platform or changes in our pricing model;
+Added: • fluctuations in demand for our platform or changes in our pricing model, including in response to significant price discounts by our competitors;
• fluctuations in usage of our platform, including as a result of customer optimization efforts that result in reduced consumption to execute workloads;
5 unchanged sentences
• investments in new features, functionality, and programming languages, including investments in AI Technology and in making our platform available to store and process highly regulated data or comply with new or existing data sovereignty requirements;
−Removed: • fluctuations in consumption resulting from the introduction of new features, technologies, or capabilities to our software, systems, or to underlying cloud infrastructure, including features or capabilities that may increase or decrease the consumption required to execute existing or future workloads, like better storage compression, cloud infrastructure processor improvements, or compute optimization, or that allow customers to use our platform for compute services without requiring storage;
+Added: • fluctuations in consumption resulting from the introduction of new features, technologies, or capabilities to our software, systems, or to underlying cloud infrastructure, including features or capabilities that may increase or decrease the consumption required to execute existing or future workloads, like better storage compression, cloud infrastructure processor improvements, or compute optimization that automatically adjusts and adapts compute resources based on workloads, or that allow customers to use our platform for compute services without requiring storage;
• our ability to execute on our business strategy, including our strategies related to the AI Data Cloud, such as Snowpark, the Snowflake Marketplace, and Snowflake Cortex AI;
• the timing and frequency of purchases;
−Removed: • the speed with which customers are able to migrate data onto our platform;
+Added: • the speed and ease with which customers are able to migrate data onto our platform;
• fluctuations or delays in purchasing decisions in anticipation of new products or enhancements by us or our competitors;
• changes in customers’ budgets and cash flow management strategies and in the timing of their budget cycles and purchasing decisions;
+Added: • changes in government budgets and uncertainty relating to the appropriations process;
• our ability to control costs, including our operating expenses;
−Removed: • the amount and timing of operating expenses, particularly research and development expenses, including with respect to GPUs to develop AI Technology, and sales and marketing expenses, including commissions;
+Added: • the amount and timing of operating expenses, particularly research and development expenses, including those related to GPUs to develop AI Technology, and sales and marketing expenses, including commissions;
• the amount and timing of non-cash expenses, including stock-based compensation, goodwill impairments, and other non-cash charges;
−Removed: • the amount and timing of costs associated with recruiting, training, and integrating new employees and retaining and motivating existing employees;
+Added: • the amount and timing of legal expenses, including settlements, judgments, fines, legal fees, and other charges associated with litigation, governmental investigations or inquiries, regulatory investigations or inquiries, or other legal proceedings;
+Added: • the amount and timing of costs associated with hiring, training, and integrating new employees and retaining and motivating existing employees;
• the effects and timing of acquisitions and their integration;
• general political, social, market, and economic conditions, uncertainty, or volatility, both domestically and internationally, as well as political, social, and economic conditions specifically affecting industries in which our customers and partners participate or on which they rely;
−Removed: • public health crises, such as the COVID-19 pandemic;
+Added: • public health crises, such as epidemics and pandemics;
• the impact, or timing of our adoption, of new accounting pronouncements;
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Sales efforts to large customers involve risks that may not be present or that are present to a lesser extent with respect to sales to smaller organizations.
−Removed: Sales to large customers involve risks that may not be present or that are present to a lesser extent with sales to smaller organizations, such as longer sales cycles, stronger customer leverage in negotiating pricing and other terms, more complex customer requirements, including in response to evolving industry regulations, the additional need to partner with third parties that advise such customers or help them integrate their IT solutions, substantial upfront sales costs, less predictability in completing some of our sales, and higher customer support expectations.
+Added: Sales to large customers involve risks that may not be present or that are present to a lesser extent with sales to smaller organizations, such as longer sales cycles, stronger customer leverage in negotiating pricing and other terms, more cumbersome customer requirements, the additional need to partner with third parties that advise such customers or help them integrate their IT solutions, substantial upfront sales costs, less predictability in completing some of our sales, and higher customer support expectations.
For example, large customers may require considerable time to evaluate and test our platform or new features prior to making a purchase decision.
In addition, large customers may be switching from legacy on-premises solutions when purchasing our products, and may rely on third parties with whom we do not have relationships when making purchasing decisions.
−Removed: Furthermore, large customers typically have more extensive compliance and vendor diligence programs with respect to new products and services, which can increase both the time and resources needed to sell to them and also result in the inability to sell to them if we do not meet their compliance standards.
−Removed: A number of factors also influence the length and variability of our sales cycle, including the need to educate potential customers about the uses and benefits of our platform, the renegotiation of existing agreements to cover additional product categories, changing laws, the discretionary nature of purchasing and budget cycles, and the competitive nature of evaluation and purchasing approval processes.
+Added: When we accept non-standard customer requirements that deviate from our standard offerings, we typically need to change our standard operating model, which increases both the cost of compliance as well as the likelihood of noncompliance.
+Added: Further, large customers typically have more extensive compliance and vendor diligence programs with respect to new products and services, which can increase both the time and resources needed to sell to them and also result in the inability to sell to them if we do not meet their compliance standards.
+Added: A number of factors also influence the length and variability of our sales cycle, including the need to educate potential customers about the uses and benefits of our platform, the renegotiation of finalized terms or existing agreements to cover increased spend, additional product categories (e.g., our AI features), changing laws and regulations, different use cases or workloads, or heightened security, privacy, or operational expectations, the discretionary nature of purchasing and budget cycles, and the competitive nature of evaluation and purchasing approval processes.
As a result, the length of our sales cycle, from identification of the opportunity to deal closure, may vary significantly from customer to customer, with sales to large enterprises typically taking longer to complete.
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We do business with federal, state, local, and foreign governments and agencies, and heavily regulated organizations;
−Removed: as a result, we face heightened risks related to special contract terms, non-standard product deployments, and compliance with additional processes, rules, and regulations.
+Added: as a result, we face heightened risks related to special contract terms, non-standard product deployments, supply chain restrictions, and compliance with additional processes, rules, and regulations.
We sell to the U.S.
government, state and local governments, foreign governments, and heavily regulated organizations directly and through our partners.
−Removed: Selling to government and regulated customers involves significant costs and operational efforts that arise from special laws, regulations, certification or clearance requirements, procurement processes, contract terms, and customer requirements.
+Added: Selling to government and regulated customers involves significant costs and operational efforts that arise from special laws, regulations, certification or clearance requirements, procurement processes, contract terms, and customer requirements, including potential supply chain restrictions (such as “supply chain risk” designations for our suppliers or partners).
We may fail to win sufficient government or regulated business to justify our investments.
−Removed: For the government and regulated business that we do win, performing under the contracts involves higher ongoing cost to meet the special requirements as well as heightened civil and criminal liability for noncompliance for us, our officers, and directors.
−Removed: We have obtained various government certifications and authorizations that are required to support sales opportunities to the government, including FedRAMP High and DOD Impact Level 4.
−Removed: We may be unable to achieve government certifications or clearances, or we may be required to make unexpected changes to our business, operations or products to obtain or sustain such certifications or clearances.
−Removed: As a result, our ability to sell into the government sector could be restricted until we satisfy the requirements of such certifications or clearances.
−Removed: In addition, we plan to continue to pursue additional authorizations, including national security clearances that allow us to support the U.S.
+Added: For the government and regulated business that we do win, performing under the contracts involves higher ongoing costs to meet the special requirements as well as heightened civil and criminal liability for noncompliance for us, our officers, and directors.
+Added: We have obtained various government certifications and authorizations that are required to support sales opportunities to the government, including FedRAMP High and Department of War (DoW) Impact Level 4 and 5.
+Added: We may be unable to achieve government certifications or facility security clearances with certain government agencies, or we may be required to make unexpected changes to our business, operations or products to obtain or sustain such certifications or facility clearances.
+Added: As a result, our ability to sell into the government sector could be restricted until we satisfy the requirements of such certifications or facility clearances.
+Added: In addition, we plan to continue to pursue additional authorizations, including personnel security clearances that allow us to support the U.S.
national security community.
−Removed: Obtaining and maintaining national security clearances within a global enterprise will require significant operational investments and the successful implementation of new processes and controls.
+Added: Obtaining and maintaining national security clearances within a global enterprise will require significant operational investments and the successful implementation of new processes, systems, and controls.
In addition, unlike our standard commercial offering, we anticipate delivering our platform and other offerings into customer environments, which presents risks and challenges arising from having less visibility into and control over the operation and security of our platform and other offerings.
A substantial majority of our sales to government entities have been made indirectly through our distribution and reseller partners;
+Added: and, as our capabilities and compliance posture mature, we may begin engaging directly with government customers to accelerate growth, which can expose us to additional government procurement requirements, higher compliance burdens, and other risks associated with directly contracting with government entities.
Doing business with government entities, whether directly or indirectly, presents a variety of risks.
Many government entities need significant education regarding our business model, as well as the uses and benefits of our platform.
−Removed: The procurement process for governments and their agencies is highly competitive and time-consuming, and government decisions about their procurement needs may, in certain circumstances, be subject to political influence.
−Removed: Beyond this, demand for our platform may be adversely impacted by public sector budgetary cycles, and funding availability that in any given fiscal cycle may be reduced or delayed, including in connection with an extended federal government shutdown.
+Added: The procurement process for governments and their agencies is highly competitive and time-consuming, and government decisions about their procurement needs have been and may in the future be, in certain circumstances, subject to political influence.
+Added: Beyond this, demand for our platform may be adversely impacted by public sector budgetary cycles, changes in government procurement policies, and funding availability that in any given fiscal cycle may be reduced or delayed, including in connection with an extended federal government shutdown.
Further, if we or our partners are successful in receiving a competitive contract award, that award could be challenged by one or more competitive bidders in a legal action known as a “bid protest.” Bid protests may result in an increase in expenses related to obtaining or preserving contract awards or an unfavorable modification or loss of an award.
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These rights and remedies may relate to intellectual property, price protection, the accuracy of information provided to the government, incident notification, termination rights, and prohibition against any government indemnification obligations.
+Added: For example, the government or other people on behalf of the government can bring civil actions under the False Claims Act where a contractor presents a false or fraudulent claim to the government for payment or approval, which can result in substantial civil penalties and/or prohibition from doing business with the government.
In addition, governments may use procurement requirements as an alternative to lawmaking, and impose stricter requirements than would apply to the commercial sector in areas that are not directly related to the purchase.
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Our executive officers and other key employees are employed on an at-will basis, which means that these personnel could terminate their employment with us at any time.
−Removed: For example, in February 2024, Frank Slootman retired as Chief Executive Officer and Sridhar Ramaswamy was appointed to replace him;
−Removed: in July 2024, Grzegorz Czajkowski, our former EVP, Engineering and Support, resigned and left Snowflake to pursue another opportunity, and in September 2024, Vivek Raghunathan was appointed as SVP, Engineering and Support to replace him;
−Removed: in February 2025, Michael P.
−Removed: Scarpelli notified us of his intention to retire as Chief Financial Officer once his successor is appointed, after which he will transition into an advisory role to support continuity and a smooth transition;
−Removed: and in March 2025, Christopher W.
−Removed: Degnan notified us of his intention to retire as Chief Revenue Officer and Michael Gannon was appointed to replace him.
+Added: For example, we have experienced several executive leadership transitions since the beginning of fiscal 2025:
+Added: in February 2024, Sridhar Ramaswamy was appointed to replace Frank Slootman as Chief Executive Officer upon his retirement;
+Added: in September 2024, Vivek Raghunathan was appointed as SVP, Engineering and Support to replace Grzegorz Czajkowski, who resigned in July 2024;
+Added: in March 2025, Michael Gannon was appointed as Chief Revenue Officer to replace Christopher W.
+Added: and in September 2025, Brian Robins was appointed to replace Michael P.
+Added: Scarpelli as Chief Financial Officer upon his retirement.
The loss of additional executive officers or any significant change in key leadership could harm morale, cause additional personnel to depart, introduce operational delays or risks as departing employees are replaced and successors learn our business, or disrupt operations and implementation of business strategy as result of any changes such successors may make, each of which could harm our operating results.
In addition, to execute our growth plan, we must attract and retain highly qualified personnel.
−Removed: Competition for these personnel is intense, especially for engineers experienced in designing and developing cloud-based data platform products, including products with artificial intelligence capabilities, and experienced sales, customer support, and professional services personnel.
+Added: Competition for these personnel is intense, especially for engineers experienced in designing and developing cloud-based data platform products, including products with AI capabilities, and experienced sales, customer support, and professional services personnel.
We also are dependent on the continued service of our existing software engineers because of the sophistication of our platform.
−Removed: In order to support our growing business, we will need to continue to hire in new locations around the world and manage return to work and remote working policies, which may add to the complexity and costs of our business operations.
−Removed: From time to time, we have experienced, and we expect to continue to experience, difficulty in hiring and retaining employees with appropriate qualifications.
+Added: In order to support our growing business, we will need to continue to hire in new locations around the world and manage remote/hybrid working policies in certain areas, which may add to the complexity and costs of our business operations.
+Added: From time to time, we have experienced, and we expect to continue to experience, difficulty in hiring and retaining employees with appropriate qualifications, including skilled AI engineers, many of whom are in high demand and command high compensation packages.
Many of the companies with which we compete for experienced personnel have greater resources than we have and can provide more competitive compensation and benefits.
In addition, we require the majority of our employees to work from a physical office, while certain of our competitors allow remote work environments.
−Removed: In addition, prospective and existing employees often consider the value of the equity awards they receive in connection with their employment.
−Removed: Our stock price declined significantly during a portion of fiscal 2025.
+Added: In addition, prospective and existing employees often consider the value and other terms of the equity awards they receive to be an important part of their employment compensation package.
+Added: Our stock price declined significantly during portions of fiscal 2026 and fiscal 2025.
If the actual or perceived value of our equity awards declines or undergoes significant volatility, or if our existing employees receive significant proceeds from liquidating their previously vested equity awards, it may adversely affect our ability to recruit and retain key employees.
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Our results of operations may vary based on the impact of changes in our industry or the global economy on us or our customers and potential customers.
−Removed: Negative conditions or volatility in the general economy both in the United States and abroad, including conditions resulting from changes in gross domestic product growth, financial and credit market fluctuations, bank failures, international trade relations, inflation, tariffs, and interest rate fluctuations, or the existence of epidemics, pandemics or other public health crises, political turmoil and geopolitical conflicts, natural catastrophes, warfare, or terrorist attacks on the United States, Europe, the Asia-Pacific region, Japan, or elsewhere, could cause a decrease in business investments, including spending on cloud technologies, and negatively affect the growth of our business.
−Removed: For example, the ongoing military conflicts between Russia and Ukraine and in the Middle East, as well as the rising tensions between China and Taiwan, have created volatility in the global capital markets and could have further global economic consequences, including disruptions of the global supply chain.
−Removed: In addition, unfavorable conditions in the general economy may negatively impact our customers’ budgets or cash flow, which could impact the contract terms, including payment terms, our customers demand from us.
+Added: Negative conditions or volatility in the general economy both in the United States and abroad, including conditions resulting from changes in gross domestic product growth, financial and credit market fluctuations, bank failures, international trade relations, inflation, tariffs and trade wars, extended U.S.
+Added: federal government shutdowns, and interest rate fluctuations, or the existence of epidemics, pandemics or other public health crises, political turmoil and geopolitical conflicts, natural catastrophes, warfare, or terrorist attacks on the United States, Europe, the Asia-Pacific region, Japan, or elsewhere, could cause a decrease in business investments, including spending on cloud technologies, and negatively affect the growth of our business.
+Added: For example, the existing tariffs and continued threats of new or increased tariffs, sanctions, trade restrictions and trade barriers, ongoing changes in the United States and foreign government trade policies, various ongoing military conflicts and rising geopolitical tensions globally, including the ongoing military conflicts in the Middle East and between Russia and Ukraine as well as the rising tensions between China and Taiwan, have created volatility in the global capital markets, have had and may continue to have disruptive impact on the global economy, and could have further global economic consequences, including disruptions of the global supply chain.
+Added: Tariffs may also increase the costs for AWS, Azure, and/or GCP to provide cloud infrastructure services, which may in turn increase the costs for us to use such services when we renew our agreements with them.
+Added: In addition, unfavorable conditions in the general economy, including tariffs and trade wars, may negatively impact our customers’ budgets or cash flow, which could impact the contract terms, including payment terms, our customers demand from us.
Competitors, many of whom are larger and have greater financial resources than we do, may respond to challenging market conditions by lowering prices in an attempt to attract our customers.
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As part of our vision for the AI Data Cloud, we will need to grow and maintain a network of partners, including data and technology providers, data consumers, and data application developers.
−Removed: The relationships we have with these partners, and that our partners have with our customers, provide our customers with enhanced value from our platform and the AI Data Cloud, including Snowflake Cortex AI and the Snowflake Marketplace.
+Added: The relationships we have with these partners, and that our partners have with our customers, provide our customers with enhanced value from our platform and the AI Data Cloud, including Snowpark, and the Snowflake Marketplace, and Snowflake Cortex AI.
Our future growth will be increasingly dependent on the success of these relationships, and if we are unsuccessful in growing and maintaining these relationships or the types and quality of data and data applications supported by or available for consumption on our platform, our business, financial condition, and results of operations could be adversely affected.
6 unchanged sentences
Our professional services business, which performs implementation and training services for our customers, has grown larger and more complex as our product revenue has increased.
−Removed: We believe our future success depends in part on investment in professional services to facilitate customer code conversion and migration from legacy solutions and adoption of our platform, especially with large enterprises.
−Removed: As a result, our sales efforts have been and will continue to be focused on helping our customers more quickly realize the value of our platform and the AI Data Cloud rather than on the profitability of our professional services business.
+Added: We believe our future success depends in part on investment in professional services to facilitate activities such as custom development, customer code conversion and migration from legacy solutions and adoption of our platform, especially with large enterprises.
+Added: Our sales efforts have been and will continue to be focused on helping our customers more quickly realize the value of our platform and the AI Data Cloud rather than on the profitability of our professional services business.
We price our professional services based on the anticipated cost of those services and, as a result, we expect to improve the gross profit percentage of our professional services business over time;
+Added: however, if actual delivery costs exceed our estimates, our ability to achieve expected margin improvement may be adversely affected.
If we are unable to manage the growth of our professional services business and improve our profit margin from these services, our operating results, including our profit margins, could be harmed.
14 unchanged sentences
We typically commit to our customers that our platform will maintain a minimum service-level of availability.
−Removed: If we are unable to meet these commitments, we may be obligated to provide customers with additional capacity at no cost, which could significantly affect our revenue.
+Added: If we are unable to meet these commitments, including with respect to newly introduced products that are initially covered under an existing service-level commitment but may eventually require a different level of availability, we may be obligated to provide customers with additional capacity at no cost, which could significantly affect our revenue.
We rely on public cloud providers, such as AWS, Azure, and GCP, and any availability interruption in the public cloud could result in us not meeting our service-level commitments to our customers.
2 unchanged sentences
Any service-level failures could adversely affect our business, financial condition, and results of operations.
−Removed: We assume liability for data breaches, intellectual property infringement, and other claims, which exposes us to substantial potential liability.
+Added: We assume liability for data breaches, intellectual property infringement, violation of applicable laws, and other claims, which exposes us to substantial potential liability.
In our customer contracts and certain strategic partnership agreements, we assume liability for certain security breaches and data protection claims caused by us and by certain third parties on which we rely.
−Removed: Our contracts with customers, partners, investors, and other third parties may also include indemnification provisions under which we agree to defend and indemnify them against claims and losses arising from alleged infringement, misappropriation, or other violation of intellectual property rights and for other matters.
−Removed: Such claims may arise more often (and if they arise, may be more complex to litigate) as we begin to extend our platform and other offerings into customer environments over which we exercise significantly less or no control.
−Removed: We may not be successful in our attempt to limit our liability and indemnity obligations and obtain corresponding liability and indemnification obligations from vendors and partners that would require them to contribute to our obligations, and an event triggering our liability or indemnity obligations could give rise to multiple claims involving multiple customers or other third parties.
+Added: Our contracts with customers, partners, investors, and other third parties may also include indemnification provisions under which we agree to defend and indemnify them against claims and losses arising from alleged infringement, misappropriation, or other violation of intellectual property rights, violation of applicable laws, security breaches, breach of warranties, and for other matters.
+Added: Such claims may arise more often (and if they arise, may be more complex to litigate) as we begin to extend our platform and other offerings into customer and partner environments over which we exercise significantly less or no control.
+Added: We may not be successful in our attempt to limit our liability and indemnity obligations and obtain corresponding liability and indemnification obligations and security, privacy, data protection, and other compliance obligations from vendors and partners that would require them to contribute to our obligations, and an event triggering our liability or indemnity obligations could give rise to multiple claims involving multiple customers or other third parties.
In addition, there have been instances where our customers or other business partners attempt to claim indemnification even if indemnification obligations have not been triggered, and defending against such claims can be time-consuming and expensive.
There is no assurance that our applicable insurance coverage, if any, would cover, in whole or in part, any such liability or indemnity obligations.
−Removed: We may be liable for up to the full amount of the contractual claims, which could result in substantial liability or material disruption to our business or could negatively impact our relationships with customers or other third parties, reduce demand for our platform, and adversely affect our business, financial condition, and results of operations.
−Removed: Acquisitions, strategic investments, partnerships, or alliances could be difficult to identify, pose integration challenges, divert the attention of management, disrupt our business, dilute stockholder value, and adversely affect our business, financial condition, and results of operations.
+Added: We may be liable for up to the full amount of the contractual claims, which could result in substantial liability or material disruption to our business or could negatively impact our relationships with customers or other third parties, cause reputational harm, reduce demand for our platform, and adversely affect our business, financial condition, and results of operations.
+Added: Acquisitions, strategic investments, partnerships, or alliances could be difficult to secure or consummate, pose integration challenges, divert the attention of management, disrupt our business, dilute stockholder value, and adversely affect our business, financial condition, and results of operations.
We have in the past and may in the future seek to acquire or invest in businesses, joint ventures, and platform technologies that we believe could complement or expand our platform, enhance our technology, or otherwise offer growth opportunities.
−Removed: For example, since the beginning of fiscal 2024, we have acquired several companies, including Samooha, Inc., a privately-held company which developed data clean room technology;
−Removed: (Neeva), a privately-held internet search company which leveraged generative AI Technology;
−Removed: Mountain US Corporation (f/k/a Mobilize.net Corporation), a privately-held company which provided a suite of tools for efficiently migrating databases to the AI Data Cloud;
−Removed: LeapYear Technologies, Inc., a privately-held company which provided a differential privacy platform;
−Removed: Night Shift Development, Inc., a privately-held data analytics firm focused on the U.S.
+Added: For example, since the beginning of fiscal 2025, we have acquired several companies, including Night Shift Development, Inc., a privately-held data analytics firm focused on the U.S.
public sector;
−Removed: and Datavolo, Inc., a privately-held company that built a dataflow infrastructure to support the creation, management, and observability of multimodal data pipelines for enterprise AI.
−Removed: Any such acquisitions or investments may divert the attention of management and cause us to incur various expenses in identifying, investigating, financing, and pursuing suitable opportunities, whether or not the transactions are completed, and may result in unforeseen operating difficulties and expenditures.
−Removed: In particular, we may encounter difficulties or unexpected costs assimilating or integrating the businesses, technologies, products, personnel, contracts or operations of any acquired companies, particularly if the key personnel of an acquired company choose not to work for us, their software is not easily adapted to work with our platform, or we have difficulty retaining the customers, suppliers, or partners of any acquired business due to changes in ownership, management, or otherwise.
−Removed: Any such transactions that we are able to complete may not result in the synergies or other benefits we expect to achieve, which could result in substantial impairment charges.
+Added: Datavolo, Inc., a privately-held company that built a dataflow infrastructure to support the creation, management, and observability of multimodal data pipelines for enterprise AI;
+Added: Crunchy Data Solutions, Inc., a privately-held company that provided PostgreSQL technology;
+Added: TensorStax, Inc., a privately-held company that built autonomous AI agents for data engineering services;
+Added: and Observe, Inc., a privately-held company that built an AI-powered observability platform.
+Added: Such transactions have in the past and may in the future divert the attention of management and cause us to incur various expenses in identifying, investigating, financing, and pursuing suitable opportunities, whether or not the transactions are completed, and may result in unforeseen operating difficulties and expenditures.
+Added: In particular, we may encounter difficulties or unexpected costs integrating the businesses, technologies, products, personnel, contracts or operations of any acquired companies, particularly if the key personnel of an acquired company choose not to work for us, their software is not easily adapted to work with our platform, or we have difficulty retaining the customers, suppliers, or partners of any acquired business due to changes in ownership, management, or otherwise.
+Added: Any such transactions that we are able to complete may not result in the revenue, synergies, or other benefits we expect to achieve, which could result in substantial impairment charges.
These transactions could also result in dilutive issuances of equity securities or the incurrence of debt, which could adversely affect our results of operations.
13 unchanged sentences
We may be unable to reach agreements with potential strategic partners on terms acceptable to us, if at all, and we may not be successful in partnering with the companies that have the technologies we need.
−Removed: Such strategic partnerships are also subject to a number of risks, including with respect to security controls, indemnification obligations, and ownership of intellectual property and other proprietary information.
+Added: Such strategic partnerships are also subject to a number of risks, including with respect to performance issues, security controls, indemnification obligations, and ownership of intellectual property and other proprietary information.
Any of the foregoing could harm our business, financial position, and results of operations.
12 unchanged sentences
Our customers are also subject to the risk of catastrophic events.
−Removed: If those events occur, demand for our platform may decrease.
+Added: If any such events occur, demand for our platform may decrease.
If we are unable to develop and maintain adequate plans to ensure that our business functions continue to operate during and after a catastrophic event and to execute successfully on those plans if such an event occurs, our business could be seriously harmed.
7 unchanged sentences
• slower than anticipated public cloud adoption by international businesses;
−Removed: • changes in a specific country’s or region’s political, economic, or legal and regulatory environment, including the effects of pandemics, tariffs, trade wars, sanctions, or long-term environmental risks;
+Added: • differing and potentially more onerous regulations compared to the United States, including relating to data privacy and security, including the unauthorized use of, or access to, commercial and personal information, and data localization;
+Added: • changes in a specific country’s or region’s political, economic, or legal and regulatory environment, including the effects of pandemics, tariffs and trade wars, sanctions, or long-term environmental risks;
• the need to adapt and localize our platform for China, Saudi Arabia, and other countries, including as a result of data sovereignty requirements, and the engineering and related costs that we may incur when making those changes;
1 unchanged sentence
• unexpected changes in, or the selective application of, trade relations, regulations, or laws;
−Removed: • new, evolving, and more stringent regulations relating to privacy and data security, data localization, and the unauthorized use of, or access to, commercial and personal information;
• compliance with requirements to hire local employees to perform certain specific functions, such as Saudi Arabia’s Regional Headquarters Program, which may not align with how we would otherwise operate our business;
• new, evolving, and potentially more stringent regulations relating to AI Technology;
−Removed: • differing and potentially more onerous labor regulations that are generally more advantageous to employees as compared to the United States, including regulations governing terminations in locations that do not permit at-will employment and deemed hourly wage and overtime regulations;
+Added: • labor regulations that are generally more advantageous to employees as compared to the United States, including regulations governing terminations in locations that do not permit at-will employment and deemed hourly wage and overtime regulations;
• challenges inherent in efficiently managing, and the increased costs associated with, an increased number of employees over large geographic distances, including the need to implement appropriate systems, policies, benefits, and compliance programs that are specific to each jurisdiction;
13 unchanged sentences
We expect to invest substantial time and resources to further expand our international operations, and, if we are unable to do so successfully and in a timely manner, our business and results of operations could suffer.
−Removed: As we are offering our platform through a Chinese-owned operating partner to Chinese affiliates of certain multi-national customers, risks associated with economic, political, and social events in China could negatively affect our business, financial condition, results of operations and growth prospects.
−Removed: We are currently offering our platform to Chinese affiliates of certain multi-national customers.
+Added: As we are offering our platform in China through a Chinese-owned operating partner to Chinese affiliates of certain multi-national customers, risks associated with economic, political, and social events in China or tension between China and the U.S.
+Added: or other countries could negatively affect our business, financial condition, results of operations and growth prospects.
+Added: We are currently offering our platform in China to Chinese affiliates of certain multi-national customers.
Under Chinese law, we must offer our platform through a Chinese-owned operating partner, which must assume control and management of certain aspects of our platform and serve as the seller of record.
−Removed: This has required a new operating and go-to-market model, and there is a risk that functionality or customer experience may suffer and that we may incur liability or brand impairment arising from the operating partner’s actions or inactions.
+Added: This has required a new operating and go-to-market model, and there is a risk that functionality or customer experience may suffer and that we may incur liability or brand impairment arising from the operating partner’s actions, inactions, or ineffectiveness.
In addition, developing and operationalizing this new model is a significant investment and may not generate expected returns.
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• a government-controlled foreign exchange rate and capital controls, including limitations on the convertibility of the Chinese yuan to other currencies.
−Removed: Further, geopolitical and national security tensions between China and the United States or other countries could lead to further restrictions on our ability to operate in China, increased scrutiny of our business operations in China, or unwillingness of certain customers to do business with us, including the U.S.
+Added: Further, geopolitical, economic, and national security tensions or conflicts between China and the United States or other countries could lead to further restrictions on our ability to operate in China, increased scrutiny or suspension of our business operations in China, new regulations, or unwillingness of certain customers to do business with us, including the U.S.
federal government.
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If the conditional conversion feature of a series of the Notes is triggered, holders of such Notes will be entitled to elect to convert their Notes at any time during specified periods, as described in the applicable Indenture.
+Added: For example, holders of each series of the Notes can convert their Notes at any time during the fiscal quarter ending April 30, 2026 as the last reported sale price of our common stock was greater than or equal to 130% of the conversion price for the Notes for at least 20 trading days during the 30 consecutive trading days ending on the last trading day of the fiscal quarter ended January 31, 2026.
If one or more holders elect to convert their Notes, we would be required to settle a portion or all of our conversion obligation through the payment of cash, unless we elect to fully settle such conversion by delivering shares of our common stock (other than any cash paid in lieu of delivering fractional shares), which could adversely affect our liquidity.
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Our sales are currently denominated in U.S.
−Removed: dollars, Euros, British pounds, Australian dollars, Canadian dollars, and Brazilian reals, and will likely be denominated in other currencies in the future.
+Added: dollars, Euros, British pounds, Australian dollars, Canadian dollars, Brazilian reals, and Indian rupees, and will likely be denominated in other currencies in the future.
Because we report our results of operations and revenue in U.S.
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• the failure by us to obtain patents and other intellectual property rights for important innovations or maintain appropriate confidentiality and other protective measures to establish and maintain our trade secrets;
−Removed: • to the extent a customer or partner owns any intellectual property created through a professional services or other engagement, our inability to use or monetize that intellectual property as part of our business;
+Added: • to the extent a customer, partner, or other entity owns any intellectual property created through a professional services, research, collaboration, or other engagement, our inability to use or monetize that intellectual property as part of our business;
• uncertainty in, and evolution of, legal standards relating to the validity, enforceability, and scope of protection of intellectual property rights;
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• other practical, resource, or business limitations on our ability to enforce our rights.
−Removed: Further, the laws of certain foreign countries, particularly certain developing countries, do not provide the same level of protection of corporate proprietary information and assets, such as intellectual property, trademarks, trade secrets, know-how, and records, as the laws of the United States.
+Added: Further, the laws of certain foreign countries, particularly China and certain other developing countries, do not provide the same level of protection of corporate proprietary information and assets, such as intellectual property, trademarks, trade secrets, know-how, and records, as the laws of the United States.
As a result, we may encounter significant problems in protecting and defending our intellectual property or proprietary rights abroad.
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If we are unable to prevent third parties from infringing upon or misappropriating our intellectual property or are required to incur substantial expenses defending our intellectual property rights, our business, financial condition, and results of operations may be materially adversely affected.
−Removed: We may become subject to intellectual property disputes, which are costly and may subject us to significant liability and increased costs of doing business.
+Added: We have in the past and may in the future become subject to intellectual property disputes, which are costly and may subject us to significant liability and increased costs of doing business.
+Added: We are from time to time subject to intellectual property disputes.
We compete in markets where there are a large number of patents, copyrights, trademarks, trade secrets, and other intellectual and proprietary rights, as well as disputes regarding infringement of these rights.
+Added: We are currently subject to a class action lawsuit alleging copyright infringement in connection with our large language model training.
In addition, many of the holders of patents, copyrights, trademarks, trade secrets, and other intellectual and proprietary rights have extensive intellectual property portfolios and greater resources than we do to enforce their rights.
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Further, to the extent assertions are made against us by entities that hold patents but are not operating companies, our patent portfolio may not provide deterrence because such entities are not concerned with counterclaims.
−Removed: Any intellectual property litigation to which we become a party may require us to do one or more of the following:
+Added: Any current or future intellectual property litigation to which we become a party may require us to do one or more of the following:
• cease selling, licensing, or using products, features, or data sets that incorporate the intellectual property rights that we allegedly infringe, misappropriate, or violate;
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If we use open-source software inconsistent with our policies and procedures or the license terms applicable to such software, we could be subject to legal expenses, damages, or costly remediation or disruption to our business.
−Removed: We use open-source software in our platform and in our professional service engagements.
+Added: We use open-source software, including in our platform and in our professional service engagements.
From time to time, companies that use third-party open-source software have faced claims challenging the use of such open-source software and their compliance with the terms of the applicable open-source license.
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We are subject to stringent and changing obligations related to data, including data privacy and security, and the failure or perceived failure to comply with these obligations could result in significant fines and liability or otherwise result in substantial harm to our business and prospects.
−Removed: We are subject to data privacy and protection laws, regulations, guidance, external and internal policies and other documentation, industry standards, certifications, and contractual and other obligations that apply to the collection, transmission, storage, use, and other processing of personal information.
+Added: We are subject to data privacy and protection laws, regulations, guidance, external and internal policies and other documentation, industry standards, certifications, and contractual and other obligations that apply to the collection, transmission, storage, use, and other processing of personal and sensitive information.
These obligations are rapidly evolving, extensive, complex, and include inconsistencies and uncertainties.
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DORA aims to promote resiliency against operational disruptions in the financial sector.
−Removed: • India’s Digital Personal Data Protection Act (DPDP Act), which was passed in August 2023, imposes strict rules regarding the collection, use, processing and storage of personal data in India.
−Removed: The DPDP Act will not come into effect until the Indian government provides notice of an effective date, which is expected in 2025.
+Added: • India’s Digital Personal Data Protection Act (DPDP Act) imposes strict rules regarding the collection, use, processing and storage of personal data in India.
+Added: The phased implementation of the DPDP Act began in November 2025, which is expected to become fully effective on May 14, 2027.
• The EU has proposed the Regulation on Privacy and Electronic Communications, which, if adopted, would impose new obligations on using personal information in the context of electronic communications, particularly with respect to online tracking technologies and direct marketing.
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Because our business model involves transmitting and mobilizing data across geographical areas, an inability or material limitation on our ability to transfer personal data to the United States or other countries could materially impact our business operations and revenue.
−Removed: • In the United States, federal, state, and local governments have enacted or proposed data privacy and security laws, including data breach notification laws, personal data privacy laws, and consumer protection laws.
−Removed: Numerous U.S.
+Added: • In the United States, federal, state, and local governments have enacted or proposed data privacy and security laws and regulations, including data breach notification laws, personal data privacy laws, cross-border data transfer regimes, and consumer protection laws.
+Added: For example, the U.S.
+Added: Department of Justice issued a rule entitled “Preventing Access to U.S.
+Added: Sensitive Personal Data and Government-Related Data by Countries of Concern or Covered Persons,” which places prohibitions or restrictions on certain data transactions involving the transfer of certain personal information to countries of concern (e.g., China, Russia, Iran) or individuals/entities located in or subject to the control of those jurisdictions.
+Added: This rule impacts certain business activities such as vendor engagements, employment of certain individuals, and investor agreements.
+Added: Violations of the rule could lead to significant civil and criminal fines and penalties.
+Added: Additionally, numerous U.S.
states have enacted comprehensive privacy laws that impose certain obligations on covered businesses, including providing specific disclosures in privacy notices and affording residents with certain rights concerning their personal data.
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These state laws allow for statutory fines for noncompliance.
−Removed: For example, the California Consumer Privacy Act (CCPA), as amended by the California Privacy Rights Act of 2020 (CPRA), provides increased privacy rights and protections, including the ability of individuals to opt out of specific disclosures of their personal information, and provides for fines of up to $7,988 per intentional violation and allows private litigants affected by certain data breaches to recover significant statutory damages.
+Added: For example, the California Consumer Privacy Act, as amended (CCPA), provides increased privacy rights and protections, including the ability of individuals to opt out of specific disclosures of their personal information, and provides for fines and allows private litigants affected by certain data breaches to recover significant statutory damages.
states have adopted, or are considering adopting, similar laws.
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Federal Risk and Authorization Management Program (FedRAMP), U.S.
−Removed: Department of Defense Impact Level 4 (IL4), Payment Card Industry Data Security Standards (PCI-DSS), International Organization for Standardization (ISO)/International Electrotechnical Commission (IEC) 27001, Health Information Trust Alliance Common Security Framework (HI-TRUST CSF), StateRAMP, among others, are becoming more stringent.
−Removed: • We may also become subject to new laws that specifically regulate non-personal data.
−Removed: For example, we may become subject to certain parts of the EU’s Data Act, which imposes certain data and cloud service interoperability and switching obligations to enable users to switch between cloud service providers without undue delay or cost, as well as certain requirements concerning cross-border international transfers of, and governmental access to, non-personal data outside the European Economic Area.
+Added: DoW Impact Level 4 (IL4) and Impact Level 5 (IL5), Payment Card Industry Data Security Standards (PCI-DSS), International Organization for Standardization (ISO)/International Electrotechnical Commission (IEC) 27001, Health Information Trust Alliance Common Security Framework (HI-TRUST CSF), GovRAMP, among others, are becoming and may become more stringent.
+Added: • We are and may become subject to new laws that specifically regulate non-personal data.
+Added: For example, we are subject to certain parts of the EU’s Data Act, which imposes certain data and cloud service interoperability and switching obligations to enable users to switch between cloud service providers without undue delay or cost, as well as certain requirements concerning cross-border international transfers of, and governmental access to, non-personal data outside the European Economic Area.
Additionally, in the EU, the Network and Information Security Directive (NIS2) regulates resilience and incident response capabilities of entities operating in a number of sectors, including the digital infrastructure sector (such as cloud computing service providers).
The deadline for transposition of NIS2 into local law was October 17, 2024;
−Removed: however, many of the member states in the EU have not fully transposed the Directive, leading to the opening of infringement procedures by the European Commission.
−Removed: Once fully implemented, non-compliance with NIS2 may lead to administrative fines of a maximum of 10 million Euros or up to 2% of the total worldwide revenue of the preceding fiscal year.
+Added: however, many of the member states in the EU have not fully transposed the Directive, leading to the opening of infringement procedures by the European Commission against the member states.
+Added: Once fully implemented, non-compliance with NIS2 may lead to significant fines.
These and other similar legal and regulatory developments could contribute to legal and economic uncertainty, increase our exposure to liability, affect how we design, market, and sell our platform, and impact how we operate our business, how our customers and partners process and share data, how we process and use data, and how we transfer personal data from one jurisdiction to another, any of which could increase our costs, require us to take on more onerous obligations in our contracts, impact our ability to operate in certain jurisdictions, and/or negatively impact the types of data available on or the demand for our platform.
−Removed: It is possible that new laws may be adopted or existing laws may be interpreted and applied in a manner that is inconsistent with our practices and our efforts to comply with the evolving data protection rules may be unsuccessful.
We incur substantial costs to comply with such laws and regulations, to meet the demands of our customers relating to their own compliance with applicable laws and regulations, and to establish and maintain internal policies, self-attestations, and third-party certifications supporting our compliance programs.
Our customers may delegate certain of their GDPR compliance or other privacy law obligations to us, and we may otherwise be required to expend resources to assist our customers with such compliance obligations.
−Removed: Any actual or perceived non-compliance with applicable data privacy and security obligations by us or our third-party service providers and sub-processors could result in proceedings, investigations, litigation, or claims against us by regulatory authorities, customers, or others, leading to reputational harm, higher liability and indemnity obligations, significant fines, litigation costs, additional reporting requirements or oversight, bans on processing personal information, orders to destroy or not use personal information, limitations in our ability to develop or commercialize our platform, inability to process personal information or operate in certain jurisdictions, and other damages.
+Added: Any actual or perceived non-compliance with applicable data privacy and security obligations by us, our customers, or our third-party service providers and sub-processors could result in proceedings, investigations, litigation, or claims against us by regulatory authorities, customers, or others, leading to reputational harm, higher liability and indemnity obligations, significant fines, litigation costs, additional reporting requirements or oversight, bans on processing personal information, orders to destroy or not use personal information, limitations in our ability to develop or commercialize our platform, inability to process personal information or operate in certain jurisdictions, and other damages.
For example, if regulators assert that we have failed to comply with the GDPR or U.K.
−Removed: GDPR, we may be subject to fines of up to (i) 20.0 million Euros or 17.5 million British pounds, as applicable, or (ii) 4% of our worldwide annual revenue, whichever is greater, as well as potential data processing restrictions and penalties.
+Added: GDPR, we may be subject to significant fines, as well as potential data processing restrictions and penalties.
In addition, private plaintiffs have become increasingly active in bringing privacy- and information security-related claims against companies, including class action claims.
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States, regions, and supranational bodies, including the EU and the United States, have passed or proposed new rules and regulations related to the use or sale of AI Technology.
−Removed: For example, the EU’s Artificial Intelligence Act, the first comprehensive legal framework regulating artificial intelligence, entered into force in August 2024;
−Removed: Colorado’s Artificial Intelligence Act, which will go into effect on February 1, 2026, imposes obligations on developers and deployers of “high-risk” artificial intelligence systems;
−Removed: and South Korea’s AI Basic Act, the country’s first major artificial intelligence legislation, which will go into effect on January 1, 2026, imposes obligations on developers and deployers of “high impact” and generative AI Technology.
+Added: For example, the EU’s Artificial Intelligence Act, which entered into force in August 2024, established a comprehensive legal framework regulating AI;
+Added: Texas’ Responsible Artificial Intelligence Governance Act, which went into effect on January 1, 2026, imposes obligations on developers and deployers of AI systems;
+Added: California’s Training Data Transparency Act, which went into effect on January 1, 2026, imposes obligations on generative AI systems or services;
+Added: Colorado’s Artificial Intelligence Act, which will go into effect on June 30, 2026, imposes obligations on developers and deployers of “high-risk” AI systems;
+Added: and South Korea’s AI Basic Act, the country’s first major AI legislation, which went into effect on January 22, 2026, imposes obligations on developers and deployers of “high impact” and generative AI Technology.
These regulations may impose onerous obligations related to our development, offering, and use of AI Technology and expose us to an increased risk of regulatory enforcement and litigation.
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In particular, there is significant uncertainty surrounding the applications of intellectual property and privacy laws to AI Technology.
−Removed: Intellectual property ownership and rights (including copyright) and the remedies of rights owners surrounding the use and development of AI Technology have not been fully addressed by courts or other federal or state laws or regulations, and our use of AI Technology or adoption of AI Technology into our products and services may result in disputes with respect to ownership of intellectual property, or exposure to claims of copyright or other intellectual property infringement or misappropriation.
+Added: Intellectual property ownership and rights (including copyright) and the remedies of rights owners surrounding the use and development of AI Technology have not been fully addressed by courts or other federal or state laws or regulations, and our use of AI Technology or adoption of AI Technology into our products and services may result in disputes with respect to ownership of intellectual property, or exposure to claims of copyright or other intellectual property infringement, misappropriation, or violations of rights of publicity.
In addition, our AI Technology may involve the processing of personal and other sensitive data and may be subject to laws, policies, legal obligations, and contractual requirements related to privacy, data protection, and information security.
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For example, the FTC has required other companies to turn over or disgorge valuable insights or trainings generated through the use of AI Technology where the FTC determined such companies violated privacy and consumer protection laws.
−Removed: We may also be held liable for intellectual property, privacy, or other legal violations of third-party AI Technology (including outputs from AI Technology) that we use, and we may not have full recourse for any damages that we suffer (for example, our use of third-party AI Technology may be subject to limitations of liability or provide no liability coverage (e.g., free or open-source technology)).
+Added: We may also be held liable for intellectual property rights infringement or misappropriation, violations of privacy rights, or other legal violations of third-party AI Technology (including outputs from AI Technology) that we use, and we may not have full recourse for any damages that we suffer (for example, our use of third-party AI Technology may be subject to limitations of liability or provide no liability coverage (e.g., free or open-source technology)).
We could also face claims alleging open-source software or other license terms apply with respect to outputs from AI Technology that we believed to be available for use, and not subject to license terms or other third-party proprietary rights.
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Further, unauthorized use or misuse of generative AI Technology by our employees or others who have access to our systems may result in disclosure of confidential company and customer data, reputational harm, privacy law violations and legal liability.
−Removed: Finally, if we enable or offer services or technologies that draw scrutiny or controversy, if our use of AI Technology becomes controversial or causes ethical issues, or if we are perceived to overstate the capabilities or benefits of our products, services, or technologies that employ AI Technology, we may experience brand or reputational harm, competitive harm, and/or legal liability.
+Added: Finally, if we enable or offer services or technologies that draw scrutiny or controversy, if our use of AI Technology becomes controversial or causes ethical issues, if our customers’ use our AI Technology in an improper or controversial way, or if we are perceived to overstate the capabilities or benefits of our products, services, or technologies that employ AI Technology, we may experience brand or reputational harm, competitive harm, and/or legal liability.
We are subject to anti-corruption, anti-bribery, anti-money laundering, and similar laws, and non-compliance with such laws can subject us to criminal or civil liability and harm our business, financial condition, and results of operations.
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Bribery Act 2010, and other anti-corruption and anti-money laundering laws in the countries in which we conduct business.
−Removed: Anti-corruption and anti-bribery laws have been enforced aggressively in recent years and are interpreted broadly to generally prohibit companies, their employees, and their third-party intermediaries from authorizing, offering, or providing, directly or indirectly, improper payments or benefits to recipients in the public or private sector.
+Added: Anti-corruption and anti-bribery laws are interpreted broadly to generally prohibit companies, their employees, and their third-party intermediaries from authorizing, offering, or providing, directly or indirectly, improper payments or benefits to recipients in the public or private sector.
As we increase our international sales, including in China, and sales to the public sector, we may engage with business partners and third-party intermediaries to market or resell our products and to obtain necessary permits, licenses, and other regulatory approvals.
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If any subpoenas or investigations are launched, or governmental or other sanctions are imposed, or if we do not prevail in any possible civil or criminal proceeding, our business, financial condition, and results of operations could be harmed.
−Removed: Increasing scrutiny and changing expectations from global regulations, our investors, customers, and employees with respect to ESG may impact our reputation and business.
−Removed: Companies across many industries are facing increasing scrutiny related to their environmental, social and governance (ESG) practices and reporting, both in the United States and internationally.
−Removed: For example, new domestic and international laws and regulations relating to ESG matters, including environmental sustainability and climate change and human capital management, are under consideration or being adopted, which may include specific, target-driven disclosure requirements or obligations.
−Removed: Our response to increased ESG disclosure requirements may require additional investments and implementation of new practices and reporting processes, all entailing additional compliance risk and cost.
+Added: Scrutiny and changing expectations from global regulations, our investors, customers, and employees with respect to ESG may result in additional compliance risk and costs and may impact our reputation and business.
+Added: Companies across many industries face ongoing scrutiny related to their environmental, social and governance (ESG) practices and reporting, both in the United States and internationally.
+Added: Our response to ESG disclosure requirements and stakeholder expectations may require additional investments and implementation of new practices and reporting processes, all entailing additional compliance risk and cost.
To the extent we share information about our ESG practices, we could be criticized for the accuracy, adequacy, or completeness of such disclosures.
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At the same time, anti-ESG sentiment has gained momentum across the United States, and both the federal and state governments have enacted or proposed “anti-ESG” policies or legislation or have issued related legal opinions.
−Removed: In addition, the U.S.
−Removed: Supreme Court’s ruling striking down race-based affirmative action in higher education has increased scrutiny of private sector employment practices and activist groups and state attorneys general have begun to analogize the outcome of that case to private employment matters, asserting that certain corporate practices, such as diversity, equity, and inclusion (DEI), are discriminatory and unlawful.
−Removed: Such anti-ESG and anti-DEI related policies, legislation, initiatives and scrutiny could expose any ESG, DEI or other practices we adopt to the risk of litigation, antitrust investigations or challenges by federal or state authorities, result in injunctions, penalties, and reputational harm.
+Added: In addition, both federal and state governments and activist groups have increased scrutiny of private sector employment practices, asserting that certain corporate practices, such as diversity, equity, and inclusion (DEI), are discriminatory and unlawful.
+Added: Such anti-ESG and anti-DEI related policies, legislation, initiatives and scrutiny could expose certain ESG, human capital management, or other practices we adopt to the risk of litigation, antitrust investigations or challenges by federal or state authorities, which may result in injunctions, penalties, and reputational harm.
Further, we may experience backlash from customers, government entities, advocacy groups, employees, or other stakeholders who disagree with our actual or perceived positions, or with our lack of position on social, environmental, governance, political, public policy, economic, geopolitical, or other sensitive issues.
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Our corporate structure and associated transfer pricing policies contemplate future growth in international markets and consider the functions, risks, and assets of the various entities involved in intercompany transactions.
−Removed: The amount of taxes we pay in different jurisdictions depends on the application of the tax laws of various jurisdictions, including the United States, to our international business activities, changes in tax rates, new or revised tax laws or interpretations of existing tax laws and policies, and our ability to operate our business in a manner consistent with our corporate structure and intercompany arrangements.
+Added: The amount of taxes we pay in different jurisdictions depends on the application of the tax laws of various jurisdictions, including the United States, to our international business activities, changes in tax rates, new or revised tax laws or interpretations of existing tax laws and policies, tariffs, and our ability to operate our business in a manner consistent with our corporate structure and intercompany arrangements.
The taxing authorities of the jurisdictions in which we operate may challenge our methodologies for pricing intercompany transactions pursuant to our intercompany arrangements or disagree with our determinations as to the income and expenses attributable to specific jurisdictions.
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Changes in tax laws, regulations, or rulings, or changes in interpretations of existing laws and regulations, could materially affect our financial position and results of operations.
−Removed: Legislation informally titled the Tax Cuts and Jobs Act and the Inflation Reduction Act (Inflation Act) made many significant changes to U.S.
−Removed: For example, the Inflation Act includes provisions that will impact the U.S.
−Removed: federal income taxation of certain corporations, including a minimum tax equal to 15% of the adjusted financial statement income of certain large corporations, as well as a 1% excise tax applicable to corporations traded on an established securities market (which includes the New York Stock Exchange) on the fair market value of certain stock repurchases in excess of the fair market value of stock issuances in the same taxable year.
−Removed: In February 2023, our board of directors authorized the repurchase of up to $2.0 billion of our common stock through a stock repurchase program.
−Removed: In August 2024, our board of directors authorized the repurchase of an additional $2.5 billion of our outstanding common stock under the stock purchase program and extended the expiration date of the stock repurchase program from March 2025 to March 2027.
+Added: The Tax Cuts and Jobs Act and the Inflation Reduction Act (Inflation Act) made many significant changes to U.S.
+Added: For example, the Inflation Act imposes a 1% excise tax applicable to corporations traded on an established securities market (which includes the New York Stock Exchange) on the fair market value of certain stock repurchases in excess of the fair market value of stock issuances in the same taxable year.
Repurchases of our common stock under current or future stock repurchase programs could result in an excise tax liability, and we are continuing to evaluate the impact that such excise tax liability, if any, may have on our aggregate tax liability.
+Added: Additionally, the One Big Beautiful Bill Act (OBBBA), enacted on July 4, 2025, modifies existing U.S.
+Added: The OBBBA includes permanent extensions of certain expiring provisions of the Tax Cuts and Jobs Act, including 100% bonus depreciation for certain qualified property, and reverses the requirement under the Tax Cuts and Jobs Act to capitalize and amortize domestic research and experimentation expenses, allowing taxpayers to deduct such expenses in the year incurred for tax years beginning after December 31, 2024.
+Added: The OBBBA also includes modifications to the international tax framework.
Future guidance from the Internal Revenue Service and other tax authorities with respect to such legislation may affect us, and certain aspects thereof could be repealed or modified in future legislation.
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The state NOL carryforwards begin to expire in 2027.
−Removed: Of the $178.0 million foreign NOL carryforwards, $165.2 million may be carried forward indefinitely, and the remaining $12.8 million will begin to expire in 2027.
+Added: The foreign net operating loss carryforwards may be carried forward indefinitely.
In addition, under Section 382 of the Internal Revenue Code of 1986, as amended, and corresponding provisions of state law, if a corporation undergoes an “ownership change,” which is generally defined as one or more stockholders or groups of stockholders who own at least 5% of our stock increasing their ownership by more than 50 percentage points over their lowest ownership percentage within a rolling three-year period, the corporation’s ability to use its pre-change NOL carryforwards to offset its post-change income or taxes may be limited.
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• changes in senior management or key personnel;
−Removed: • fluctuations in company valuations, particularly valuations of high-growth or cloud companies, perceived to be comparable to us;
+Added: • fluctuations in company valuations, particularly valuations of high-growth, AI, or cloud companies, perceived to be comparable to us;
• the trading volume of our common stock;
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• general political, social, economic, and market conditions.
−Removed: Broad market and industry fluctuations, as well as general economic, political, regulatory, and market conditions, such as recessions, inflation, interest rate changes, tariffs and trade wars, or international currency fluctuations, may also negatively impact the market price of our common stock.
+Added: Broad market and industry fluctuations, as well as general economic, political, regulatory, and market conditions, such as recessions, inflation, interest rate changes, tariffs and trade wars, extended U.S.
+Added: federal government shutdowns, or international currency fluctuations, may also negatively impact the market price of our common stock.
In addition, technology stocks have historically experienced high levels of volatility.
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Compared sentence by sentence after normalising whitespace, quotation marks, case and digits, so re-formatting and restated figures do not read as changed language. Wording changes appear as one removal and one addition. The current filing and the prior one are authoritative.