Transforming the factory message bus: from legacy to Apache Pulsar™

How an advanced chip manufacturer unified factory automation message bus
When a highly automated, semiconductor fabrication plant set out to retire three separate messaging technologies and unify its factory on Apache Pulsar, the project touched more than 30 critical CIM software systems. Applied Materials partnered with the customer across a one-year engagement, delivering training, on-site engineering support, and the SmartFactory® Message Bus Adapter (SFMBA) powered by Apache Pulsar. The result: simplified architecture, stable performance, reduced operational overhead, improved system security, and production Pulsar workloads live in the fab within months of project kickoff.

The challenge

The company’s CIM environment had accumulated significant technical debt across three messaging technologies running in parallel: TIBCO Rendezvous (TibRV) as the primary middleware, Java Message Service (JMS), and Apache Kafka. These systems were interconnected by message bridges and custom development tooling, making routine changes slow and expensive. Managing this system complexity was preventing progress and driving up costs.

Project purpose

The purpose of the partnership was to safely migrate 30+ critical CIM software systems to Apache Pulsar while maintaining uninterrupted fab operations and preventing IT cost overruns.

The manufacturer defined four explicit goals for the migration project:

  • Reduce maintenance efforts through reduced system complexity.
  • Enable future application developments with state-of-the-art open-source technology.
  • Improve system security through modern authentication and authorization.
  • Reduce operating cost compared to the legacy messaging status quo.

Business objectives

Additionally, the manufacturer defined four sequential business objectives:
  • Consolidate existing message bus technologies: Replace TibRV, JMS, and Kafka with a single Apache Pulsar platform.
  • Pulsar Fastlane: Run pilot use cases in production early to validate the platform and gather real-world feedback.
  • Migrate 30+ applications to Pulsar messaging: Cover all SmartFactory CIM apps and custom in-house systems.
  • Drop message bridges and development tooling: Eliminate bridge infrastructure and custom adapters that accumulated under legacy message bus technology.

The solution

Applied Materials engaged the semiconductor manufacturer under a formal Statement of Work covering four work packages: system initialization, SFMBA protocol delivery, in-house application migration support, and production cutover. The SFMBA—Applied’s drop-in adaptors—enabled every CIM application to communicate natively over Apache Pulsar without rearchitecting business logic.

Key elements of the engagement included a migration approach designed to reduce risk while giving the customer a clear path to long-term maintainability. Applied supported a Dual-Mode Message Bus Architecture for the CIM systems that enabled seamless switchover capability through configurations. The new message bus also strengthened enterprise security by deploying TLS encryption and JWT-based authentication across CIM connections.

To protect production continuity, TibRV and Apache Pulsar ran in parallel during the transition. Each CIM application included a “tibco-pulsar-switch” capability, allowing the organization to move systems to Pulsar in a controlled way while preserving a proven rollback path. Applied also supported this customer in developing an APF macro migration framework that allowed the customer’s developers to migrate APF rule blocks through configuration changes rather than code rewrites.

Testing, training, and documentation were central to the engagement. Applied supported the various testing activities across CIM and non-CIM components, enabling daily regression testing throughout the migration. The project also included an on-site kickoff and workshop, three training cohorts, an architecture review workshop, and additional engineering workshops at key project milestones. A six-day curriculum covered Apache Pulsar fundamentals, SFMBA installation for all CIM modules, and application development training for multiple engineering teams. Applied also delivered formal SFMBA message protocol specifications, providing the guardrails for the customer to build and certify in-house adapters independently.

Results

After the migration, the manufacturer saw a meaningful improvement in message bus stability and operational simplicity. Apache Pulsar’s at-least-once delivery guarantee replaced the best-effort delivery model used by TibRV, helping the team achieve virtually zero message loss. With the architecture consolidated around a single Pulsar hub, day-to-day message bus management became simpler and the engineering effort previously spent maintaining bridge infrastructure and custom adapters is now redirected to higher-value work.

The customer noted they did not experience any major issues with SmartFactory Message Bus following migration and operational stability significantly improved. They reported that Pulsar’s delivery guarantees and advanced architecture virtually eliminated message loss, reducing operational overhead significantly.

By late 2025, all integration scenarios had been verified, and the broader 30-plus application scope had been addressed across both SmartFactory CIM applications and the customer’s in-house systems. Legacy message bus bridges and tooling are retired, which simplified the environment and reduced the operational overhead associated with running multiple messaging technologies in parallel.

The new environment also delivered strong performance with room to spare. The customer’s cluster was conservatively provisioned, and it performed so well that the team began exploring right-sizing opportunities to optimize infrastructure spend. At the same time, TLS encryption and JWT-based authentication improved the security posture across all CIM connections, adding capabilities that were not available in the legacy messaging environment.

Beyond the immediate operational gains, the project established an important reference for the industry: one of the first large-scale CIM messaging migrations from TibRV to Apache Pulsar in semiconductor manufacturing. The approach created a repeatable template for future transformation projects where manufacturers need to modernize message bus technology without disrupting fab operations.

What’s next

The chip manufacturer and Applied Materials continue to collaborate on proactive LTS certification of new Apache Pulsar versions and evaluation of Applied’s next-generation Pulsar administration tooling, particularly its ability to visualize business-specific message transactions and error sequences that generic tools cannot address. Looking ahead, the partnership is also focused on leveraging advanced Pulsar capabilities that have not yet been fully utilized, including Pulsar Functions for lightweight event-driven processing, retention-based “latest value” subscription patterns to simplify state synchronization and late-joining consumer onboarding, and replicated subscriptions to enhance high availability and disaster recovery across sites. This ongoing engagement reflects a partnership that extends well beyond the migration project.

FAQs

How do I know if our factory messaging infrastructure has become too complex?
A messaging environment may be creating unnecessary complexity when multiple middleware platforms, custom integrations, and bridge technologies have to be maintained simultaneously. Common signs include slow application changes, rising support costs, duplicated monitoring efforts, and increasing difficulty onboarding new systems. Consolidating messaging services onto a unified platform can simplify administration and make future technology adoption easier.
Yes. Many manufacturers reduce migration risk by running legacy and modern messaging environments side by side during the transition. This allows applications to move incrementally while maintaining a fallback option if issues arise. A phased migration strategy helps protect production continuity while enabling modernization efforts to move forward.
Modern open-source messaging platforms can help manufacturers reduce dependence on aging technologies, simplify application development, improve scalability, and strengthen security. They also provide a foundation for future digital transformation initiatives by making it easier to connect new applications, services, and automation workflows.
Message reliability improves when the messaging platform provides stronger delivery guarantees, centralized management, and consistent communication standards across applications. This helps reduce lost transactions, improve operational visibility, and increase confidence that critical factory events are being delivered and processed as expected.

Manufacturers should evaluate factors such as scalability, security, application compatibility, upgrade flexibility, operational simplicity, and long-term maintainability. The best solution should support current manufacturing requirements while providing a path for future expansion without requiring extensive redevelopment of existing applications.

About the Author

Picture of Bing Wang, Director of CIM Solution
Bing Wang, Director of CIM Solution
Bing is a seasoned professional with two decades of expertise in semiconductor manufacturing and fab automation software systems. Currently, she holds the position of Director of CIM Solution at Applied Materials Automation Products Group. Bing is at the forefront of driving innovation and interpreting industry trends to ensure that factory automation solutions remain cutting-edge. Prior to her role at Applied, Bing worked at Micron Technology and IM Flash Technologies, where she led software solutions teams and delivered groundbreaking automation solutions that set new industry benchmarks. Notably, she played a vital role in several successful fab startup projects for both Micron and Intel, which became significant highlights in her career.