Data Integrity (DI) is part of the mission to ensure the safety, efficacy, and quality of products produced by the pharmaceutical industry, the global regulators (e.g., the US FDA, EMA, etc.) expect that all data submitted by manufacturers to obtain market approval is both reliable and accurate. Regulators consider the integrity of data, from the moment it is generated to the end of its life cycle, to be a critical component of ensuring that only high-quality and safe drugs are manufactured. Data integrity requires that all data be attributable, legible, contemporaneous, original, accurate, complete, consistent, enduring, and available.
PE Articles
GAMP® and ICH GCP E6 Standards Keep Clinical Trials Current
Clinical trial sponsors who delegate responsibilities to service providers supporting anything from…
PE Articles
Content Addressability in the Future of Knowledge Management
Data integrity drives quality and compliance. Content addressable storage (CAS) stores and retrieves…
PE Articles
Data Quality Management of Real-World Data and Evidence
This article presents a model for promoting data quality of real-world data and evidence (RWD/RWE)…
PE Articles
Seven Control Layers for LLMs in GMP Decision-Making
Large language models (LLMs) can enable decision support in pharmaceutical manufacturing but can…
iSpeak Blog
From Paper to Pixels: Why Pharma Needs to Digitalize Piping and Instrumentation Diagrams (P&IDs) and How to Make It Happen
P&ID walk-downs are a critical activity during commissioning and qualification (C&Q) turnover…
iSpeak Blog
Peer Companies Share Knowledge on Calibration Management in Recent Asset Management Benchmarking Session
In 2020, CSL initiated a benchmarking activity with a small group of peer companies identified…
Video
Standardize Globally, Adapt Locally - Best Practices in Digital Validation
Standardize Globally, Adapt Locally - Best Practices in Digital Validation Sponsored Learning Level…
iSpeak Blog
Harmonization in Validation: Balancing Global Standards with Local Needs
The pharmaceutical industry has long recognized the value of process harmonization across global…
Video
Moving Beyond the Hype: Establishing a Digital Backbone to Support Pharma 4.0
Moving Beyond the Hype: Establishing a Digital Backbone to Support Pharma 4.0 Sponsored Learning…
iSpeak Blog
How Generative AI is Transforming Deviation Management: Lessons from Integrating Microsoft Copilot in Pharma Quality Systems
Introduction: The Human Challenge Behind Deviation Management A deviation is more than a record of…
Video
AI-Powered Process Digital Twins
AI-Powered Process Digital Twins Sponsored Learning Level: Intermediate Session Length: 1 hour…
iSpeak Blog
Redefining Quality Through AI Innovation
As industries across the globe navigate increasing complexity, consumer expectations, and regulatory…
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Guidance Documents
Advanced Manufacturing (1)
Artificial Intelligence (2)
Commissioning & Qualification (1)
Data Integrity (19)
- ISPE Good Practice Guide: Pharma 4.0™ – Holistic Digital Enablement
- ISPE GAMP® Guide: Artificial Intelligence
- ISPE Good Practice Guide: Digital Validation
- Baseline Guide Vol 8: Pharma 4.0 1st Edition
- GAMP Good Practice Guide: GxP Process Control Systems 2nd Edition
- GAMP Guide: Records & Data Integrity
- GAMP Good Practice Guide: Global Info Systems Control & Compliance 2nd Edition
- GAMP Good Practice Guide: Manufacturing Execution Systems
- GAMP RDI Good Practice Guide: Data Integrity - Key Concepts
- GAMP RDI Good Practice Guide: Data Integrity - Manufacturing Records
- GAMP Good Practice Guide: Calibration Management 2nd Edition
- GAMP RDI Good Practice Guide: Data Integrity by Design
- GAMP Good Practice Guide: Operation of GxP Computerized Systems
- GAMP 5 Guide 2nd Edition
- GAMP Good Practice Guide: Enabling Innovation
- GAMP Good Practice Guide: Testing GxP Systems 2nd Edition
- GAMP Good Practice Guide: Regulated Mobile Applications
- GAMP Good Practice Guide: IT Infrastructure Control & Compliance 2nd Edition
- GAMP Good Practice Guide: GxP Compliant Laboratory Computerized Systems 2nd Edition
GAMP® (16)
- ISPE GAMP® Guide: Artificial Intelligence
- GAMP Good Practice Guide: GxP Process Control Systems 2nd Edition
- GAMP Guide: Records & Data Integrity
- GAMP Good Practice Guide: Global Info Systems Control & Compliance 2nd Edition
- GAMP Good Practice Guide: Manufacturing Execution Systems
- GAMP RDI Good Practice Guide: Data Integrity - Key Concepts
- GAMP RDI Good Practice Guide: Data Integrity - Manufacturing Records
- GAMP Good Practice Guide: Calibration Management 2nd Edition
- GAMP RDI Good Practice Guide: Data Integrity by Design
- GAMP Good Practice Guide: Operation of GxP Computerized Systems
- GAMP 5 Guide 2nd Edition
- GAMP Good Practice Guide: Enabling Innovation
- GAMP Good Practice Guide: Testing GxP Systems 2nd Edition
- GAMP Good Practice Guide: Regulated Mobile Applications
- GAMP Good Practice Guide: IT Infrastructure Control & Compliance 2nd Edition
- GAMP Good Practice Guide: GxP Compliant Laboratory Computerized Systems 2nd Edition
Knowledge Management (2)
Manufacturing Operations (1)
Pharma 4.0™ (2)
Quality Assurance (1)
Validation (11)
- ISPE Good Practice Guide: Digital Validation
- GAMP Good Practice Guide: GxP Process Control Systems 2nd Edition
- GAMP Guide: Records & Data Integrity
- GAMP RDI Good Practice Guide: Data Integrity - Key Concepts
- GAMP RDI Good Practice Guide: Data Integrity - Manufacturing Records
- GAMP Good Practice Guide: Calibration Management 2nd Edition
- GAMP Good Practice Guide: Operation of GxP Computerized Systems
- GAMP Good Practice Guide: Enabling Innovation
- GAMP Good Practice Guide: Regulated Mobile Applications
- GAMP Good Practice Guide: IT Infrastructure Control & Compliance 2nd Edition
- GAMP Good Practice Guide: GxP Compliant Laboratory Computerized Systems 2nd Edition
Community Discussions
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Nov 26, 2025
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Nov 06, 2025
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Oct 20, 2025
Information Systems
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Oct 18, 2025
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Oct 16, 2025
Information Systems
Regulatory
Advanced Manufacturing
Artificial Intelligence
Oct 09, 2025
Information Systems
Data Integrity
GAMP®
Webinars
iSpeak Blog Posts
Pharmaceutical Engineering Magazine Articles
GAMP® and ICH GCP E6 Standards Keep Clinical Trials Current
Clinical trial sponsors who delegate responsibilities to service providers supporting anything from…
Content Addressability in the Future of Knowledge Management
Data integrity drives quality and compliance. Content addressable storage (CAS) stores and retrieves…
Data Quality Management of Real-World Data and Evidence
This article presents a model for promoting data quality of real-world data and evidence (RWD/RWE)…
Seven Control Layers for LLMs in GMP Decision-Making
Large language models (LLMs) can enable decision support in pharmaceutical manufacturing but can…
AI/ML Technology: Harnessing AI/ML Technology for the CQV Life Cycle
Technology is advancing at an extraordinary rate. Industries are benefiting from automation and AI…
A GAMP® Approach to Computerized System Life Cycle and IT Process Records
This article describes a practical and pragmatic approach to the management of computerized system…
Updated GAMP® GPG Incorporates AI and Open-Source Software
The landscape of clinical trials has been transformed in a post-pandemic world. In July, ISPE…
ISPE Releases New GAMP® Good Practice Guide
This summer ISPE released the ISPE GAMP® Good Practice Guide: Validation and Compliance of…
Global Convergence Opportunities
The regulation of drug shortage prevention has rapidly changed over the past several years due to…
In-Silico Data-Driven Mechanistic Model–Assisted Process Validation
The US Food and Drug Administration (FDA) advocates for the integration of quality by design (QbD)…
Digital Display Labeling in Clinical Supplies for Clinical Trials
Digital display labels (DDLs) offer an alternative solution to eliminate manual relabeling in the…
Navigating the Asia Pacific Pharmaceutical Landscape for Global Impact
The Asia Pacific region (APAC), like any large territory, encompasses a blend of well-established…
Videos
White Papers
January / February 2025
GAMP® is indispensable for safeguarding the safety, quality, and compliance of pharmaceutical…
January / February 2024
Stakeholders across industries are becoming accustomed to using information technology (IT) systems…
Pharmaceutical Job Board
Professional Development Training
A GAMP® Guide to Computerized Systems Compliance
Fundamental Principles of Compliance for Computerized Systems: Implementing the GAMP® 5 Guide This fundamental online course introduces participants to regulatory requirements for computerized systems in the pharmaceutical industry and explores tried, tested, and internationally recognized methods of meeting those requirements. GAMP ® guidance provides a pragmatic and effective framework for achieving computerized systems that are fit for intended use and meet current regulatory requirements, by building upon existing industry good practice in an efficient and effective manner. Course Modules…
GAMP® Data Integrity 21 CFR Part 11, 2-Day Training Course
The importance and amount of data being generated to ensure product quality and patient safety continues to grow, and proper controls around that data continue to be a subject of regulatory scrutiny. Regulatory agencies across the world are repeatedly citing data integrity issues. As a result, industry guidance and enforcement strategies are evolving. Regulatory concerns and warning letters have extended to all areas of the pharmaceutical, biotech, and medical device business, including manufacturing, development, clinical, pharmacovigilance and other areas of the product lifecycle. This…
GAMP® Data Integrity 21 CFR Part 11, 3-Day Training Course
This GAMP Data Integrity 21 CFR Part 11 Training Course will cover data integrity, electronic records and signatures, and the compliant operation of GxP Computerized Systems to provide the tools and techniques to implement proper controls for data.
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