Struggling with duplicate data or circular references in Power BI? Learn how to handle many-to-many relationships effectively in this video! We'll cover: - When and how to use many-to-many relationships. - Resolving issues like duplicate data and ambiguous totals. - Adjusting filter directionality to optimize your data model. - Best practices for creating clean, efficient relationships. This video offers practical insights into real-world Power BI scenarios, showing how to fix common challenges while keeping your data model robust and accurate. 👉 On-Demand Learning - Start With The FREE Community Plan: https://prag.works/odl-trial-yt 🔗Pragmatic Works On-Demand Learning Packages: https://pragmaticworks.com/pricing/ 🔗Pragmatic Works Boot Camps: https://pragmaticworks.com/boot-camps/ 🔗Pragmatic Works Hackathons: https://pragmaticworks.com/private-training/hackathons/ 🔗Pragmatic Works Virtual Mentoring: https://pragmaticworks.com/virtual-mentoring/ 🔗Pragmatic Works Enterprise Private Training: https://pragmaticworks.com/private-training/customized-enterprise-training/ 🔗Pragmatic Works Blog: http://blog.pragmaticworks.com/ 00:00 - Introduction to Many-to-Many Relationships 00:30 - Overview of Data Modeling Challenges 02:03 - Real-World Scenario: Many-to-Many Geography Table 04:16 - Building Many-to-Many Relationships in Power BI 05:45 - Understanding Bidirectional Filters 06:50 - Limited Relationships and Table Expansion 08:26 - Inner Join Behavior Explained 10:46 - Comparing One-to-Many vs. Many-to-Many Totals 12:26 - Fixing Incorrect Totals with DAX 16:44 - Adjusting Filter Directionality for Accuracy 17:53 - Final Recommendations for Many-to-Many Scenarios 18:50 - Resources and Next Steps Let's connect: ✔️Discord: https://prag.works/yt-discord ✔️Facebook: https://prag.works/yt-fb ✔️Instagram: https://prag.works/yt-insta ✔️LinkedIn: https://prag.works/yt-li Pragmatic Works 7175 Hwy 17, Suite 2 Fleming Island, FL 32003 Phone: (904) 638-5743 Email: [email protected] #PragmaticWorks