Skip to content
‹ Back to IndustriesHealthcare

Continuous Integration and Automated Testing: When, Why, and How

No one loved group projects in school, but working together as a team is important at any level of business. Working in a team always can be complicated, but that’s especially true when developing engineering services for medical device, said Mike Goulet, Program Manager and Principal Software Engineer at Sunrise Labs. That’s why developing processes…

This story was produced through MarketScale. See how Healthcare teams put it to work with Executive Thought Leadership.

·
Share
Continuous Integration and Automated Testing: When, Why, and How

Free workspace

Turn your Healthcare expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

No one loved group projects in school, but working together as a team is important at any level of business.

Working in a team always can be complicated, but that’s especially true when developing engineering services for medical device, said Mike Goulet, Program Manager and Principal Software Engineer at Sunrise Labs. That’s why developing processes that run on their own, like continuous integration and automated testing, is critical.

“One benefit and one real challenge in medical device development is … controlling the tools that are used to develop the software. One of the projects I was on recently, I think there must be 20, 30, 40 maybe 50 if you add it all up – [there were] so many tools involved in that build of software between compliers, handwritten tools, off-the-shelf products, repositories, testing tools,” Goulet said.

“When you’ve got 20 developers and you say, ‘This is how you’re supposed to develop the software and these are the tools and configurations you’re supposed to use,’ it’s really, really important you do it in a very specific way, because we have to control the inputs and outputs.”

That’s especially true in an industry like the heavily regulated medical device space. With continuous integration, all members of the team can find the right tools all in one place.

Keeping everyone on the same page and making sure the software stays in compliance is among the benefits of deploying continuous integration and automated testing, and, as Jim Turner, Director of Software Engineering at Sunrise Labs, noted, it’s an opportunity to make sure work isn’t repeated or undone, saving time and money for the client.

“The concept is not too hard, but entropy is at work. You get developers, you get five people together, and you don’t have control over what they’re going to do – you’ll have a mess on your hands very shortly,” Turner said. “So, think about the universe wanting to break apart. So does your code, ultimately, so you’ve got to put the processes together to bring it back.”

Follow us on social media for the latest updates in B2B!

Twitter – @MarketScale

Facebook – facebook.com/marketscale

LinkedIn – linkedin.com/company/marketscale

Your experts belong here

Every story in MarketScale Healthcare starts with a company putting its clinicians, service-line leaders, and field engineers on the record. Buyers are already reading this topic. The only question is whose experts they find.

Service-line buyers vet vendors quietly, and your clinicians become the proof they find while doing it.

Book DemoSee how it works15 minutes, straight to a calendar.
B2B Weekly

The week in Healthcare, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Healthcare: are you visible to AI?

Before they reach out, Healthcare buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Healthcare expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your clinicians, service-line leaders, and field engineers into the articles, video, and social content Healthcare buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Healthcare Insights

Why legacy EHR data decides whether healthcare AI pays off

Why legacy EHR data decides whether healthcare AI pays off

MediQuaid director of client services Jason Tennison, a former bedside nurse, discussed EHR replacement data challenges on the Scopewell podcast, where host James Leuthe credited him with an analogy that clean, governed data is the foundation AI needs. Clearsense says a national health system retired more than 800 legacy systems and generated over $100 million in recurring annual operating savings by archiving inactive records, and Harmony Healthcare IT’s 2023 CHIME CIO survey found 94% still operating on legacy applications.

  • 01A national health system retired more than 800 legacy systems and booked over $100 million in recurring annual operating savings by archiving inactive records, Clearsense says.
  • 02Harmony Healthcare IT's 2023 survey of health care CIOs found 94% still run legacy applications, and the average hospital carries 10 EHRs.
  • 03Across industries, 52% of chief data officers rate their generative AI data readiness inadequate, per an AWS and Harvard Business Review survey reported by HealthTech Magazine.

Nov 6, 2026

Censis now reads da Vinci 2D codes to count arm uses

Censis now reads da Vinci 2D codes to count arm uses

Censis Technologies told CtUC 2026 attendees that CensiTrac has read the 2D matrix code on da Vinci arms since April, so robotic arms carry use counts without a second mark. The session built a business case for CensiTrac Advanced around marked assembly, clinic inventory ownership and par levels, with a 2021 BMJ Quality & Safety study putting missing instruments at 17.6% of assembly defects.

  • 01CensiTrac has counted da Vinci arm uses from the code that already comes on each arm since April, with no laser or etch added.
  • 02Hospitals told Censis they want clinic inventory tracking mainly to prove sterile processing did not lose the instruments.
  • 03Missing instruments were 17.6% of assembly tray defects at a 700-bed hospital in a 2021 BMJ Quality & Safety study, a problem the presenter tied to marked assembly.

Nov 5, 2026

AdvaMed digital health board approves data access best practices

AdvaMed digital health board approves data access best practices

AdvaMed's Digital Health Tech board approved voluntary Data Access Principles & Best Practices, announced October 28, setting four principles for how medtech companies and U.S. health systems share data.

  • 01The framework covers data vendors need to implement, monitor and improve technology, with expectations for transparency, stewardship and de-identification.
  • 02Watch for the first RFPs, security questionnaires or data use agreements that cite the principles by name; a voluntary document gains weight only when buyers adopt it.

Nov 5, 2026

Explore More Healthcare Insights

Read more expert perspectives from across Healthcare.

Browse Healthcare Hub

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Healthcare and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512