--- title: Blog | CSV & Data Integrity description: CSV & Data Integrity | Stay updated on Life Science through expert insights, industry trends, latest news and more with PQE Group's blog. --- [![Logo PQE Group - azzurro - 2024](https://blog.pqegroup.com/hs-fs/hubfs/Logo%20PQE%20Group%20-%20azzurro%20-%202024.png?width=2000&height=721&name=Logo%20PQE%20Group%20-%20azzurro%20-%202024.png "Logo PQE Group - azzurro - 2024")](https://www2.pqegroup.com) - [Home](https://www2.pqegroup.com/) - [Industry](https://www2.pqegroup.com/industry/) - [Pharma & API](https://www2.pqegroup.com/pharma-api/) - [Medical Device](https://www2.pqegroup.com/medical-device/) - [Biotech](https://www2.pqegroup.com/biotech/) - [Startup](https://www2.pqegroup.com/startup/) - [Veterinary](https://www2.pqegroup.com/veterinary/) - [Services](https://www2.pqegroup.com/services/) - [Data Integrity](https://www2.pqegroup.com/data-integrity/) - [Digital Governance](https://www2.pqegroup.com/digital-governance/) - [Engineering](https://www2.pqegroup.com/engineering/) - [Commissioning, Qualification and Validation (CQV)](https://www2.pqegroup.com/commissioning-qualification-validation/) - [Quality Compliance](https://www2.pqegroup.com/quality-compliance/) - [Laboratory Excellence](https://www2.pqegroup.com/laboratory-excellence/) - [Regulatory Affairs](https://www2.pqegroup.com/regulatory-affairs/) - [Audits](https://www2.pqegroup.com/audits/) - [Training](https://www2.pqegroup.com/training/) - [Clinical Research](https://www2.pqegroup.com/clinical-research-services/) - [Pharmacovigilance](https://www2.pqegroup.com/pharmacovigilance/) - About - [About Us](https://www2.pqegroup.com/about/) - [ESG](https://www2.pqegroup.com/about/csr/) - [Women in STEM](https://www2.pqegroup.com/about/women-in-stem/) - Resources - [News & Press](https://www2.pqegroup.com/news/) - [Webinars](https://www2.pqegroup.com/webinars/) - [Blog](https://blog.pqegroup.com/) - [Careers](https://www2.pqegroup.com/careers/) - [Contact Us](https://www2.pqegroup.com/contact-us/) [Home](https://www2.pqegroup.com/) [Blog](https://blog.pqegroup.com/) # **Latest Insights** [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Life%20Cycle%20of%20CS_MX_Blog-2.jpg)](https://blog.pqegroup.com/csv-data-integrity/lifecycle-of-computerized-systems-ensuring-data-quality-and-integrity) 28 Sep 2026 ## [Lifecycle of Computerized Systems: Ensuring Data Quality and Integrity The management of computerized systems in regulated environments is a key strategy for ensuring data quality, traceability, and integrity.](https://blog.pqegroup.com/csv-data-integrity/lifecycle-of-computerized-systems-ensuring-data-quality-and-integrity) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Lifecycle%20of%20Computerized%20Systems:%20Ensuring%20Data%20Quality%20and%20Integrity&url=https://blog.pqegroup.com/csv-data-integrity/lifecycle-of-computerized-systems-ensuring-data-quality-and-integrity) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/PI%20System%20Validation_Banner.jpg)](https://blog.pqegroup.com/csv-data-integrity/mastering-pi-system-validation-a-glocal-strategy-for-success) 20 Jun 2026 ## [Mastering PI System Validation: A 'Glocal' Strategy for Success Discover PQE’s 'Glocal' validation approach: a balanced strategy combining global standards with local customization to optimize time, cost, and.](https://blog.pqegroup.com/csv-data-integrity/mastering-pi-system-validation-a-glocal-strategy-for-success) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Mastering%20PI%20System%20Validation:%20A%20'Glocal'%20Strategy%20for%20Success&url=https://blog.pqegroup.com/csv-data-integrity/mastering-pi-system-validation-a-glocal-strategy-for-success) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/CSA%20Activities_Blog-1.jpg)](https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance) 29 Apr 2026 ## [Toward a Least-Burdensome Approach to Computer Software Assurance Read how FDA’s new CSA guidance simplifies software assurance with a risk-based, least-burdensome approach.](https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Toward%20a%20Least-Burdensome%20Approach%20to%20Computer%20Software%20Assurance&url=https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Mastering%20CSV_Annex%2011_Banner-1.jpg)](https://blog.pqegroup.com/csv-data-integrity/mastering-computerised-system-validation-an-in-depth-review-of-eu-gmp-annex-11) 10 Feb 2026 ## [Mastering Computerised System Validation: An In-Depth Review of EU GMP Annex 11 Discover how the increased use of computerized systems and new technologies like AI and Machine Learning are reshaping Computerized System Validation.](https://blog.pqegroup.com/csv-data-integrity/mastering-computerised-system-validation-an-in-depth-review-of-eu-gmp-annex-11) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Mastering%20Computerised%20System%20Validation:%20An%20In-Depth%20Review%20of%20EU%20GMP%20Annex%2011&url=https://blog.pqegroup.com/csv-data-integrity/mastering-computerised-system-validation-an-in-depth-review-of-eu-gmp-annex-11) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Data%20Integrity%20Quick%20Assessment_Blog.jpg)](https://blog.pqegroup.com/data-integrity-quick-assessment) 10 Sep 2025 ## [PQE Group and Data Integrity Assessment: The First Step Towards Total Compliance CSA: the future of validation in life sciences—smart, risk-based, and patient-focused](https://blog.pqegroup.com/data-integrity-quick-assessment) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=PQE%20Group%20and%20Data%20Integrity%20Assessment:%20The%20First%20Step%20Towards%20Total%20Compliance&url=https://blog.pqegroup.com/data-integrity-quick-assessment) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/CSA%20Gaurav_Blog%20banner%20interno.jpg)](https://blog.pqegroup.com/why-computer-software-assurance-csa-is-the-future-of-validation-in-life-sciences) 17 Jun 2025 ## [Why Computer Software Assurance (CSA) Is the Future of Validation in Life Sciences CSA: the future of validation in life sciences—smart, risk-based, and patient-focused](https://blog.pqegroup.com/why-computer-software-assurance-csa-is-the-future-of-validation-in-life-sciences) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Why%20Computer%20Software%20Assurance%20(CSA)%20Is%20the%20Future%20of%20Validation%20in%20Life%20Sciences&url=https://blog.pqegroup.com/why-computer-software-assurance-csa-is-the-future-of-validation-in-life-sciences) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Equipment%20Connectivity_Pozzi_Blog%20banner.jpg)](https://blog.pqegroup.com/csv-data-integrity/how-equipment-connectivity-and-data-collection-are-revolutionizing-the-pharmaceutical-industry) 09 Jan 2025 ## [How Equipment Connectivity and Data Collection Are Revolutionizing the Pharmaceutical Industry The pharmaceutical industry uses data, IoT, and AI/ML to boost efficiency and accuracy. For this reason, maintaining quality and security is crucial.](https://blog.pqegroup.com/csv-data-integrity/how-equipment-connectivity-and-data-collection-are-revolutionizing-the-pharmaceutical-industry) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=How%20Equipment%20Connectivity%20and%20Data%20Collection%20Are%20Revolutionizing%20the%20Pharmaceutical%20Industry&url=https://blog.pqegroup.com/csv-data-integrity/how-equipment-connectivity-and-data-collection-are-revolutionizing-the-pharmaceutical-industry) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Gap%20Assessment_Site%20Banner_1.jpg)](https://blog.pqegroup.com/csv-data-integrity/the-importance-of-gap-assessment-on-data-integrity-before-an-fda-inspection) 11 Jul 2024 ## [The Importance of Gap Assessment on Data Integrity Before an FDA Inspection Ensure compliance with FDA regulations through a Data Integrity Gap Assessment. Identify improvement areas, enhance data quality.](https://blog.pqegroup.com/csv-data-integrity/the-importance-of-gap-assessment-on-data-integrity-before-an-fda-inspection) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=The%20Importance%20of%20Gap%20Assessment%20on%20Data%20Integrity%20Before%20an%20FDA%20Inspection&url=https://blog.pqegroup.com/csv-data-integrity/the-importance-of-gap-assessment-on-data-integrity-before-an-fda-inspection) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/Regulatory%20Trend%202024_Site%20Banner-1.jpg)](https://blog.pqegroup.com/csv-data-integrity/navigating-pharmaceutical-data-management-iso-idmp-with-rims-and-edms) 02 Jul 2024 ## [Navigating Pharmaceutical Data Management: ISO IDMP with RIMS and eDMS Learn how pharmaceutical companies can navigate ISO IDMP requirements with RIMS and eDMS. Explore the benefits of digitized processes](https://blog.pqegroup.com/csv-data-integrity/navigating-pharmaceutical-data-management-iso-idmp-with-rims-and-edms) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Navigating%20Pharmaceutical%20Data%20Management:%20ISO%20IDMP%20with%20RIMS%20and%20eDMS&url=https://blog.pqegroup.com/csv-data-integrity/navigating-pharmaceutical-data-management-iso-idmp-with-rims-and-edms) [CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/AVEVA%20PI%20and%20Real-time%20Data%20Collection_Site%20Banner.jpg)](https://blog.pqegroup.com/csv-data-integrity/aveva-pi-and-real-time-data-collection) 03 Oct 2023 ## [AVEVA PI and Real-time Data Collection AVEVA PI (formerly OSIsoft, recently acquired by AVEVA) is one of the most frequently used platforms for real-time data management.](https://blog.pqegroup.com/csv-data-integrity/aveva-pi-and-real-time-data-collection) [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=AVEVA%20PI%20and%20Real-time%20Data%20Collection&url=https://blog.pqegroup.com/csv-data-integrity/aveva-pi-and-real-time-data-collection) [Load More](https://blog.pqegroup.com/tag/csv-data-integrity/page/2) ### Categories - [Annex 1 (14)](https://blog.pqegroup.com/tag/annex-1) - [Artificial Intelligence (10)](https://blog.pqegroup.com/tag/artificial-intelligence) - [Audits (3)](https://blog.pqegroup.com/tag/audits) - [Clinical Research (8)](https://blog.pqegroup.com/tag/clinical-research) - [Commissioning, Qualification and Validation (CQV) (11)](https://blog.pqegroup.com/tag/commissioning-qualification-and-validation-cqv) - [CSV & Data Integrity (20)](https://blog.pqegroup.com/tag/csv-data-integrity) - [Cybersecurity (19)](https://blog.pqegroup.com/tag/cybersecurity) - [Engineering (13)](https://blog.pqegroup.com/tag/engineering) - [FemTech (13)](https://blog.pqegroup.com/tag/femtech) - [GxP Compliance (49)](https://blog.pqegroup.com/tag/gxp-compliance) - [IT Operations (6)](https://blog.pqegroup.com/tag/it-operations) - [Laboratory (3)](https://blog.pqegroup.com/tag/laboratory) - [Medical Cannabis (44)](https://blog.pqegroup.com/tag/medical-cannabis) - [Medical Device (20)](https://blog.pqegroup.com/tag/medical-device) - [Next Generation Products (4)](https://blog.pqegroup.com/tag/next-generation-products) - [Pharmacovigilance (12)](https://blog.pqegroup.com/tag/pharmacovigilance) - [Quality by Design (4)](https://blog.pqegroup.com/tag/quality-by-design) - [Regulatory Affairs (26)](https://blog.pqegroup.com/tag/regulatory-affairs) - [Startup (2)](https://blog.pqegroup.com/tag/startup) - [Training (1)](https://blog.pqegroup.com/tag/training) - [Veterinary (2)](https://blog.pqegroup.com/tag/veterinary) See all ### Recent Posts ### [Linkedin](https://www.linkedin.com/company/pqe-group/) ![new PQE logo white tagline](https://blog.pqegroup.com/hubfs/new%20PQE%20logo%20white%20tagline.png) ISO 9001 Certified compliance services provider since 1998.   ![Logo ISO 9001](https://blog.pqegroup.com/hs-fs/hubfs/Logo%20ISO%209001.png?width=125&name=Logo%20ISO%209001.png)   - Discover PQE - [Work with PQE](https://www2.pqegroup.com/careers/) - [Locations](https://www2.pqegroup.com/contact-us/#locations) - [About](https://www2.pqegroup.com/about/) - [Blog](https://blog.pqegroup.com/) - Useful Links - [Privacy Notice](https://www2.pqegroup.com/privacy-notice/) - [Cookie Policy](https://www2.pqegroup.com/cookie-policy/) - [Model of Organization](https://www2.pqegroup.com/model-of-organization/) - [Ethical Code](https://www2.pqegroup.com/ethical-code/) English - [English](https://blog.pqegroup.com/tag/csv-data-integrity) - [Deutsch](https://blog.pqegroup.com/de/tag/csv-und-datenintegrität) - [Español - España](https://blog.pqegroup.com/es-es/tag/csv-data-integrity) - [Español - México](https://blog.pqegroup.com/es-mx/tag/csv-integridad-de-datos) - [Français](https://blog.pqegroup.com/fr/tag/csv-data-integrity) - [Polski](https://blog.pqegroup.com/pl/tag/csv-i-integralność-danych) - [Português - Brasil](https://blog.pqegroup.com/pt-br/tag/csv-e-integridade-de-dados) - [Русский](https://blog.pqegroup.com/ru/tag/csv-целостность-данных) - [עברית](https://blog.pqegroup.com/he/tag/csv-מהימנות-נתונים) - [日本語](https://blog.pqegroup.com/ja/tag/csv-データインテグリティ) - [简体中文](https://blog.pqegroup.com/zh-cn/tag/计算机化系统验证和数据完整性) CHANGE LANGUAGE Copyright **2024** | Proudly powered by **PQE Group Creative Team** [LinkedIn](https://www.linkedin.com/company/pqe-group) [![twitter](https://blog.pqegroup.com/hubfs/twitter-w.png) Twitter](https://twitter.com/PQEGroup) [Facebook](https://www.facebook.com/PQEGroup/) [Instagram](https://www.instagram.com/lifeatpqe) [YouTube](https://www.youtube.com/c/PQEGroup) [Xing](https://www.xing.com/pages/pqegroup)