Why Data Trust, Security, and Governance Matter in Semiconductor Yield Management

Cybersecurity-for-YMS-featured-img

Tony Sager, Chief Evangelist at The Center for Internet Security,  once said, “Cybersecurity is more like Groundhog Day rather than Independence Day.

Cybersecurity is like living the same day over and over again. Organizations must continuously monitor, learn, patch, and protect their systems. It is not one heroic effort that defeats the threat once and for all.

Bill Murray in Groundhog Day

The challenges never completely disappear, and there is no single silver-bullet solution that can make an organization permanently secure. 

This task becomes more daunting as advanced semiconductor manufacturing is becoming increasingly distributed. Modern chip manufacturing spans an extensive ecosystem of IDMs, foundries, OSATs, equipment vendors, design houses, material suppliers, cloud platforms, and customers, spanning multiple continents. 

At the same time, the amount of manufacturing, process, and test data generated throughout a product’s lifecycle continues to grow exponentially. 

Companies must make sure there is enough data collaboration for the whole ecosystem to function correctly. This is essential for yield enhancement. Yet every new partner, cloud workload, and data exchange introduces another potential attack surface. 

So in a way, the direction of the semiconductor industry’s growth is reinforcing the cybersecurity challenges surrounding it. 

In this article, we will discuss:

  1. Challenges of multi-site manufacturing 
  2. Pitfalls of traditional perimeter-based security and the need for a Zero-Trust Architecture 
  3. Compliance standards that yield management software needs to meet
  4. How yieldWerx ensures semiconductor data security at rest or in motion

Why Semiconductor Manufacturing Has Become a Prime Cyber Target

Semiconductor companies possess some of the world’s most valuable intellectual property, which has immense geopolitical significance. 

Chip design schematics, process recipes, test program data, AI models, manufacturing parameters, and reliability data collectively represent years of research and billions of dollars in investment. Losing this information can erase competitive advantage almost overnight.

Ransomware attacks have disrupted manufacturing operations and caused huge reputational damages. Equipment and materials suppliers have become attack vectors, demonstrating that cybersecurity weaknesses anywhere in the supply chain can quickly become business-wide problems.

In 2018, a WannaCry variant spread to approximately 10,000 machines at TSMC and forced temporary shutdowns of the fab. In 2024, Nexperia and AMD reported significant IP data theft, involving hundreds of gigabytes of chip designs and other trade secrets.

Protecting semiconductor manufacturing is no longer limited to defending a factory network. Organizations must secure an entire ecosystem of people, systems, equipment, and data.

The Challenge of Multi-Site Manufacturing

Very few semiconductor products are manufactured within a single facility.

A wafer may be fabricated in one country, tested in another, packaged by an OSAT on a different continent, and eventually integrated into systems assembled elsewhere. Historically, much of this information remained inside organizational silos.

Today, heterogeneous integration techniques demand much greater collaboration between organizations. Engineers increasingly need access to semiconductor data analytics beyond their own facilities to diagnose yield excursions, identify latent defects, and improve reliability.

The challenge is obvious.

How can organizations securely share information with their manufacturing and testing partners and customers while ensuring that sensitive intellectual property remains protected?

These questions are rapidly becoming some of the semiconductor industry’s most important cybersecurity challenges.

Zero Trust Architecture: When Traditional Perimeter Security No Longer Works

Traditionally, cybersecurity followed a relatively simple principle. If users and systems were inside the corporate network, they were generally considered trustworthy. Companies invested heavily in firewalls, IPS/IDS, and then assumed everything would work fine.

That traditional perimeter-based security architecture no longer reflects ground reality. 

Rather than assuming that everything inside a secure perimeter can be trusted, security must be applied throughout the environment.

According to Aftkhar Aslam, CEO and Co-founder of yieldWerx, “ We need to assume every connection, user, and system — whether inside or outside the factory network — must be authenticated, authorized, and continuously verified.”  

This shift has driven growing adoption of Zero Trust Architecture (ZTA) across the manufacturing industry. 

Core principles of ZTA

Never Trust, Always Verify

Every user, device, and workload must be continuously authenticated and authorized before accessing resources, whether inside or outside the corporate network. This prevents compromised accounts or devices from moving freely across the network. 

Assume Breach

Zero Trust assumes that attackers may already be inside the network. Instead of only trying to keep them out, it constantly checks for suspicious activity and quickly limits their access. This helps stop attackers from moving through the network and reduces the damage they can cause. 

Least Privilege Access

The principle of least privilege means users and devices only get access to the resources they need to do their jobs. By limiting access, organizations reduce the risk of attackers reaching sensitive systems or causing widespread damage if an account is compromised. 

Context-Aware Access Policies

Zero Trust makes access decisions based on context, not just usernames and passwords. It considers factors like the user’s identity, device security, location, and the sensitivity of the data being accessed. For example, a user with valid credentials may still be blocked from accessing sensitive financial data if they’re connecting through an unsecured public Wi-Fi network. 

Microsegmentation

Microsegmentation divides a network into smaller, separate sections. If an attacker gains access to one section, they cannot easily move to other parts of the network, helping to limit the damage.

Infographic showing zero trust architecture components and their details for semiconductor yield management industry

Security By Design

Implementing these security requirements can be a daunting task. Zero Trust does not necessarily have to slow semiconductor manufacturing, but it can surely add complexity to product and system development.

The best approach is to consider security from the conceptual design phase of product development. Building security into a new product from the beginning is significantly easier than retrofitting security into an existing system.

It is similar to building a new house versus renovating an old one. When security is considered during the original architecture and design process, it can be integrated more naturally into the system.

Semiconductor Data Security Challenge Due to Legacy Equipment

One of the biggest challenges inside a semiconductor fab is that not every piece of equipment is new. Manufacturing facilities often contain equipment from different generations. Older systems may not support the latest cybersecurity standards or security architectures.

Integrating modern security principles into these environments can therefore be difficult. This is another reason why security-by-design is important. New semiconductor equipment and software platforms can incorporate security principles during the initial design phase rather than attempting to retrofit them later.

Compliance Is Becoming a Competitive Advantage

NIST framework for semiconductor manufacturing data security

Customers, regulators, and industry organizations increasingly expect semiconductor manufacturers to demonstrate compliance with recognized cybersecurity frameworks and government regulations.

Among the most influential are:

These frameworks emphasize secure-by-design principles, continuous monitoring, access control, vulnerability management, software lifecycle security, and incident response.

Compliance should not be viewed simply as a regulatory obligation. It provides customers with confidence that manufacturing data, intellectual property, and production systems are being protected according to recognized industry practices

The Yield Management System Has Become a Critical Security Layer

Perhaps the biggest shift occurring across the semiconductor industry is the realization that cybersecurity and yield management are becoming inseparable. This is because:

  1. Yield engineers depend on trusted data.
  2. Artificial intelligence models deployed for yield enhancement depend on clean and reliable data.
  3. Predictive maintenance depends on accurate equipment information.
  4. Root-cause analysis depends on complete traceability.

If manufacturing data is compromised, incomplete, or inaccessible, engineering decisions become less reliable. Cybersecurity, therefore, directly influences yield improvement.

A YMS sits at the center of the semiconductor manufacturing ecosystem, connecting data from design teams, fabs, wafer sort, advanced packaging, OSATs, final test, system-level test, reliability labs, and even field returns. This makes the platform one of the most valuable—and sensitive—repositories of manufacturing intelligence.

Complete Audit Trails, Semiconductor Traceability, and Data Genealogy

Semiconductor manufacturing generates enormous volumes of data throughout a product’s lifecycle.

Knowing what happened is important. However, knowing who accessed the data, when it was modified, where it originated, and how it moved through the manufacturing process is equally important. This is where comprehensive audit trails become invaluable. Every login, configuration change, data upload, analysis, export, approval, and administrative action should be recorded. These audit logs not only support forensic investigations following a cybersecurity incident but also simplify regulatory compliance and internal governance.

Closely related is parameter genealogy. A modern YMS should maintain complete semiconductor traceability from incoming design data through wafer fabrication, assembly, test, packaging, reliability qualification, and field returns.

This digital thread enables engineers to understand how information evolved throughout manufacturing and quickly identify the origin of defects, quality escapes, or security incidents.

Choosing the Right Deployment Architecture

Every semiconductor manufacturer has different security requirements.

Some organizations require complete on-premises deployments because of internal security policies or government regulations. Others prefer cloud-native platforms to improve scalability, collaboration, and global accessibility. Increasingly, hybrid architectures are becoming the preferred approach.

Sensitive manufacturing data may remain inside the corporate environment, while selected analytics workloads or collaborative engineering activities are securely executed in the cloud.

Regardless of deployment model, the following security capabilities should be considered essential for any YMS:

  • End-to-end encryption
  • Multi-factor authentication
  • Identity and access management
  • Network segmentation
  • Secure API authentication
  • Continuous monitoring
  • Disaster recovery and long-term backup/data retention capabilities 

The objective is not simply to choose between cloud and on-premises deployment. The objective is to build an architecture that aligns with organizational risk tolerance while enabling secure collaboration across the semiconductor ecosystem.

Secure Semiconductor Data Analytics Collaboration with yieldWerx

yieldWerx incorporates multiple layers of security to help organizations safeguard their manufacturing intelligence in both greenfield and brownfield setups.  Companies working with yieldWerx can have confidence in our commitment to data security and privacy: 

  1. We are in the process of getting ISO 27001 certification by August this year. 
  2. Third-party IS auditors have declared us compliant with the ISO standards for data security.  
  3. We have a GDPR Data Privacy Agreement in place. 
  4. Our customer data breach notification and escalation plans are in place to ensure trust and security. 

Our platform uses strong encryption to protect sensitive client data both at rest and in transit. Multi-factor authentication (MFA), Identity and Access Management (IAM) policies, and role-based access controls further strengthen security by ensuring users can access only the data and functionality required for their roles in accordance with the ZTA.

yieldWerx can also be deployed behind enterprise firewalls and integrated with secure VPN environments, enabling fabless organizations to maintain their existing security architecture. Secure API authentication further protects integrations with enterprise applications.

Comprehensive audit logs provide accountability by tracking critical user and administrative activities. Long-term data retention and backup capabilities preserve manufacturing history for reliability investigations and compliance requirements, particularly in the automotive and defense sectors. Combined with our parameter genealogy and lot traceability modules, these capabilities help engineering teams track data across manufacturing stages.

Whether deployed on-premises, in the cloud, or through a hybrid architecture, yieldWerx provides the flexibility to meet security, governance, and regulatory requirements without compromising collaboration. With on-premises deployments, all access remains under the customer’s control. 

Ready to build a more secure and trusted foundation for semiconductor yield management? 

Schedule a demo with yieldWerx today.

FAQs

What is the definition of  Zero Trust Architecture?

Zero Trust Architecture is a security model where every access request is explicitly evaluated and given only the minimum necessary access, regardless of whether the user is inside or outside the corporate network. 

What is the difference between SEMI E187 and E188?

SEMI E187 focuses on making semiconductor manufacturing equipment secure by design. It covers four key areas: operating system security, network security, endpoint protection, and security monitoring. SEMI E188 focuses on cybersecurity during equipment integration and change. Semiconductor tools are particularly vulnerable when they are first introduced into a fab, patched, updated, maintained, or reconfigured.

What is multifactor authentication?

Multifactor authentication (MFA) is a security method that requires users to verify their identity using two or more factors, such as a password, smartphone, or fingerprint. 

What is a ransomware attack?

A ransomware attack is a cyberattack in which hackers encrypt files or systems and demand a ransom to restore access, often while threatening to leak stolen data. 

What is heterogeneous integration?

Heterogeneous integration is a semiconductor packaging method that combines different types of chips into a single package to improve performance, efficiency, and functionality. 

What is manufacturing data governance?

Manufacturing data governance is a structured framework that standardizes, secures, and manages data across both factory floors and corporate IT systems. It ensures raw machine telemetry and business metrics are clean, consistent, and accessible to drive yield optimization.

What is a GDPR data privacy agreement?

A GDPR data privacy agreement defines how personal data is collected, processed, stored, protected, and shared in compliance with the EU’s General Data Protection Regulation (GDPR). 

What is a customer data breach notification and escalation plan?

It is a documented process for identifying, escalating, investigating, and communicating a data breach to affected customers and relevant authorities within required timeframes. 

What do IS auditors do?

IS auditors (Information Systems auditors) evaluate whether an organization’s IT systems, cybersecurity controls, data, and technology processes are secure, reliable, compliant, and properly governed.

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Privacy Policy 2026

Effective Date: Jan 1, 2024 

Last Updated: July 22, 2026 

At yieldWerx, Inc. (“yieldWerx,” “we,” “us,” or “our”), we respect your privacy and are committed to protecting the personal information collected through our website, portals, evaluation sandboxes, and digital services (collectively, the “Site”). 

This Privacy Policy explains how we collect, use, disclose, and safeguard personal information when you visit yieldWerx.com, request product demos, download technical datasheets, register for portal access, or interact with our enterprise yield management services. 

1. Important Notice: Customer Data vs. Website Visitor Data

1.1 Customer Data (As a Data Processor): In providing enterprise semiconductor yield management platforms, yieldWerx processes datasets on behalf of our corporate clients (e.g., wafer test data, STDF logs, manufacturing metrics). Our clients control this “Customer Data.” The collection, security, and processing of Customer Data are governed by our client contracts (Master Services Agreements and Data Processing Agreements) and our clients’ privacy policies—not this public Privacy Policy. 

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2. Information We Collect

We collect information directly from you, automatically through your device, and from reputable commercial third parties. 

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Depending on your jurisdiction (e.g., California/CPRA, European Economic Area/GDPR), you may hold the following rights regarding your personal information: 

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10. EnterpriseCustomer Data & Data Processing Addendum (DPA) 

While this Privacy Policy primarily addresses information collected from visitors to yieldWerx.com and our public marketing platforms, yieldWerx also acts as a Data Processor for enterprise clients who subscribe to our semiconductor yield management platform. 

  • Customer Ownership: All client data uploaded into yieldWerx software remains the exclusive property of our enterprise customers. yieldWerx processes this data solely to deliver the analytical services contracted under our Master Services Agreement (MSA). 
  • Data Processing Addendum (DPA): For customers processing personal data or telemetry subject to global privacy regulations (such as GDPR or CCPA/CPRA), yieldWerx incorporates a comprehensive Data Processing Addendum into our standard enterprise software contracts. 

Enterprise customers requiring a copy of our standard DPA or customized data transfer agreements may contact trust@yieldwerx.com. 

11. Data Retention & Lifecycle Management

yieldWerx retains personal data and information collected through our public website only for as long as necessary to fulfill the operational, legal, or commercial purposes outlined in this policy: 

Marketing & Communication Data: Contact information submitted via forms (e.g., demo requests, whitepaper downloads) is retained until you unsubscribe or request deletion. 

System & Audit Logs: Server logs, IP addresses, and website security records are retained for security audit purposes for up to 12 months, after which they are automatically anonymized or purged. 

Enterprise Customer Production Telemetry: Parametric test logs, STDF data, and chip analytics uploaded to our platform are stored, archived, or deleted in strict compliance with the custom retention schedules defined in each client’s Master Services Agreement (MSA) and Data Processing Addendum (DPA). 

12. Security by design

We ensure complete data protection through industry-standard encryption of data in transit (using TLS, SFTP, and site-to-site VPN) and at rest. Security across our platform is strictly managed using role-based access control (RBAC) and multi-factor authentication (MFA), backed by continuous security monitoring, patch management, and vulnerability management. Additionally, physical security controls are maintained across all yieldWerx facilities. 

13. Incident response & breach notification

We maintain a formal incident-response program with defined severity classifications and escalation timelines. If a security incident affecting customer data is confirmed, we commit to notifying the customer’s designated contact within 24 hours of confirmation and assigning a single named incident liaison for the duration of the event. If the investigation is ongoing, we deliver an interim update within 48 hours, followed by a full incident report detailing the root cause and remediation steps within 72 hours. 

We welcome good-faith security research. If you believe you’ve found a vulnerability in a yieldWerx product or service, please report it to trust@yieldwerx.com. We investigate every report and will not pursue legal action against researchers acting in good faith. 

14. CCPA Service Provider Commitment:

To the extent yieldWerx processes personal information subject to the California Consumer Privacy Act (CCPA/CPRA) on behalf of Customer, yieldWerx acts solely as a Service Provider. yieldWerx shall not: (a) sell or share such personal information; (b) retain, use, or disclose personal information for any purpose other than providing the contracted services; or (c) combine personal information received from or on behalf of Customer with personal data received from other sources, except as permitted under the CCPA. 

15. Updates to This Privacy Policy

We reserve the right to update this Privacy Policy to reflect changes in our legal obligations, privacy practices, or operational services. When updates occur, we will revise the “Last Updated” date at the top of this page. Continued use of yieldWerx.com after updates are posted signifies your acknowledgment of the revised terms. 

16. Contact Information

If you have questions, concerns, or requests regarding this Privacy Policy or yieldWerx’s privacy practices, please contact us at: 

yieldWerx Semiconductor 

Suite 202 8105 Rasor Blvd Plano, TX 75024 

Attn: Privacy & Data Protection Office 

Email: trust@yieldwerx.com 

Website: https://yieldwerx.com 

wats

WATS

Partner

WATS is a test data management and analytics platform developed by Virinco, built to collect, standardize, and analyze data from electronics manufacturing test systems. It provides real-time visibility into board-level performance across ICT, functional test, and final test operations, helping engineers monitor yield, detect anomalies, and improve quality at high volume.

EnlightTec

Partner

Enlight Technology is one of the few domestic electronic design automation (EDA) solution providers. Our primary mission is to develop chip and electronic hardware, as well as system development tools, striving to help customers bring their products from concept to market with the best efficiency and effectiveness.
We integrate EDA technology resources and solutions, leveraging practical experience and technical support capabilities to build a complete cross-disciplinary ecosystem covering silicon photonics, chips, advanced packaging, systems, and manufacturing. Enlight Technology is one of the very few Taiwanese EDA solution providers with both electrical and optical design capabilities. It offers one-stop support, from silicon photonics (PIC) optoelectronic integration circuit design and EIC–PIC co-design, to end-to-end design verification of ICs, packages, and PCB systems:

  • Silicon Photonics & EIC–PIC Co-design
  • IC Design & Verification
  • PCB Systems Design & DFM (Design for Manufacturability)
modus_test_img

Modus Test

Partner

Modus Test, LLC was founded on the idea that there are creative ways to improve results by combining innovation with the best known methods in test design and manufacturing. Providing innovative test solutions include the MPT series of parametric test and systems and accessories.
Modus Test has a global presence and the capability to support customers in all the IC development centers and high volume manufacturing sites around the world. See for yourself how combining innovation with best-known methods can improve your results.
PTC-Logo

PTC

Partner

PTC is a semiconductor consulting firm based in Malaysia, providing strategic and technical consulting services to semiconductor manufacturing, assembly, test, product and ecosystem companies across Asia. yieldWerx, a leading innovator in semiconductor yield management solutions, and PTC, a premier Malaysia-based consulting firm for the semiconductor manufacturing industry, have announced a strategic collaboration to address the growing need for comprehensive data analytics across the semiconductor manufacturing lifecycle in the rapidly expanding markets of Malaysia and India.
This collaboration combines yieldWerx’s state-of-the-art analytics platform with PTC’s extensive industry knowledge and regional presence to strengthen semiconductor manufacturing capabilities across East Asia. By providing sophisticated analytics solutions tailored to regional needs, yieldWerx and PTC aim to streamline factory setup and operations, implement rigorous quality assurance protocols, and accelerate the development of sustainable semiconductor ecosystems across both countries. PTC will act as the regional consulting partner, offering advisory, deployment support, and strategic integration services to fabless clients, OSAT facilities, and manufacturing startups adopting the platform.