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Data Integrity by Design, Pharma 4.0 and Overcoming DI issues in the Cloud

This course equips professionals to strengthen data integrity controls across computerized and cloud-based pharmaceutical systems while supporting Pharma 4.0 initiatives. Participants will gain practical direction for reducing compliance exposure, improving data reliability, and aligning digital operations with FDA inspection expectations. This Course is designed for professionals responsible for computerized systems, digital quality operations, data governance, and compliance oversight.

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US $190 per learner

30-Days Unlimited Streaming Access

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REGISTER FOR THE COURSE

To Get 30-Day Access to ONLY this Course 

US $190 per learner
  • This course is Included in Subscription Pack
Subscription include access to entire Learning Library
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  • Instructor : Carolyn Troiano
  • Study time : 75 Minutes
  • Skill Level: Intermediate
  • Course ID: TF3542
  • Assessment & Certification Included
  • Ask the Expert

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About the Course

Data integrity has become a critical operational requirement as pharmaceutical organizations increase dependence on computerized systems, automation, artificial intelligence, and cloud-based environments. Effective control of data across system and process lifecycles directly affects product quality, patient safety, regulatory compliance, and inspection readiness. FDA inspection trends continue to place significant focus on the reliability, traceability, and management of electronic data within regulated operations.


A structured Data Integrity by Design approach supports the integration of data governance into business processes from initial planning through system retirement. This is particularly important for organizations advancing toward Pharma 4.0 models that depend on connected systems, advanced process control, and integrated laboratory software environments. The course addresses practical considerations related to computer system validation, digital transformation, and cloud computing challenges while connecting these issues to operational productivity, quality improvement, and long-term management of regulated electronic data systems.

  • Managing Data Integrity Across Pharma 4.0 Operations:

    Participants will gain a clearer understanding of how data integrity principles apply throughout computerized system lifecycles, including planning, implementation, operation, and retirement. The course connects these controls to Pharma 4.0 initiatives involving automation, AI, machine learning, and integrated laboratory systems, helping organizations reduce operational inconsistencies and strengthen inspection readiness as digital infrastructures expand.

  • Addressing Cloud-Based Compliance and Validation Risks:

    The course provides practical direction for evaluating cloud-related data integrity concerns alongside computer system validation responsibilities. Participants will better understand how FDA inspection trends influence expectations for electronic records, data governance, and controlled digital processes. This knowledge supports more informed decisions when managing cloud environments, productivity improvements, and evolving digital transformation initiatives within regulated operations.

Key Areas Covered

  • Data Integrity by Design principles across business process and system lifecycles
  • FDA inspection trends related to electronic data management and integrity controls
  • Computer System Validation (CSV) considerations for regulated computerized systems
  • Pharma 4.0 concepts, operational models, and integrated digital environments
  • Data management challenges involving automation, AI, and machine learning systems
  • Productivity and quality improvements through connected laboratory software systems
  • Data integrity risks and operational concerns associated with cloud computing
  • Practical approaches for overcoming cloud-based DI issues during digital transformation

Who Must Attend

  • IT & Software Professionals
  • QA/QC & Laboratory Teams
  • Compliance, Audit & Risk Professionals
  • Manufacturing, Automation & Supply Chain Teams
  • Regulatory & Clinical Data Specialists
  • CSV & GMP Training Professionals
  • Business Stakeholders & Testers
  • Life Sciences Vendors & Consultants

Quality training, expert insights, and answers that matter. Know your Expert

CAROLYN TROIANO

Carolyn Troiano has more than 30 years of experience in computer system validation within pharmaceutical, medical device, tobacco, animal health, and other FDA-regulated industries. She has advised organizations on large-scale IT implementation projects and validation strategies since the early development of FDA guidance in this area. Carolyn also collaborated with FDA and industry representatives on 21 CFR Part 11, providing direct experience relevant to electronic records, computerized systems, and data integrity management in regulated environments.

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Our students love us ❤️

“Presenter didn’t overcomplicate things. Kept it moving. That helped keep the team engaged.”

Director, Manufacturing

“Liked the way concepts were broken down. Not too heavy.”


Engineer, Engineering

“Would consider similar sessions again. Format worked for us.”


Director, Regulatory Affairs

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