Generated by All in One SEO Pro v4.9.10, this is an llms.txt file, used by LLMs to index the site. # Scalefree Scalefree provides expert Data Vault solutions and certified training. Unlock your business’s data potential with the global leaders in modern data warehousing. ## Sitemaps - [XML Sitemap](https://www.scalefree.com/sitemap.xml): Contains all public & indexable URLs for this website. ## Posts - [Sample Page](https://www.scalefree.com/sample-page/) - Czech Dreamin 2026: Navigating the Future of Salesforce and Automation Tim Bauer | Salesforce | No Comments Discover how our team gathered the latest insights at Czech Dreamin 2026 to help you optimize your Salesforce architecture, reduce costs, and automate processes effectively. Looking back at our trip… How to Set Up dbt with Databricks in - [Technische Tests eines Data Vault-gestützten EDW](https://www.scalefree.com/blog/data-warehouse/technical-tests-of-a-data-vault-powered-edw/) - In diesem Newsletter stellen wir Ihnen verschiedene Methoden und Ansätze zur Durchführung technischer Tests eines Data Vault-gestützten EDW vor. - [Wie Sie Insert-Only in Data Vault 2.0 implementieren](https://www.scalefree.com/blog/data-vault/insert-only-in-data-vault/) - Eine kompetente Modellierung ist wichtig, um das volle Potenzial von Data Vault 2.0 auszuschöpfen, insbesondere bei einer Insert-Only-Architektur. Erfahren Sie hier mehr! - [Hybride Architektur in Data Vault 2.0](https://www.scalefree.com/blog/architecture/hybrid-architecture-in-data-vault-2-0/) - Business-Anwender erwarten von ihren Data-Warehouse-Systemen, dass sie immer mehr Daten laden und aufbereiten. Erfahren Sie, wie Sie dies mit einer hybriden Architektur erreichen! - [Beschleunigen Sie Ihr Data Vault 2.0 mit TurboVault4dbt](https://www.scalefree.com/blog/tools/speed-up-your-data-vault-2-0-implementation-with-turbovault4dbt/) - Scalefree hat TurboVault4dbt veröffentlicht: Ein Open-Source-Paket zur automatisierten Modellgenerierung auf Basis Ihrer Quellmetadaten unter Verwendung von DataVault4dbt-Templates. - [KI im Data Warehousing: Prinzipien und Anwendungen](https://www.scalefree.com/blog/artificial-intelligence/ai-in-data-warehousing-principles-and-applications/) - Die Fähigkeit, Daten effizient zu speichern, zu verwalten und zu analysieren, ist für jedes Unternehmen von entscheidender Bedeutung. Erfahren Sie, wie KI das Data Warehousing optimiert. - [Czech Dreamin 2026: Navigating the Future of Salesforce and Automation](https://www.scalefree.com/blog/salesforce/czech-dreamin-2026-navigating-the-future-of-salesforce-and-automation/) - Discover how our team gathered the latest insights at Czech Dreamin 2026 to help you optimize your Salesforce architecture, reduce costs, and automate processes. - [Multi-Temporalität in Data Vault 2.0 – Teil 1](https://www.scalefree.com/blog/data-vault/multi-temporality-in-data-vault-2-0-part-1/) - Erfahren Sie mehr über das theoretische Verständnis von Multi-Temporalität im Data Warehouse mit Data Vault 2.0. Jetzt lesen! - [Kurzanleitung für eine Data Vault 2.0-Implementierung](https://www.scalefree.com/blog/data-vault/quick-guide-of-a-data-vault-2-0-implementation/) - Es wird oft angenommen, dass Data Vault 2.0 lediglich eine Modellierungstechnik ist, doch der Ansatz umfasst weit mehr. Erfahren Sie jetzt, wie die Implementierung gelingt! - [Was Sie bei Namenskonventionen im Data Warehousing beachten sollten – Teil 1](https://www.scalefree.com/blog/data-warehouse/naming-conventions/) - Eine der wichtigsten Entscheidungen bei der Data-Vault-Entwicklung betrifft die Definition von Namenskonventionen. Erfahren Sie hier, worauf es ankommt! - [Alternative zur Driving-Key-Implementierung in Data Vault](https://www.scalefree.com/blog/data-vault/driving-key-implementation-in-data-vault/) - Es gibt einen Spezialfall, in dem sich ein Teil der in einem Link gespeicherten Hub-Referenzen ändern kann. Was ist die Alternative zur Driving-Key-Implementierung in Data Vault? - [Das Potenzial von Microsoft Fabric für Business Intelligence](https://www.scalefree.com/blog/tools/the-potentials-of-microsoft-fabric-for-business-intelligence-solutions/) - Entdecken Sie das Potenzial von Microsoft Fabric für Business Intelligence. Erfahren Sie, wie die All-in-One-Analyseplattform Ihre Datenprozesse optimiert. - [Data Vault im Data-Mesh-Ansatz](https://www.scalefree.com/blog/data-warehouse/data-vault-in-a-data-mesh-approach/) - Tauchen Sie ein in die Integration von Data Vault im Kontext von Data Mesh und entdecken Sie die Zukunft skalierbarer und dezentraler Datenarchitekturen. - [Exploring Datavault4dbt: Eine praktische Serie über das dbt-Paket für Data Vault 2.0 – Vol. 1: Die Staging-Layer](https://www.scalefree.com/blog/tools/exploring-datavault4dbt-a-practical-series-on-the-dbt-package-for-data-vault-2-0-vol-1-the-staging-layer/) - Letztes Jahr hat Scalefree DataVault4dbt veröffentlicht, ein Open-Source-dbt-Paket für Data Vault 2.0. Lesen Sie weiter, um mehr über dieses Tool zu erfahren. - [CI/CD: Einblicke in die Automatisierung von Data Vault 2.0 mit dbt](https://www.scalefree.com/blog/data-vault/ci-cd-practical-insights-into-automating-data-vault-2-0-with-dbt/) - CI/CD-Pipelines werden immer wichtiger, um sicherzustellen, dass Software-Updates kosteneffizient und bei gleichbleibend hoher Qualität veröffentlicht werden können. - [Konzeption des Business Vault: Schlüsselstrategien für eine effektive Datenorganisation](https://www.scalefree.com/blog/data-vault/designing-the-business-vault-key-strategies-for-effective-data-organization/) - Data Vault 2.0 hat sich als umfassendes Framework etabliert, das Agilität und Skalierbarkeit bietet. Im Zentrum dieses Frameworks steht der Business Vault. - [Wie Sie Point-in-Time-Tabellen in der Versicherungsbranche nutzen](https://www.scalefree.com/blog/data-vault/point-in-time-tables-insurance/) - Point-in-Time-Tabellen sind nützlich, wenn Sie Daten aus dem Raw Vault abfragen, bei denen mehrere Satellites an einen Hub oder Link angebunden sind. Erfahren Sie hier mehr! - [Implementierung von Data Vault 2.0 Zero Keys](https://www.scalefree.com/blog/data-vault/implementing-data-vault-2-0-zero-keys/) - Erfahren Sie mehr über Zero-Keys – das Konzept, das oft synonym mit Ghost-Records verwendet wird. Lesen Sie unseren Blogbeitrag für alle Details zur Implementierung! - [Data Vault 2.0 mit dbt – Teil 1](https://www.scalefree.com/blog/tools/data-vault-2-0-with-dbt-part-1/) - Erfahren Sie, wie Sie Data Vault 2.0-Modelle effizient mit dbt implementieren. Nutzen Sie agile Datentransformationen, Jinja2-Makros und hochskalierbare Cloud-DWH-Architekturen. - [Implementierung von Data-Vault-2.0-Ghost-Records](https://www.scalefree.com/blog/data-vault/implementing-dv2-0-ghost-records/) - Während der Entwicklung von Data Vault, von der ersten Iteration bis zum aktuellen Data Vault 2.0, haben wir „Ghost-Records“ erwähnt. Erfahren Sie hier mehr. - [Data-Vault-Modellierung: Visuelles Beispiel – Scalefree](https://www.scalefree.com/blog/modeling/data-vault-modeling-visual-example-in-the-accounting-industry/) - Durch die Ergänzung von Architektur- und Prozessdefinitionen in Data Vault 2.0 hat Dan Linstedt die Data-Vault-Modellierung standardisiert. Erfahren Sie jetzt mehr darüber! - [Page Title: Multi-Active Satellites richtig nutzen – Teil 1](https://www.scalefree.com/blog/data-vault/using-multi-active-satellites-the-correct-way-1-2/) - Mit Multi-Active Satellites können Sie mehrere aktive Datensätze für einen Business-Key speichern. Erfahren Sie hier mehr über die verschiedenen Modellierungsoptionen! - [Hash Keys in Data Vault](https://www.scalefree.com/blog/data-vault/hash-keys-in-the-data-vault/) - Data Vault 2.0 führt Hash-Keys ein, um das traditionelle Data-Vault-Modell zu erweitern, was dem Data Warehousing mehrere Vorteile bringt. Erfahren Sie mehr! - [How to Set Up dbt with Databricks in 15 Minutes](https://www.scalefree.com/blog/tools/how-to-set-up-dbt-with-databricks-in-15-minutes/) - New to dbt on Databricks? This hands-on guide takes you from setup to your first staging and dimension models — the groundwork for Data Vault. Start today. - [Data Lakehouse Explained: Where Lakes, Warehouses, and Data Vault Meet](https://www.scalefree.com/blog/modeling/data-lakehouse-explained-where-lakes-warehouses-and-data-vault-meet/) - One question comes up again and again in modern data architecture discussions: If we move to a Data Lakehouse, do we still need Data Vault? Read and find out. - [Wird KI Ihren Data Vault Engineer ersetzen? Wir haben Conversational Analytics auf den Prüfstand gestellt](https://www.scalefree.com/blog/artificial-intelligence/will-ai-replace-your-data-vault-engineer/) - Scalefree hat geprüft, ob KI einen Data Vault Engineer ersetzen kann. Die Genauigkeit war perfekt, doch Aufwand und Leistungslücke erzählten eine andere Geschichte. - [Der Wert von Non-Historized Links](https://www.scalefree.com/blog/modeling/the-value-of-non-historized-links/) - Non-Historized Links, auch als Transaction Links bekannt, sind ein wesentlicher Bestandteil des Data Vault 2.0 Frameworks. Lesen Sie weiter und erfahren Sie mehr! - [Google BigQuery and dbt Cloud Quickstart: Full Setup Guide](https://www.scalefree.com/blog/tools/google-bigquery-and-dbt-cloud-quickstart-full-setup-guide/) - Learn to connect Google BigQuery with dbt Cloud: set up GCP, build staging models, create a customer dimension, and schedule deployment jobs. Watch it now! - [How Data Vault Supports AI and ML Readiness in the Modern Data Platform](https://www.scalefree.com/blog/data-vault/how-data-vault-supports-ai-and-ml-readiness-in-the-modern-data-platform/) - See how Data Vault 2 creates the foundation for reliable AI and ML at scale — audit trails, Feature Marts, GDPR compliance, and cost control. Built for enterprise AI readiness. - [Data Vault and Data Mesh: Not Versus, But Together](https://www.scalefree.com/blog/data-vault/data-vault-and-data-mesh-not-versus-but-together/) - Discover why Data Vault and Data Mesh are working together. See how Data Vault becomes the foundation that makes Data Mesh scalable and Data Fabric possible. - [Will AI Replace Your Data Vault Engineer? We Put Conversational Analytics to the Test](https://www.scalefree.com/blog/artificial-intelligence/will-ai-replace-your-data-vault-engineer/) - Scalefree tested whether AI can replace a Data Vault Engineer using a Fact Table for Conversational Analytics. Accuracy was perfect, but performance varied. - [Data Vault 2.0 mit dbt – Teil 2](https://www.scalefree.com/blog/tools/data-vault-2-0-with-dbt-part-2/) - Erfahren Sie im zweiten Teil unserer Blogserie, wie Sie Data Vault 2.0 mit dbt über Modelle und Makros implementieren und welche Vorteile unser Open-Source-Paket DataVault4dbt bietet. - [Identifying Non-Historized Links](https://www.scalefree.com/blog/identifying-non-historized-links/) - In data management, particularly in the Data Vault 2.0 methodology, understanding how to handle non-historized links is essential. Learn how! - [The Sovereign Data Platform: The Path to Data Ownership and Secure AI](https://www.scalefree.com/blog/architecture/the-sovereign-data-platform-the-path-to-data-ownership-and-secure-ai/) - Why Data Sovereignty is a business necessity for AI. Discover how an open Data Lakehouse prevents vendor lock-in and secures your data ownership. - [AI Act Insight: Ensuring Responsible AI for Your Business](https://www.scalefree.com/blog/artificial-intelligence/ai-act-insight-ensuring-responsible-ai-for-your-business/) - The AI Act has been in force since August 1, 2024 and will gradually come into effect. Read about what this legislation means for your business. - [How to Use Zapier Copilot to Integrate BigCommerce and Salesforce](https://www.scalefree.com/blog/salesforce/how-to-use-zapier-copilot-to-integrate-bigcommerce-and-salesforce/) - A walk through Zapier Copilot — a powerful AI feature that lets you build automated workflows by simply describing what you need in plain language. Read it now! - [Custom Node Types in Coalesce](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/custom-node-types-in-coalesce/) - Custom node types in coalesce.io empower teams to design reusable, scalable solutions tailored to specific needs. Watch the video now! - [Enterprise Data Transformations with Turbovault and dbt Cloud](https://www.scalefree.com/knowledge/webinars/intermediate/enterprise-data-transformations-with-turbovault-and-dbt-cloud/) - Come and join our upcoming webinar and learn about how to use dbt Cloud with Turbovault and a data modeling tool to implement data vault in your organization. - [Running Modern ETL-Processes with Framework-Based Tools – Part 2](https://www.scalefree.com/blog/tools/running-modern-etl-processes-with-framework-based-tools-part-2/) - We introduced Singer, the open-source framework, as a powerful tool for ETL processes. This time, we’d like to discuss how you can implement the framework. - [Scale Up your Data Vault Project - with dbt Mesh](https://www.scalefree.com/blog/tools/scale-up-your-data-vault-project-with-dbt-mesh/) - Learn how dbt Mesh enhances Data Vault projects within dbt Cloud by facilitating a more efficient data mesh architecture. Keep reading to find out more! - [Unify Your Understanding of Data with the dbt Semantic Layer](https://www.scalefree.com/blog/tools/unify-your-understanding-of-data-with-the-dbt-semantic-layer/) - The bigger a corporation gets, the more data is available, and more and more users want to use this data. Learn about the dbt Semantic Layer in our latest blog. - [The Important Role of Data Catalogs in Modern Data Warehousing: A Practical Look at Datahub](https://www.scalefree.com/blog/data-warehouse/the-important-role-of-data-catalogs-in-modern-data-warehousing-a-practical-look-at-datahub/) - Modern data architectures are becoming increasingly complex, posing significant challenges for organizations. Read more about Data Catalogs and DataHub. - [Chatbot Implementation Using Retrieval-Augmented Generation](https://www.scalefree.com/blog/architecture/chatbot-implementation-using-retrieval-augmented-generation/) - This article is for business leaders, developers, and AI enthusiasts looking to implement smarter chatbot solutions with Retrieval-Augmented Generation (RAG) - [Leveraging the Coalesce API: A Practical Guide for Data Engineers](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/leveraging-the-coalesce-api-a-practical-guide-for-data-engineers/) - Coalesce API opens a world of possibilities for enhancing data workflows. It’s an essential tool to operationalize their data stack efficiently. Read it now! - [Creating Data Vault Stages](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/creating-data-vault-stages/) - Data Vault Stages are a foundational component of the Data Vault methodology, enabling seamless data preparation and integration. Watch the video now! - [Creating Data Vault Links with Coalesce.io](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/creating-data-vault-links-with-coalesce/) - Data Vault links are designed to aggregate relationship evidence across sources. Coalesce.io supports multi-source links. Read the article now to find out more! - [Column Propagation in Coalesce: Handling IT Table Changes](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/column-propagation-in-coalesce-handling-it-table-changes/) - Managing table changes is a critical aspect of data engineering. With Coalesce, data teams can seamlessly handle column propagation. Watch the video now! - [Running Modern ETL-Processes with Framework-Based Tools – Part 1](https://www.scalefree.com/blog/tools/running-modern-etl-processes-with-framework-based-tools-part-1/) - A big part of every Enterprise Data Warehouse are ELT or ETL processes. The letters stand for the same words, only the order each process is done changes. - [Microsoft Fabric as an Enterprise Data Platform](https://www.scalefree.com/blog/tools/microsoft-fabric-as-an-enterprise-data-platform/) - Build a scalable enterprise data platform with Microsoft Fabric & dbt Cloud. Learn now to ingest raw data, apply medallion architecture, and power analytics. - [Kick-Start Your Data Vault 2.0 Implementation with Datavault4DBT](https://www.scalefree.com/blog/tools/kick-start-your-data-vault-2-0-implementation-with-datavault4dbt/) - Scalefree has released datavault4dbt. An open source package, that provides best-practice loading templates for Data Vault 2.0 entities, embedded into dbt. - [Get Started with dbt: A Quick 15-Minute Guide Using Snowflake](https://www.scalefree.com/blog/tools/get-started-with-dbt-a-quick-15-minute-guide-using-snowflake/) - In this guide, you’ll learn how to go from zero to your first dbt models—running entirely in the cloud on Snowflake—in under 15 minutes. Read it now! - [Bring Your Data Vault Automation to the Next Level with DataVault4coalesce](https://www.scalefree.com/blog/tools/bring-your-data-vault-automation-to-the-next-level-with-datavault4coalesce/) - A cooperation created DataVault4coalesce, an open source extension package for Coalesce! Let’s have a sneak peek of what users can do with Datavault4Coalesce. - [Handling Snapshotting via a Timeline other than Load Date](https://www.scalefree.com/blog/data-warehouse/handling-snapshotting-via-a-timeline-other-than-load-date/) - Data snapshotting: capture point-in-time data copies for analysis, recovery, and compliance. Preserve historical records easily. - [Accelerate Your Data Vault with Snowflake](https://www.scalefree.com/knowledge/webinars/intermediate/accelerate-your-data-vault-with-snowflake/) - Data Vault and Snowflake in combination are constituting flexible and scalable Enterprise Data Warehouse solutions. The webinar includes a demo from Snowflake. - [Data Warehouse Automation – Build or Buy?](https://www.scalefree.com/knowledge/webinars/beginner/data-warehouse-automation-build-or-buy/) - In this webinar, we take a sneak peek into modern data warehousing, namely Data Warehouse Automation. We would break down the basics of DW automation. - [Overcoming Data Warehousing Challenges with Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/intermediate/overcoming-data-warehousing-challenges-with-data-vault-2-0/) - There are many Data Warehousing challenges that Organizations and Data Warehousing Teams are struggling with Data Vault 2.0. - [Effort Estimation in Data Vault 2.0 Projects](https://www.scalefree.com/blog/data-vault/effort-estimation-in-data-vault-2-0-projects/) - In Data Vault 2.0 projects, we recommend effort estimation by applying a Function Point Analysis (FPA). Find out why we FPA is a good choice, read it now! - [Splitting a Satellite Entity Based on the Source Data](https://www.scalefree.com/blog/data-vault/splitting-a-satellite-entity-based-on-the-source-data/) - Satellite splitting criteria plays a vital role in a satellite’s structure. Learn more about how to split satellites and what criteria to use - [Databricks and dbt: A Practical Approach to Data Vault Implementation](https://www.scalefree.com/blog/tools/databricks-and-dbt-a-practical-approach-to-data-vault-implementation/) - Two technologies that work effectively at a large scale for data solutions are Databricks and dbt. Read now to know when to combine them to implement Data Vault - [Data Vault on Databricks: Does It Make Sense?](https://www.scalefree.com/blog/tools/data-vault-on-databricks-does-it-make-sense/) - Explore the practical considerations of implementing Data Vault on Databricks by analyzing Databricks’ ecosystem and its alignment with Data Vault. - [Coalesce and Data Vault 2.0 – A Perfect Match?](https://www.scalefree.com/knowledge/webinars/intermediate/coalesce-and-data-vault-2-0-a-perfect-match/) - This webinar introduces the data warehousing automation tool coalesce.io and how it can be used to create a Data Vault 2.0-powered data warehouse solution. - [Data Vault 2.0 with DBT – Part 1](https://www.scalefree.com/blog/tools/data-vault-2-0-with-dbt-part-1/) - This article focuses on the benefits of using Data Vault 2.0 with dbt, and the importance of choosing the correct implementation tools. Find out more. - [Meltano Open Source Production Grade Data Integration – Part 2](https://www.scalefree.com/blog/tools/meltano-open-source-production-grade-data-integration-part-2/) - In this article, we delve into the practical application of Meltano, an open-source platform designed for building, running, and orchestrating ELT pipelines. - [Data Vault 2.0 with DBT – Part 2](https://www.scalefree.com/blog/tools/data-vault-2-0-with-dbt-part-2/) - In the first part of this article we introduced you to dbt. Now let’s take a look at how you can implement Data Vault 2.0 with dbt and the advantages it offers. - [Unlock the Intelligence Layer: LLMs in Data Warehousing and the Future of Your Data](https://www.scalefree.com/blog/artificial-intelligence/unlock-the-intelligence-layer-llms-in-data-warehousing-and-the-future-of-your-data/) - For years, getting answers from a Data Warehouse meant writing SQL queries or relying on pre-built dashboards. Read about LLMs in Data Warehousing - [AI in Data Warehousing: Fundamental Principles and Applications](https://www.scalefree.com/blog/artificial-intelligence/ai-in-data-warehousing-principles-and-applications/) - The ability to efficiently store, manage, and analyze data has become a critical aspect for any organization. Find out how AI can impact Data Warehousing. - [Pre-Commit: The First Line of Defense in Shift-Left Development](https://www.scalefree.com/consulting/devops-solutions/pre-commit-the-first-line-of-defense-in-shift-left-development/) - Learn how Pre-Commit and shift-left development enhance code quality by automating checks early in the development lifecycle, ensuring reliable software. - [Optimizing CI/CD - A Guide to Automated IaC Pipelines with Terraform](https://www.scalefree.com/consulting/devops-solutions/optimizing-ci-cd-a-guide-to-automated-iac-pipelines-with-terraform/) - We talk about how you can improve your CI/CD development by implementing IaC and a well structured automated pipeline for error-prone deployments with Terraform. - [Automating Business Logic](https://www.scalefree.com/knowledge/webinars/intermediate/automating-business-logic/) - In this webinar, you’ll learn that automating Data Vault is not restricted to loading data, but can also be applied to the presentation layer. - [Boost ROI of Data Infrastructure with Automation](https://www.scalefree.com/knowledge/webinars/intermediate/boost-roi-of-data-infrastructure-with-automation/) - In this webinar, we’ll explain how automation done right, following Data Vault 2.0 standards, to provide the return you expect. - [Sharding in Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/sharding-in-data-vault-2-0/) - "How does sharding work in Data Vault 2.0?" Michael explores the intricacies of sharding within the context of Data Vault, delving into the technical aspects. - [Reference Table Vs. Reference Hub in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/reference-table-vs-reference-hub-in-data-vault/) - In this week's Data Vault Friday, our CEO Michael Olschimke talks about the difference between Reference Table and Reference Hub. Find out more! - [Data-Driven Decision Making – For Power Users and Data Scientists](https://www.scalefree.com/knowledge/webinars/expert/data-driven-decision-making-for-power-users-and-data-scientists/) - Michael talks about how to gain additional advantage from the enterprise data warehouse by making the solution available to power users and data scientists. - [When to Use Reference Tables in Data Vault?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/when-to-use-reference-tables-in-data-vault/) - This article will help you decide when a lightweight reference table suffices and when you need the auditability of a Hub/Satellite pattern. Read it now! - [When to Invest in Data Warehousing](https://www.scalefree.com/knowledge/webinars/data-vault-friday/when-to-invest-in-data-warehousing/) - Investing in data warehousing is not solely about company size but rather about business needs and data complexity. Watch the video now! - [Virtualized Load End Date and the SQL Optimizer](https://www.scalefree.com/knowledge/webinars/data-vault-friday/virtualized-load-end-date-and-the-sql-optimizer/) - Explore solutions to resolve join elimination issues caused by virtualized load end date in Data Vault 2.0, optimizing query performance and data management. - [Using PIT and Bridge Tables in Business Vault Entities](https://www.scalefree.com/knowledge/webinars/data-vault-friday/using-pit-and-bridge-tables-in-business-vault-entities/) - In this blog post, we will answer a commonly asked question regarding PIT and Bridge Tables. Learn how to use PIT and Bridges in the Business Vault! - [User Spaces in Managed Self-Service BI in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/user-spaces-in-managed-self-service-bi-in-data-vault/) - "What is the purpose of user spaces? Are there any variants?" We explore the intricacies of the user space concept within the realm of Managed Self-Service BI. - [Unit of Work in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/unit-of-work-in-data-vault/) - A well-structured Unit of Work ensures your Data Vault remains a solid, reliable foundation for analytics, reporting, and data science initiatives. Read it no - [Timezone to Be Used for Timestamps in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/timezone-to-be-used-for-timestamps-in-data-vault/) - "In DV2.0 it is advised to use the UTC zone. How to store income timestamps from incoming sources that are in other time zones (GMT)? E.g. in Azure SQL server." - [The Power of Data Vault - Business Use Cases](https://www.scalefree.com/knowledge/webinars/data-vault-friday/the-power-of-data-vault-business-use-cases/) - Data Vault is a powerful methodology for businesses that need to integrate complex data from multiple sources and comply with privacy regulations. Read it now! - [The Need for a Data Warehouse](https://www.scalefree.com/knowledge/webinars/data-vault-friday/the-need-for-a-data-warehouse/) - Explore the critical role Data Warehouse and Data Vaults play in modern business decision-making. Learn why they are essential for data-driven organizations. - [Supersetting in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/supersetting-in-data-vault/) - "We receive data from the source for multiple company forms (Supersetting), and we want to know if it's recommended to save them in different entities" - [Still Struggling with GDPR?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/still-struggling-with-gdpr-2/) - This article addresses some common concerns and provides practical recommendations for ensuring GDPR compliance in data warehouses. Read it now! - [Soft-Deleting Records in Data Vault: A Real-World Approach to Status Tracking Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/soft-deleting-records-in-data-vault/) - Handling Soft-Deleting Records using status tracking satellites is a robust and scalable solution for real-world enterprise systems. Read the article now! - [Soft-Deleting Records in Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/soft-deleting-records-in-data-vault-2-0/) - There is no update in the data vault. I couldn't understand how we could close the End_Date field in the effectivity satellite table without updating it. - [(Single) Point of Facts](https://www.scalefree.com/knowledge/webinars/data-vault-friday/single-point-of-facts/) - Both the data lake and the Raw Vault act as point of facts, each offering unique benefits in terms of auditability and reconstruction. Read it now! - [Sampling (DB Subsetting) Production Data in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/sampling-db-subsetting-production-data-in-data-vault/) - "Do you have advice on how to create lightweight environments from Production Data?" Michael delves into managing EDW environments with varying data volumes. - [Same-as-links Business Rules in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/same-as-links-business-rules-in-data-vault/) - In our ongoing Data Vault Friday series, our CEO engages with a thought-provoking question from our audience regarding Same-as-Links. Learn more! - [Referencing Reference Tables in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/referencing-reference-tables-in-data-vault/) - "Is it possible to have an m:n link between two reference tables (country to currency)?" Michael navigates through a distinctive example. - [Reference Tables With Effectivity Satellites in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/reference-tables-with-effectivity-satellites-in-data-vault/) - "Do you use Effectivity Satellites also for Reference Data in Reference Satellites?" Michael unravels best practices with leveraging Effectivity Satellites. - [Reference Hubs and Effectivity Satellites in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/reference-hubs-and-effectivity-satellites-in-data-vault/) - In the ongoing Data Vault Friday series, our CEO delves into two insightful questions about Reference Hubs and Effectivity Satellites. Find out more! - [Redundancy in Dimensional Models in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/redundancy-in-dimensional-models-in-data-vault/) - The dimensional models contain many descriptive fields describing the company, leading to redundancy. When does it make sense to separate the attributes? - [Record Source and the Business Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/record-source-and-the-business-vault/) - We load a Same-As-Link from multiple sources to deduplicate records across these source systems. How do you define the record source? - [Real-Time Loading of CDC Packages in Data Vault - PART 2](https://www.scalefree.com/knowledge/webinars/data-vault-friday/real-time-loading-of-cdc-packages-in-data-vault-part-2/) - "I would be interested in some ideas about real-time loading data from Apache Kafka. In our case, we receive CDC data from DB servers over Apache Kafka." - [Real-Time Loading of CDC Packages in Data Vault - PART 1](https://www.scalefree.com/knowledge/webinars/data-vault-friday/real-time-loading-of-cdc-packages-in-data-vault-part-1/) - "I would be interested in some ideas about real-time loading data from Apache Kafka. In our case, we receive CDC data from DB servers over Apache Kafka." - [Pre-Joining Data Vault Business Keys During Load](https://www.scalefree.com/knowledge/webinars/data-vault-friday/pre-joining-data-vault-business-keys-during-load/) - Read now to find the best practice for handling mismatched keys: pre-joining business keys in your staging (or view) layer before loading the Raw Data Vault. - [Point in Time vs. Record Source Tracking in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/point-in-time-vs-record-source-tracking-in-data-vault/) - "How are record source tracking satellites used in a Data Vault, and how can PIT tables come into play in tracking the customers or business keys?" - [Pivotizing Fact Measures in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/pivotizing-fact-measures-in-data-vault/) - There are 6 fact measures values in the entity. In each row, typically 3 of them are NULL. Would it make sense to encode this in a dimension for measure type? - [PIT Table Structure in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/pit-table-structure-in-data-vault/) - "Is it possible to add business keys and descriptive attributes to a PIT table to improve performance when filtering or joining data in the information mart?" - [PIT and Effectivity Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/pit-and-effectivity-satellites/) - Michael delves into the intricacies of PIT tables exploring the rationale behind the prevalent use of load datetimes vs applied datetimes in these structures. - [Overloaded Links in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/overloaded-links-in-data-vault/) - "In our data warehouse currently, there are overloaded links. Business users are seeking new information from another table that contains the results of tests" - [Outsourcing the Data Warehouse: Finding the Right Balance](https://www.scalefree.com/knowledge/webinars/data-vault-friday/outsourcing-the-data-warehouse-finding-the-right-balance/) - In this data-driven world, building and maintaining a robust data warehouse is a critical strategic initiative. Can you outsource the data warehouse? Find out! - [NULL Business Keys in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/null-business-keys-in-data-vault/) - "Does the Business Key should be a not null column at the source?" This critical query is the focus of this video. the nuances of the business key. - [Non-Historized Links and Their Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/non-historized-links-and-their-satellites/) - Designing non-historized links and their satellites requires a deep understanding of data usage patterns and storage platform constraints. Read it now! - [Natural Key vs. Technical ID in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/natural-key-vs-technical-id-in-data-vault/) - Michael Olschimke addresses a thought-provoking question from theaudience regarding the use of Natural Keys in Data Vault. Watch the video to learn more! - [Multiple PIT Tables for Different Business Scenarios](https://www.scalefree.com/knowledge/webinars/data-vault-friday/multiple-pit-tables-for-different-business-scenarios/) - PIT tables help track the historical state of records over time for analysis, and SQL statements cater to the specific data needs of each business context. - [Multiple Business Keys in One Source Column](https://www.scalefree.com/knowledge/webinars/data-vault-friday/multiple-business-keys-in-one-source-column/) - As part of our ongoing Data Vault Friday series, our CEO engages with a relevant question from our audience about multiple business keys in one source column. - [Multi-temporal Source Data (Sap Hrms) in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/multi-temporal-source-data-sap-hrms-in-data-vault/) - "Could you please guide us on how to model an SAP HRMS Source that holds the data in SCD type 2? What is the best way to deal with multi-temporal source data?" - [Multi Active Satellites on Links](https://www.scalefree.com/knowledge/webinars/data-vault-friday/multi-active-satellites-on-links/) - In our ongoing series, our CEO addresses a complex question from the audience regarding the use of Multi Active Satellites (MAS) on Links. Learn more! - [Modelling Timesheet Data in Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-timesheet-data-in-data-vault-2-0/) - If you're grappling with similar considerations in enhancing your internal Data Warehouse, Michael's expertise in this Data Vault Friday session sheds light. - [Modelling the Date Dimension in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-the-date-dimension-in-data-vault/) - In our continuous series, CEO Michael Olschimke delves into a question from the audience about how to model the date dimension in Data Vault. Learn more! - [Modelling Salesforce History Tables in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-salesforce-history-tables-in-data-vault/) - For most cases, a non-historized link is the optimal way to model Salesforce history tables in Data Vault. Read the article and watch the full video! - [Modelling Exchange Rates](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-exchange-rates/) - In our ongoing series, our CEO addresses a question from the audience about modelling daily exchange rates within the Data Vault framework. Learn more! - [Modelling Demographic Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-demographic-data/) - In this blog post, we’ll explore how to approach modelling demographic data for the Raw Data Vault. Let’s walk through an example based on an audience question. - [Modelling Currencies in Non-Historized Links in Data Vault (PART 3)](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-currencies-in-non-historized-links-in-data-vault-part-3/) - In the third video, Michael addresses data modeling, specifically the creation of a HUB for the opposite side Account with Non-Historized Links in Data Vault. - [Modelling Currencies in Non-Historized Links in Data Vault (PART 2)](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-currencies-in-non-historized-links-in-data-vault-part-2/) - In the second video, Michael addresses data modeling, specifically the creation of a HUB for the opposite side Account with Non-Historized Links in Data Vault. - [Modelling Currencies in Non-Historized Links in Data Vault (PART 1)](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-currencies-in-non-historized-links-in-data-vault-part-1/) - In the first video, Michael addresses data modeling, specifically the creation of a HUB for the opposite side Account with Non-Historized Links in Data Vault. - [Modelling Address Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modelling-address-data/) - Modelling address data in a Data Vault context can be intricate, especially when attempting to create a unified Hub that supports various address types. - [Modeling Project Tasks and Actions in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modeling-project-tasks-and-actions-in-data-vault/) - Modeling project tasks and actions in Data Vault requires careful consideration of the data flow, especially in environments that rely on CDC. Read it now! - [Modeling Links with Null Business Keys in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modeling-links-with-null-business-keys-in-data-vault/) - Modeling links with null business keys is a common challenge in Data Vault. The key is to handle null values appropriately. Check out the article and video now! - [Modeling Invoices in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/modeling-invoices-in-data-vault/) - As part of our ongoing Data Vault Friday series, our CEO engages with a relevant and practical question from our audience about Data Vault modeling. - [Microsoft SQL Server Join Elimination and Data Vault PIT Tables](https://www.scalefree.com/knowledge/webinars/data-vault-friday/microsoft-sql-server-join-elimination-and-data-vault-pit-tables/) - In this week's Data Vault Friday, our CEO, addresses a thought-provoking question about join elimination in SQL Server, specifically concerning PIT tables. - [Managed Self-service Monitoring in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/managed-self-service-monitoring-in-data-vault/) - "Why is monitoring important in Managed Self-Service BI?" In this video, Michael delves into one of his favorite topics – monitoring managed self-service BI. - [Managed Self-Service Industrialization in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/managed-self-service-industrialization-in-data-vault/) - "How does the industrialization work in Managed Self-Service BI?" Michael delves into the processes within the Managed Self-Service Business Intelligence. - [(Logical) Information Marts in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/logical-information-marts-in-data-vault/) - "What is the difference between DV Pits & Bridges and Pits & Bridges? We are confused about Information Marts. Why does physical and logical differentiate?" - [Logical Industry Models in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/logical-industry-models-in-data-vault/) - We have integrated an approach with logical industry models: once the raw data has been loaded, the data undergoes a transformation into the Business Vault. - [Loading Technical Counter-Transactions](https://www.scalefree.com/knowledge/webinars/data-vault-friday/loading-technical-counter-transactions/) - Using hash keys and indexes efficiently reduce the time to check for existing records. Ensure that hash keys include relevant business keys and transaction IDs - [Loading SAP CDC Data into GDPR Compliant Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/loading-sap-cdc-data-into-gdpr-compliant-data-vault/) - Modeling SAP CDC data in a GDPR compliant Data Vault involves adjustments to loading patterns, especially when dealing with CDC deltas and GDPR-sensitive data. - [Loading CDC Data Into the Raw Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/loading-cdc-data-into-the-raw-data-vault/) - In our recurring Data Vault Friday series, Michael Olschimke, our CEO, addresses a thought-provoking question about integrating the CDC data into the Raw Vault. - [Load Date vs Snapshot Date in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/load-date-vs-snapshot-date-in-data-vault/) - In this Data Vault Friday episode, our CEO delves into a question about the purpose of the Snapshot Date and how does it relate to the load date? - [LINK Record Source in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/link-record-source-in-data-vault/) - "In case the LINK generates the key relationship between two hubs which are sourced from different systems. What would be the RECORD SOURCE Value?" - [Learning the Data Vault Patterns](https://www.scalefree.com/knowledge/webinars/data-vault-friday/learning-the-data-vault-patterns/) - Starting Data Vault development manually is a feasible and beneficial approach, it allows your team to learn and optimize Data Vault patterns. Read it now! - [Lambda Architecture vs. Data Vault 2.0 Architecture](https://www.scalefree.com/knowledge/webinars/data-vault-friday/lambda-architecture-vs-data-vault-2-0-architecture/) - "We are currently comparing the Data Vault 2.0 architecture with the Lambda architecture for real-time systems. What are the similarities and differences?" - [Architectural Limitations of PostgreSQL for Enterprise Data Vault Workloads](https://www.scalefree.com/blog/data-vault/architectural-limitations-of-postgresql-for-enterprise-data-vault-workloads/) - Why PostgreSQL architecture struggles with enterprise-scale Data Vault processing and how open-source extensions help maintain digital sovereignty. - [How to Remove Duplicate Records in Salesforce with Standard Tools](https://www.scalefree.com/consulting/salesforce-solutions/how-to-remove-duplicate-records-in-salesforce-with-standard-tools/) - Duplicate records can cripple the effectiveness of your Salesforce CRM by wasting resources, confusing teams, and eroding customer trust. Read the full article! - [Simplify Data Pipelines with Custom Macros in Coalesce.io](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/simplify-data-pipelines-with-custom-macros-in-coalesce-io/) - Custom macros in Coalesce.io aren’t just a convenience — they’re a foundation for scalable, maintainable data engineering. Read the full article with video! - [Predictive Analytics on the Modern Data Platform](https://www.scalefree.com/blog/artificial-intelligence/predictive-analytics-on-the-modern-data-platform/) - Master predictive analytics on your modern data platform. Learn to build and deploy models using governed warehouse data to turn insights into business action. - [How Model Access Works in dbt Cloud: Groups, Permissions & Cross-Project References](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/how-model-access-works-in-dbt-cloud-groups-permissions-cross-project-references/) - Learn how model access works in dbt Cloud. Discover private, protected, and public models, manage data ownership, and enable secure cross-project collaboration. - [Orchestration of Agentic Workflows](https://www.scalefree.com/blog/artificial-intelligence/orchestration-of-agentic-workflows/) - The Shift from Prompts to Autonomous Systems with the Lang ecosystem. The next paradigm shift in enterprise AI is the move toward Agentic Workflows. - [Master Data Governance: Die EU Datenverordnung und was sie für Ihr Unternehmen bedeutet](https://www.scalefree.com/knowledge/webinars/intermediate/master-data-governance-die-eu-datenverordnung-und-was-sie-fur-ihr-unternehmen-bedeutet/) - In diesem Webinar enträtseln wir Feinheiten der EU-Datenverordnung (Data Act). Nehmen Sie an einem aufschlussreichen Webinar teil, und master data governance. - [What to Consider for Naming Conventions in Data Warehousing – Part 2](https://www.scalefree.com/blog/architecture/naming-conventions-2/) - Throughout this article, we will continue presenting our suggestions for naming conventions in a data warehouse solution, Keep reading to learn more! - [Implementing Data Vault 2.0 Zero Keys](https://www.scalefree.com/blog/data-vault/implementing-data-vault-2-0-zero-keys/) - Learn about Zero Keys, “the other” concept that is oftentimes referenced interchangeably with ghost records. Keep reading to lean more! - [Implementing Data Vault 2.0 Ghost Records](https://www.scalefree.com/blog/data-vault/implementing-dv2-0-ghost-records/) - During the development of Data Vault, from the first iteration to its latest Data Vault 2.0, we’ve mentioned “ghost records". Find out more here. - [Data Transformation Implementation](https://www.scalefree.com/knowledge/webinars/expert-sessions/wherescape/data-transformation-implementation/) - Explore where to implement data transformation before a Data Vault model in WhereScape and which transformations are permitted under Data Vault 2.0. Read it now - [Modeling Reference Data in Data Vault 2.0 with WhereScape](https://www.scalefree.com/knowledge/webinars/expert-sessions/wherescape/modeling-reference-data-in-data-vault-2-0-with-wherescape/) - We break down best practices and modeling techniques to help data engineers and architects manage reference data in a scalable, maintainable way. Read it now! - [Multi-Active Satellites vs. Dependent Child Links in Data Vault Modeling](https://www.scalefree.com/knowledge/webinars/expert-sessions/wherescape/multi-active-satellites-vs-dependent-child-links-in-data-vault-modeling/) - Multi-Active Satellites and Dependent Child Links offer valuable structures in Data Vault modeling, each catering to different scenarios. Watch the video now! - [Data Quality in the Data Vault Architecture](https://www.scalefree.com/blog/architecture/data-quality-in-the-data-vault-architecture/) - When making business decisions, data quality is a critical facet to factor into the decision-making processes in the Data Vault. Keep reading to learn more! - [Data Warehousing and Why We Need It](https://www.scalefree.com/blog/data-warehouse/data-warehousing-and-why-we-need-it/) - Data Warehousing provides the infrastructure needed to run Business Intelligence effectively. Keep reading to learn more about data warehousing! - [Joining SCD2 Tables Using Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/joining-scd2-tables-using-data-vault/) - Joining multiple SCD2 tables into a single Satellite is rarely the right first step in a Data Vault 2.0 implementation. Read the full article to know more! - [Interview with Julien Redmond, Creator of IRiS](https://www.scalefree.com/knowledge/webinars/data-vault-friday/interview-with-julien-redmond-creator-of-iris/) - Julien Redmond has been traveling the globe, promoting IRiS and ensuring that everyone knows about this groundbreaking tool. Watch the full interview now! - [Identifying Non-Historized Links](https://www.scalefree.com/knowledge/webinars/data-vault-friday/identifying-non-historized-links/) - In data management, particularly in the Data Vault 2.0 methodology, understanding how to handle non-historized links is essential. Learn how! - [How to Tackle GDPR with Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-tackle-gdpr-with-data-vault/) - Data Vault provides a comprehensive approach to managing GDPR requirements through built-in security and privacy mechanisms. Read it and watch the full video! - [How to Sell Data Vault to Management](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-sell-data-vault-to-management/) - In this article, we’ll explore how to “sell” Data Vault to C-level stakeholders by focusing on the features and value it delivers. Read it now! - [How to Refactor Your Raw Data Vault: Proven Strategies for Scalable Multi-Tenant Data Warehouses](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-refactor-your-raw-data-vault/) - Refactoring your Raw Data Vault isn’t about redoing work; it's adapting to new business requirements, integrating tenants, and maintaining consistency. Read it! - [How to Model Address Data in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-model-address-data-in-data-vault/) - Modeling address data in a Data Vault architecture isn’t one-size-fits-all. The goal is to be faithful to your data. Read the full article now! - [How to Get Rid of Data Vault Load End Date](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-get-rid-of-data-vault-load-end-date/) - In our continuous series, CEO Michael Olschimke addresses a question from the audience regarding the Load End Date in Data Vault. Learn more, here! - [How to Explain Data Vault to Business Users?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-explain-data-vault-to-business-users/) - Communicating the benefits of Data Vault to business users requires a shift from technical explanations to business value discussions. Read and watch the video! - [How to Capture CDC Data in Data Vault Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-capture-cdc-data-in-data-vault-satellites/) - Understanding how to handle these cases ensures historical accuracy and avoids data inconsistencies in your hubs and satellites. Watch the full video here! - [HL7 FHIR resources in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hl7-fhir-resources-in-data-vault/) - "How would you model data that is transmitted as HL7 FHIR resources in Data Vault?" Michael Olschimke delves into intricacies of handling HL7 FHIR resources. - [Hierarchical Link by Using an Example in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hierarchical-link-by-using-an-example-in-data-vault/) - With this week's episode of Data Vault Friday, Michael turns his attention to an insightful question about the use of a Hierarchical Link. Learn more! - [Hiding Dimension Members in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hiding-dimension-members-in-data-vault/) - "Our Data Warehouse features a hierarchy of region, division, and zone. How can a record be hidden in the DIMENSION information mart if it is no longer in use?" - [Hash Keys vs Sequence Keys vs Business Keys in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hash-keys-vs-sequence-keys-vs-business-keys-in-data-vault/) - "How do the loading cycles benefit from joining on hash keys or a Business Key, as opposed to a surrogate value?" This video offers practical considerations. - [Hash Key and Hash Diff Computation](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hash-key-and-hash-diff-computation/) - In our ongoing series, CEO Michael Olschimke answers a question from the audience regarding Has Key and Hash Diff computation. Find out more! - [Handling JSON Data in Data Vault Satellites on Snowflake](https://www.scalefree.com/knowledge/webinars/data-vault-friday/handling-json-data-in-data-vault-satellites-on-snowflake/) - Handling JSON in the Data Vault Satellite layer on Snowflake is a sound approach, especially when dealing with semi-structured or complex data. Read it now! - [Ghost Records in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/ghost-records-in-data-vault/) - "We wonder if ghost records in a satellite should have NULL values in the descriptive fields or not. What is the advantage of non-NULL values?" - [Filtering Snapshot Date Frequencies in PIT Tables](https://www.scalefree.com/knowledge/webinars/data-vault-friday/filtering-snapshot-date-frequencies-in-pit-tables/) - Is it correct to say that each unique frequency of a required business snapshot date, will have its own filter column in the snapshot control PIT tables? - [Federate Multiple Sets of Non-Historized Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/federate-multiple-sets-of-non-historized-data/) - In this session, we’ll address an interesting question: How can we integrate a second system into an existing setup with a non-historized link? Watch it now! - [Extending Existing Data Vault Model by GDPR-Identified Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/extending-existing-data-vault-model-by-gdpr-identified-data/) - "Let’s assume that DWH is fed from many source systems and one of them exports customer data..." Michael delves into existing data from diverse sources. - [Effectivity Satellites on Links](https://www.scalefree.com/knowledge/webinars/data-vault-friday/effectivity-satellites-on-links/) - Effectivity satellites play a crucial role in Data Vault modeling by tracking changes and deletions in source systems. Learn about Effectivity Satellites here! - [EDW Environments in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/edw-environments-in-data-vault/) - "I'm working on a project where the EDW environments are not well administrated. Could you please elaborate on the roles of these environments?" - [Deriving Dimensions from Reference Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/deriving-dimensions-from-reference-data/) - Welcome to another episode of Data Vault Friday! Today’s question is about deriving dimensions from reference data in the raw Data Vault. Learn more - [Dependent Child Links with Status Tracking](https://www.scalefree.com/knowledge/webinars/data-vault-friday/dependent-child-links-with-status-tracking/) - In our ongoing series, CEO Michael Olschimke addresses a viewer's inquiry regarding dependent child links with status tracking. Learn more here! - [Delta Lake vs Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/delta-lake-vs-data-vault/) - Even in environments that leverage Delta Lake, Data Vault adds value by providing a scalable, user-focused approach to data modeling. Watch the video now! - [Defining the Error Mart in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/defining-the-error-mart-in-data-vault/) - Error Mart gives your data team the tools to identify, correct, and reprocess problematic data while maintaining auditability and trustworthiness. Read it now! - [Defining Snapshot Dates in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/defining-snapshot-dates-in-data-vault/) - Snapshot dates are a cornerstone of Data Vault’s multi-temporal design. The principles remain the same: define, control, and communicate. Read it now! - [Defining Multiple Snapshots per Day via Control Table](https://www.scalefree.com/knowledge/webinars/data-vault-friday/defining-multiple-snapshots-per-day-via-control-table/) - Would a micro or mini batch refresh frequency in PIT tables of the data warehouse with subsequent aligned reporting yield multiple snapshots for a certain date? - [Dealing with Corrupted Loads in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/dealing-with-corrupted-loads-in-data-vault/) - We’ll explore practical strategies for managing corrupted loads in Data Vault pipelines, focusing on maintaining auditability and consistency. Read it now! - [Data Vault ROI](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-roi/) - Learn how to assess the ROI of data warehouse and Data Vault investments, considering both tangible and intangible benefits for a comprehensive evaluation. - [Data Vault Point In Time (PIT) Tables](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-point-in-time-pit-tables/) - In our continuing series, our CEO delves into a thought-provoking question raised by an audience member regarding Point-In-Time (PIT) tables. - [Data Vault PITs in PowerBI - Joining Type 2 Dimensions](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-pits-in-powerbi-joining-type-2-dimensions/) - Michael delves into a discussion on leveraging Data Vault’s Point-in-Time (PIT) tables within PowerBI, and how this integration enhances analytical capabilities - [Data Vault on Wide Tables: Best Practices and Considerations](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-on-wide-tables-best-practices-and-considerations/) - Applying Data Vault on wide tables within a data lake architecture requires careful planning. Read it now to ensure efficient and scalable DV implementations - [Data Vault on Databricks](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-on-databricks/) - "There has been hype going on on LinkedIn about whether or not DV2.0 is suited to exist on Databricks." Michael offers a balanced perspective. - [Data Vault Naming Conventions](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-naming-conventions/) - In our continuous series, CEO Michael Olschimke addresses a viewer’s question reading naming conventions in Data Vault. Watch the video to learn more! - [Data Vault Modeling Styles](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-modeling-styles/) - "What's your view on other Data Vault philosophies? Some of my colleagues received training in modeling styles but the it contains substantial differences." - [Data Vault Mixed Model](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-mixed-model/) - While a mixed model is not ideal within Data Vault architecture, it can serve as a solution when there’s an immediate need to integrate non-Data Vault entities. - [Data Vault Links With Just One Hub Reference](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-links-with-just-one-hub-reference/) - We explore the concept of non-historized links with a single hub reference, compare, and outline best practices for real-time event modeling. Read it now! - [Data Vault Link Temporality](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-link-temporality/) - This article explores an elegant solution: using an Effectivity Satellite to manage link temporality and error correction in your Data Vault. Read it now! - [Data Vault Link Naming Convention](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-link-naming-convention/) - In this article, we’ll walk through a pragmatic approach to Data Vault link naming conventions. Watch the video and read the article! - [Data Vault Link Effectivity](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-link-effectivity/) - In this article, we will walk through exactly how to model this scenario using Link Effectivity in Data Vault and why this pattern is essential. Read it now! - [Data Vault Hashing or Not?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-hashing-or-not/) - A crucial component of Data Vault 2.0 is the use of hashing for business keys (BKs) and hash diffs. Hashing ensures data integrity and efficiency. Learn more! - [Data Vault Hashing on Databricks with XXHASH64](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-hashing-on-databricks-with-xxhash64/) - A common debate is whether to use hashing algorithms like MD5 or SHA-1, or to opt for functions such as xxhash64, which Databricks natively supports. Read now! - [Data Vault 2.0 Source System Disaster Recovery](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-2-0-source-system-disaster-recovery/) - "You have a DV2.0 Insert Only BI deployment fed by multiple OLTP systems. One of these OLTP systems will be subject to a disaster recovery process. - [Organization of Information Requirements](https://www.scalefree.com/blog/architecture/information-requirements/) - This article presents the way we structure our information requirements internally at Scalefree as well as the way we do so for many of our customers. - [Achieve Data Lineage in Data Vault 2.0](https://www.scalefree.com/blog/data-vault/achieve-data-lineage-in-data-vault-2-0/) - A common requirement in data warehouse projects is to provide data lineage from end-to-end. However, different vendors often break such end-to-end data lineage. - [Granularities of Business Vault Entities](https://www.scalefree.com/blog/data-vault/granularities-of-business-vault-entities/) - The Business Vault is the layer in the Data Vault 2.0 architecture where business logic is implemented to transform, cleanse and modify the data. - [Green Bond Reporting in Record Time at Grenke AG](https://www.scalefree.com/blog/data-vault/green-bond-reporting-in-record-time-at-grenke-ag/) - Green bond reporting is becoming increasingly important as it enables targeted investments in sustainable projects. Find out now how we worked with Grenke. - [Identifying Additional Relationships Between Documents](https://www.scalefree.com/blog/data-vault/identifying-additional-relationships-between-documents/) - Relationships are captured by Data Vault link entities and just like hubs, they contain a distinct list of records and no duplicates in terms of stored data. - [Integrating Documents from Heterogeneous Sources](https://www.scalefree.com/blog/data-vault/integrating-documents-from-heterogeneous-sources/) - Within this undesired but all too common scenario, a typical challenge faced is often the question of integrating these inconsistent data sets. - [How to Use Point in Time Tables (PIT) in the Insurance Industry?](https://www.scalefree.com/blog/data-vault/point-in-time-tables-insurance/) - Point in time tables are useful when querying data from the Raw Vault that has multiple satellites on a hub or a link. Find out more here! - [Data Warehouse and Data Lake: Do We Still Need a Data Warehouse?](https://www.scalefree.com/blog/data-warehouse/data-warehouse-and-data-lake-do-we-still-need-a-data-warehouse/) - The question comes up if you really need a data warehouse nowadays to deal with a high variety and volume of data. We want to talk about what a data lake is. - [Satellite Modeling for Any Structural Changes in the Source System](https://www.scalefree.com/blog/modeling/satellite-modeling-for-any-structural-changes-in-the-source-system/) - Over time, a source system can change, but how can we absorb these changes into a Data Vault 2.0 data warehouse, especially when considering satellites? - [Was Machen BI-Berater:innen? Skills & Tasks](https://www.scalefree.com/knowledge/webinars/beginner/was-machen-bi-beraterinnen-skills-tasks/) - Was macht ein Berater eigentlich? Es gibt viele Vorurteile und Mythen, die sich um den klassischen BI-Berater ranken. Wir zeigen einen kompletten Werdegang. - [Data Vault 2.0 Project Tracking](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-2-0-project-tracking/) - "We are struggling with the application of Scrum in Data Vault 2.0: the Project Tracking board is overloaded with technical user stories." - [Data Vault 2.0 Pre-Analysis aka Automation for the Poor](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-2-0-pre-analysis-aka-automation-for-the-poor/) - Michael stresses the irreplaceable role of pre-analysis in establishing a successful Data Vault 2.0 framework. He underscores the crucial nature of this stage. - [Data Quality in the Enterprise Data Warehouse (EDW) in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-quality-in-the-enterprise-data-warehouse-edw-in-data-vault/) - How to deal with dirty data managed in BV? What are the best practices for correct data quality management? How can they be managed on correction properly? - [Data Mining in the Data Vault Architecture](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-mining-in-the-data-vault-architecture/) - We have a data mining model to be applied during information delivery. Where does it fit in the Data Vault 2.0 architecture? Michael delves into Data Mining. - [Data Mesh & Data Vault: Raw Data vs. Information](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-mesh-data-vault-raw-data-vs-information/) - Michael delves into the intricacies of Data Mesh and Data Vault methodologies, shedding light on the dynamics of sharing data across different domains. - [Conceptual vs Logical vs Physical Data Models](https://www.scalefree.com/knowledge/webinars/data-vault-friday/conceptual-vs-logical-vs-physical-data-models/) - If you’re new to data engineering, start small. Talk to the business. Then, gradually evolve those ideas into structured data models. Read the article now! - [Complex Computed Satellites in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/complex-computed-satellites-in-data-vault/) - Computed satellites in Data Vault can be as simple as a concatenated name, or as complex as multi-step cascading business rules. Read the article to find out! - [Multi-Tenant Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/complex-computed-satellites-in-data-vault-2/) - Multi-tenant Data Vault design requires careful thought about uniqueness, ownership, and harmonization. Read now to find out more! - [Column Store Compression vs Page Compression](https://www.scalefree.com/knowledge/webinars/data-vault-friday/column-compression-vs-page-compression/) - "When the platform supports column compression (via column store indexes) would you advise it instead? Do you have any project experience with it?" - [Capturing Temporal Data on Changing Relationships in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/capturing-temporal-data-on-changing-relationships-in-data-vault/) - "Should we take the Period as a part of the Investor_Company_Link? How can we track the relationship changes with Effectivity Satellite and Temporal Data?" - [Capturing CDC Flags in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/capturing-cdc-flags-in-data-vault/) - "If you get CDC data and insert/update/delete flag, then would you split it to separate table or leave it on regular sat?" Michael addresses CDC flags. - [Calculating Hash Keys in Business Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/calculating-hash-keys-in-business-vault/) - "When calculating Hash Keys in Business Vault, it can be quite expensive to join all hubs to get the business keys. Is it a no-go to prevent expensive joins?" - [Business Satellites in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/business-satellites-in-data-vault/) - "What are business satellites?" Michael explores the concept of business satellites offering in-depth insights and valuable perspectives on Data Vault. - [Bridge Table and Zero Code Impact in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/bridge-table-and-zero-code-impact-in-data-vault/) - "We are currently implementing a bridge table over a series of sprints. Is there a more agile approach with less maybe zero change impact on the existing code?" - [Applying Soft-Deletes in Dimensions](https://www.scalefree.com/knowledge/webinars/data-vault-friday/applying-soft-deletes-in-dimensions/) - Soft deletes in Data Vault dimensions are best managed through effectivity satellites and PIT tables. Read the article and learn more! - [Data Architecture: A Primer for the Data Scientist](https://www.scalefree.com/knowledge/books/data-architecture-a-primer-for-the-data-scientist/) - “Data Architecture: A Primer for the Data Scientist – Big Data, Data Warehouse, and Data Vault" a book authored by the experts W.H. Inmon and Daniel Linstedt. - [Building a Scalable Data Warehouse with Data Vault 2.0](https://www.scalefree.com/knowledge/books/building-a-scalable-data-warehouse-with-data-vault-2-0/) - “Building a Scalable Data Warehouse with Data Vault 2.0” is the compass for those eager to master the art of constructing scalable ddata warehouses. Get yours! - [Flow.BI: Generating the Raw Data Vault Using AI and dbt](https://www.scalefree.com/blog/modeling/flow-bi-generating-the-raw-data-vault-using-ai-and-dbt/) - This question might be as old as the Data Vault: Can IT generate the Raw Data Vault using artificial intelligence (AI)? Find out by reading the latest article. - [About Non-Functional Requirements](https://www.scalefree.com/blog/data-warehouse/about-non-functional-requirements/) - The enterprise data warehouse is more than just reports and dashboards. There are actually more technical components (non-functional requirements) to be built. - [Data Vault 2.0's Inventor Offers Unprecedented On-Site Access](https://www.scalefree.com/blog/data-vault/data-vault-2-0-inventor-offers-unprecedented-on-site-access/) - A recent development has presented Scalefree with the opportunity to offer on-site access to the inventor of Data Vault 2.0, Dan Linstedt. - [Data Vault 2.0: Best of Breed from Data Warehousing and Data Lakes](https://www.scalefree.com/blog/data-vault/data-vault-2-0-best-of-breed-from-data-warehousing-and-data-lakes/) - There are two competing approaches to data analytics in the industry, and most professionals at least tend to one or the other: data warehousing vs data lake. - [About Information Marts in Data Vault 2.0 – Part 2](https://www.scalefree.com/blog/data-vault/about-information-marts-in-data-vault-2-0-part-2/) - Information marts are used to deliver information to the end-users. An information mart follows the same definition as a data mart in legacy data warehousing. - [How to Successfully Manage Data Vault 2.0 Using dbt](https://www.scalefree.com/knowledge/webinars/intermediate/how-to-successfully-manage-data-vault-2-0-using-dbt/) - More companies are making the big step towards a modern data architecture. Hear from dbt Labs and Scalefree how to successfully manage Data Vault 2.0 using dbt! - [Using Multi-Active Satellites the Correct Way – Part 2](https://www.scalefree.com/blog/data-vault/using-multi-active-satellites-the-correct-way-2-2/) - In our first post about multi-active satellites, we explained different implementations to solve multi-activity. Now, we’re going to go into more detail. - [Using Multi-Active Satellites the Correct Way – Part 1](https://www.scalefree.com/blog/data-vault/using-multi-active-satellites-the-correct-way-1-2/) - With multi-active satellites, you’re able to store multiple active records for one business key. Keep reading to find out more about this topic! - [Snowflake to Salesforce via Tableau Analytics](https://www.scalefree.com/knowledge/webinars/intermediate/snowflake-to-salesforce-via-tableau-analytics/) - Fragen Sie sich wie Sie Salesforce Tools nutzen können, um Ihr Snowflake Data Warehouse mit Salesforce zu verbinden und Dashboards mit Tableau zu erstellen? - [Warum Eigentlich Salesforce?](https://www.scalefree.com/knowledge/webinars/beginner/warum-eigentlich-salesforce/) - In diesem Webinar, Sie werden verstehen, wie Salesforce Ihre Arbeitsabläufe nahtlos integrieren und automatisieren kann, um Ihnen Zeit und Ressourcen zu sparen. - [Top 10 Salesforce Features – 2023 (German)](https://www.scalefree.com/knowledge/webinars/beginner/top-10-salesforce-features-2023-german/) - Entdecke die neuesten Entwicklungen für Salesforce vom Spring 23! Wir haben die Release-Notes durchgearbeitet, um dir die besten neuen Funktionen vorzustellen. - [Snackable Data Insights: Analytics Meets Salesforce Data Cloud](https://www.scalefree.com/knowledge/webinars/beginner/snackable-data-insights-analytics-meets-salesforce-data-cloud/) - In our webinar, we will explore together how we can make use of our data residing in Snowflake using Salesforce Data Cloud or Tableau. Extract value now! - [Salesforce World and Change Data Capture](https://www.scalefree.com/knowledge/webinars/beginner/salesforce-world-and-change-data-capture-2/) - Unleashing the Potential of Salesforce Change Data Capture. Plus, catch an exclusive recap of the Salesforce World Tour in November, all in one webinar! - [Salesforce and Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/beginner/salesforce-and-data-vault-2-0/) - Salesforce is a sophisticated source system. The successful integration into a Data Warehouse can be dependent on the general understanding of the system. - [Salesforce Sales Cloud Standard Data Model: Exploring the Fundamentals](https://www.scalefree.com/consulting/salesforce-solutions/salesforce-sales-cloud-standard-data-model-exploring-the-fundamentals/) - Empower your sales team by mastering the fundamental elements of Salesforce Sales Cloud. Dive into our video to unlock the potential of the Standard Data Model. - [Mastering Salesforce Lead Conversion: A Quick Guide for Beginners](https://www.scalefree.com/consulting/salesforce-solutions/mastering-salesforce-lead-conversion-a-quick-guide-for-beginners/) - We demystify the Lead Conversion process, empowering you to unlock the full potential of your sales endeavors within the Salesforce ecosystem. - [Salesforce Meets Data Vault](https://www.scalefree.com/blog/tools/salesforce-meets-data-vault-its-a-match/) - Data integration with Salesforce can be tricky and needs a system of business intelligence to handle thecomplexity. Find out how Data Vault can help! - [Scalefree @ IT-Tage 2025: Global Innovation, Local Trust](https://www.scalefree.com/blog/salesforce/scalefree-it-tage-2025-global-innovation-local-trust/) - The Scalefree Salesforce team daily focus is on evolving Customer Relationship Management, IT-Tage 2025 offered an impressive 360-degree view of the IT landscape. - [Data Vault & Data Mesh in a Data Fabric: A Modern Architecture Guide](https://www.scalefree.com/blog/data-vault/data-vault-data-mesh-in-a-data-fabric-a-modern-architecture-guide/) - Approaches like Data Fabric, Data Vault, and Data Mesh have become important for building data platforms and ensuring efficient processes. - [Data Vault Use Cases Beyond Classical Reporting – Part 3](https://www.scalefree.com/blog/data-vault/data-vault-use-cases-beyond-classical-reporting-part-3/) - Data Vault 2.0 enables to implement reporting beyond the traditional methods. In the first part, we demonstrated how to perform data cleansing in Data Vault. - [How to Get Data Out of Data Vault](https://www.scalefree.com/knowledge/webinars/intermediate/how-to-get-data-out-of-data-vault/) - Data Vault is a very flexible model when it’s about creating a scalable DWH design. This is due to splitting the data into 3 entities. - [Datensouveränität: Die souveräne Datenplattform als Weg zu unabhängigen Daten und sicherer KI](https://www.scalefree.com/blog/architecture/datensouveranitat-die-souverane-datenplattform-als-weg-zu-unabhangigen-daten-und-sicherer-ki/) - Datensouveränität wird oft als rein politisches Buzzword oder als bloße Compliance-Aufgabe z.B. im Rahmen von DSGVO und AI Act abgetan. - [Snapshot Based Bridge Table on Link and Effectivity Satellite](https://www.scalefree.com/knowledge/webinars/data-vault-friday/snapshot-based-bridge-table-on-link-and-effectivity-satellite-2/) - Snapshot based bridge table is a powerful tool in Data Vault modeling for handling changing relationships and tracking historical snapshots. Read it now! - [PII Business Keys: Best Practices for Artificial Hubs and Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/pii-business-keys-best-practices-for-artificial-hubs-and-satellites/) - Choosing the right approach for handling PII Business Keys depends on the specific use case and integration requirements. Read the article and watch the video! - [CDC, Status Tracking Satellite, and Delta Lake](https://www.scalefree.com/knowledge/webinars/data-vault-friday/cdc-status-tracking-satellite-and-delta-lake/) - The integration of Change Data Capture (CDC) data into the multi-active satellite and status tracking satellite is a nuanced topic. Learn more now! - [Agile Development in Data Warehousing with Data Vault 2.0](https://www.scalefree.com/blog/agile/agile-development-in-data-warehousing-with-data-vault-2-0/) - Agile methodologies bring flexibility and adaptability to data warehousing, making them a natural fit for modern approaches like Data Vault 2.0. Find out more! - [Multi-Active Satellites & Dependent Child Keys](https://www.scalefree.com/knowledge/webinars/data-vault-friday/multi-active-satellites-dependent-child-keys/) - Multi-active satellites and dependent child keys provide solutions for storing data with complex granularities in Data Vault models. Read it now! - [Loading CDC Data into Multi-Active Satellites and Status Tracking Satellites](https://www.scalefree.com/knowledge/webinars/data-vault-friday/loading-cdc-data-into-multi-active-satellites-and-status-tracking-satellites/) - Explore strategies for handling CDC data in Data Vault 2.0 when dealing with multi-active satellites, ensuring accurate and efficient data loading. Watch now! - [How to Deal With Late Arriving Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-deal-with-late-arriving-data/) - Late arriving or backdated data is a common challenge in data warehousing. In Data Vault, it is important to distinguish them. Read the full article now! - [Extending Satellites in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/extending-satellites-in-data-vault/) - "Changes in the source system (new column/s): New row in Extending Satellites or new Satellite?" Marc gives insights into handling changes in the source system. - [Differences between Data Vault 2.0 and Data Vault 2.1](https://www.scalefree.com/knowledge/webinars/data-vault-friday/differences-between-data-vault-2-0-and-data-vault-2-1-2/) - In this article, we’ll dive into the differences across three core areas and show you how Data Vault 2.1 enhances your ability to tackle modern data challenges. - [Data Vault Referential Integrity](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-referential-integrity-2/) - "How is referential integrity handled in DV 2.0?" Marc provides comprehensive insights into maintaining referential integrity in the Data Vault 2.0 framework. - [Data Vault on dbt Snapshots](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-on-dbt-snapshots/) - dbt snapshots are a powerful feature and fit nicely into modern data stacks. They can absolutely support Data Vault architectures. Find out more! - [Aggregate Measures Using Bridge Tables in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/aggregate-measures-using-bridge-tables-in-data-vault/) - In our ongoing series, our trainer, Marc Finger, dives into a pertinent question raised by our audience regarding aggregate measures in Data Vault. - [Visual Data Vault by Example: Satellites Modeling in the Health Care Industry](https://www.scalefree.com/blog/modeling/visual-data-vault-by-example-satellites-modeling-in-the-health-care-industry/) - Satellites add descriptive data to hubs and links. Descriptive data is stored in attributes. The individual attributes are added to the satellite. - [Visual Data Vault by Example: Links Modeling in the Banking Industry](https://www.scalefree.com/blog/modeling/visual-data-vault-by-example-modeling-in-the-banking-industry-2/) - The following article describes how to represent links using a Visual Data Vault example. Keep reading to find out more about this topic! - [The Value of Non-Historized Links](https://www.scalefree.com/blog/modeling/the-value-of-non-historized-links/) - Non-historized links, also known as Transaction Links, are one of the nuts and bolts of the Data Vault 2.0 framework. Keep reading to find out more! - [Data Vault Modeling: Visual Example in the Accounting Industry](https://www.scalefree.com/blog/modeling/data-vault-modeling-visual-example-in-the-accounting-industry/) - With the addition of architecture and process definition in Data Vault 2.0, Dan Linstedt has standardized Data Vault modeling. Read it now to learn more! - [What to Consider for Naming Conventions in Data Warehousing – Part 1](https://www.scalefree.com/blog/data-warehouse/naming-conventions/) - An initial decision of critical importance within Data Vault development relates to the definition of naming conventions. Find out more here! - [Data Vault in a Data Mesh Approach](https://www.scalefree.com/blog/data-warehouse/data-vault-in-a-data-mesh-approach/) - Dive into the integration of Data Vault within the context of Data Mesh, the journey into the future of scalable and decentralized data architectures. - [10 Essential Skills Your Team Needs to Build an Analytical Data Platform](https://www.scalefree.com/blog/data-warehouse/10-essential-skills-your-team-needs-to-build-an-analytical-data-platform/) - Building a modern analytical data platform is more than just choosing the right database or ETL tool. Read now and explore ten essential skills your team needs. - [Why Should I Use Data Vault 2.0?](https://www.scalefree.com/blog/data-vault/why-should-i-use-data-vault-2-0/) - This blog article discusses some features where Data Vault 2.0 can shine and why you should use it. Keep reading to find out more about Data Vault 2.0! - [What’s New in Data Vault?](https://www.scalefree.com/blog/data-vault/whats-new-in-data-vault/) - Attendees of our trainings ask us what the difference between “Building a Scalable Data Warehouse with Data Vault 2.0” and our current consulting practice is. Learn more - [What’s New in Data Vault 2.1 and Why It Matters for Modern Data Warehousing](https://www.scalefree.com/blog/data-vault/whats-new-in-data-vault-2-1-and-why-it-matters-for-modern-data-warehousing/) - What’s new in Data Vault 2.1 compared to 2.0, what these updates mean for practitioners, and how you can take advantage to become officially certified. Read now! - [Managed Self-Service BI: Success in Spite of Stringent Regulation](https://www.scalefree.com/blog/data-vault/success-in-spite-of-stringent-regulation/) - The events that unfolded during the various financial crises at the start of the century left governments the world over seeking to impose stricter regulation. - [Still Struggling with GDPR?](https://www.scalefree.com/blog/data-vault/still-struggling-with-gdpr/) - The new General Data Protection Regulation (GDPR) is a law that affects all companies over the world who have personal data from EU-citizens. Learn more! - [Multi-Temporality in Data Vault 2.0 – Part 2: A Practical Example](https://www.scalefree.com/blog/data-vault/multi-temporality-in-data-vault-2-0-part-2-a-practical-example/) - This article explores managing multi-temporality in Data Vault 2.0 using a travel industry scenario. Keep reading to learn more about this topic, - [Multi-Temporality in Data Vault 2.0 – Part 1](https://www.scalefree.com/blog/data-vault/multi-temporality-in-data-vault-2-0-part-1/) - The following article gives an overview of the theoretical understanding of Multi-Temporality in a data warehouse. Keep reading to find out more - [The Latest Innovations of Data Vault 2.0](https://www.scalefree.com/blog/data-vault/latest-innovations-of-data-vault/) - Data Vault 2.0 delivers architecture, modeling, and implementation solutions how to handle delete requests of personal data through your Data Warehouse tiers. - [How to Implement Insert Only in Data Vault 2.0?](https://www.scalefree.com/blog/data-vault/insert-only-in-data-vault/) - Skilled modeling is important to harness the full potential of Data Vault 2.0, especially with an insert only architecture. Find out more here! - [How to Combine Managed Self-Service BI with Data Vault 2.0?](https://www.scalefree.com/blog/data-vault/how-to-combine-managed-self-service-bi-with-data-vault-2-0/) - This article explores how combining Managed Self-Service BI with Data Vault 2.0 enables organizations to balance data governance and agility. Find out more! - [Hash Keys in Data Vault](https://www.scalefree.com/blog/data-vault/hash-keys-in-the-data-vault/) - Data Vault 2.0 introduces hash keys to enhance the traditional Data Vault model, bringing several advantages to data warehousing. Find out more! - [Alternative to the Driving Key Implementation in Data Vault 2.0](https://www.scalefree.com/blog/data-vault/driving-key-implementation-in-data-vault/) - There is a special case when a part of the hub references stored in a link can change. What is the alternative to the Driving Key implementation in Data Vault? - [Delete and Change Handling Approaches in Data Vault 2.0 Without a Trail](https://www.scalefree.com/blog/data-vault/delete-and-change-handling-approaches-in-data-vault-2-0-without-a-trail/) - In this article we will show you how to use counter records for change or delete practices in Data Vault 2.0. Keep reading to find out more! - [Data Vault Use Cases Beyond Classical Reporting – Part 2](https://www.scalefree.com/blog/data-vault/data-vault-use-cases-beyond-classical-reporting-part-2/) - As we first introduced in the Data Vault Use Cases article series, the Enterprise Data Warehouse (EDW) can do more than just simple reporting and dashboarding. - [Data Vault Use Cases Beyond Classical Reporting – Part 1](https://www.scalefree.com/blog/data-vault/data-vault-use-cases-1/) - While EDW's are traditionally used for reporting and dashboarding, with Data Vault, their true potential lies far beyond these applications. Find out more! - [Bridge Tables 101: Why They Are Useful](https://www.scalefree.com/blog/data-vault/bridge-tables-101/) - Bridge tables are special entities within the Data Vault that leverage query performance on the way out of the Data Vault. Read it now and learn why. - [About Information Marts in Data Vault 2.0 – Part 1](https://www.scalefree.com/blog/data-vault/about-information-marts-in-data-vault-2-0-part-1/) - In the Data Vault 2.0 architecture, information marts are used to deliver information to the end-users. Find out more about Information Marts here! - [Write Backs in the Enterprise Data Warehouse Architecture](https://www.scalefree.com/blog/architecture/write-backs-in-the-enterprise-data-warehouse-architecture/) - This issue covers write backs into the enterprise data warehouse and how the Data Vault 2.0 architecture can facilitate it. Keep reading to find out more! - [Hybrid Architecture in Data Vault 2.0](https://www.scalefree.com/blog/architecture/hybrid-architecture-in-data-vault-2-0/) - Business users expect their data warehouse systems to load and prepare more and more data, find out how to do this with a hybrid architecture! - [Capturing Semi-Structured Descriptive Data](https://www.scalefree.com/blog/architecture/capturing-semi-structured-descriptive-data/) - As to capture the descriptive data, which in this case is the describing factor of the business keys, satellite entities are used in Data Vault. - [An Enterprise Document Warehouse Architecture](https://www.scalefree.com/blog/architecture/an-enterprise-document-warehouse-architecture/) - A common requirement for enterprise data warehousing is to provide an analytical model for information delivery, for example in a dashboard or reporting. - [How to Scale in a Disciplined Agile Manner?](https://www.scalefree.com/blog/agile/scale-in-a-disciplined-agile-manner/) - There are two visions to scale agile: tailoring agile strategies to address the scaling challenges – such as geographic distribution, regulations and team size. - [Advantages for Virtualization in the Data Vault](https://www.scalefree.com/knowledge/solutions/advantages-for-virtualization-in-the-data-vault/) - In traditional data warehousing, a common strategy involves materializing data marts to enhance performance. What are the advantages of virtualization? - [Zero Key Concepts in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/zero-key-concepts-in-data-vault/) - "In Hubs, we add two ghost records: one with Zero Key and another with error key. My question is in which cases should we use the ffff key instead." - [Handling Validation of Relationships in Data Vault 2.0](https://www.scalefree.com/blog/data-vault/handling-validation-of-relationships-in-data-vault-2-0/) - There are different ways of handling validation of relationships from source systems. Keep reading to find out how this is done in Data Vault 2.0. - [Is the Data Warehouse Dead?](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/is-the-data-warehouse-dead/) - Blogs and conferences proclaim its death, replaced by the data lake, data lakehouse, or even the elusive “data mesh.” But is the data warehouse really dead? - [Expanding Agile Practices and Embracing Data Governance](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/expanding-agile-practices-and-embracing-data-governance/) - Integrating data governance with agile practices ensures a structured yet adaptable approach that allows innovation while maintaining control and data security. - [Data Governance in Agile Teams: Balancing Speed and Compliance](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/data-governance-in-agile-teams-balancing-speed-and-compliance/) - In today’s world of analytics and data, organizations face a challenge: stay agile while maintaining strong data governance. Read the article to find more! - [Implementing a Business Glossary: A Step-by-Step Guide](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/implementing-a-business-glossary-a-step-by-step-guide/) - Implementing a Business Glossary is a crucial step toward achieving data consistency, improving communication, and ensuring compliance. Watch the video now! - [Data Lineage: Mapping Data Flows for Decisions and Compliance](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/data-lineage-mapping-data-flows-for-decisions-and-compliance/) - We’ll explore what data lineage is, why it matters for modern data teams and how to implement it effectively using manual and automated approaches. Read it now! - [Building Responsible AI Systems Under the EU AI Act](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/building-responsible-ai-systems-under-the-eu-ai-act/) - As AI adoption grows, compliance with the EU AI Act is essential for organizations aiming to create AI systems responsibly. Read the article now! - [Learning from DORA: Data Governance Lessons for All Institutions](https://www.scalefree.com/knowledge/webinars/beginner/learning-from-dora-data-governance-lessons-for-all-institutions/) - Want to improve the ability to withstand digital disruptions? Unpack the key lessons from DORA providing practical takeaways you can implement immediately. - [Leveraging Snowflake and Data Vault 2.0 for Enhanced Scalability, Performance, and Cost Efficiency](https://www.scalefree.com/blog/tools/snowflake-and-data-vault-2-0-for-enhanced-scalability-performance-and-cost-efficiency/) - Snowflake, a state-of-the-art cloud data platform, and Data Vault 2.0's long-term historical storage of data, revolutionize data management. - [Seamless Agile Project Management in the BI Landscape](https://www.scalefree.com/blog/agile/seamless-agile-project-management-in-the-bi-landscape/) - Agile project management has gained significant popularity in the corporate world due to its emphasis on collaboration, customer feedback, and development. - [Utilizing Potentials of Data Vault 2.0 – Overcoming Bad Practices – Part 2](https://www.scalefree.com/knowledge/webinars/intermediate/utilizing-potentials-of-data-vault-2-0-overcoming-bad-practices-part-2/) - This webinar describes common Bad Practices of Data Vault, their consequences, and the solution to eliminate them from your current or in your future projects. - [The Power of Data Contracts: From Data Chaos to Cohesion](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/the-power-of-data-contracts-from-data-chaos-to-cohesion/) - Data contracts are a powerful tool for transforming your data landscape from a state of chaos to one of cohesion and trust. Read the full article to know more! - [Know Your Data: Making Data Ownership Work for You](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/know-your-data-making-data-ownership-work-for-you/) - Data ownership is more than an administrative necessity; it is a strategic asset that underpins compliance, quality, and overall business success. Watch it now! - [Use Data Vault 2.0 to Tackle GDPR](https://www.scalefree.com/knowledge/webinars/data-vault-friday/use-data-vault-2-0-to-tackle-gdpr/) - This article outlines how Data Vault 2.0 can simplify compliance with GDPR while maintaining the integrity of your data warehouse. Read it now! - [The Business Value of Data Vault – and Why It Matters](https://www.scalefree.com/knowledge/webinars/data-vault-friday/the-business-value-of-data-vault-and-why-it-matters/) - The Business Value of Data Vault Data Vault is not just another data model. It’s a pragmatic architecture and methodology built for change, auditability, automation and fast delivery — and those traits translate directly into measurable business advantages compared with traditional approaches or doing nothing at all. In this article:Why we need a different approach - [Cost Factors in Implementing and Maintaining Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/the-business-value-of-data-vault-and-why-it-matters-2/) - When it comes to Data Vault, understanding the cost factors early on can help organizations budget realistically and avoid painful surprises later. Read it now! - [How Long Does The Data Vault Certification Take? Timeline Explained](https://www.scalefree.com/blog/data-vault/how-long-does-the-data-vault-certification-take/) - Find out exactly how long the CDVP2.1 Data Vault certification takes: 15h pre-course videos, 3-day live training, 8-week exam window and 2 attempts included. - [dbt Fusion Demo: Dialect-Aware Validation, State-Aware Orchestration & Efficient Testing](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-fusion-demo-dialect-aware-validation-state-aware-orchestration-efficient-testing/) - Read now to discover how dbt Fusion streamlines data workflows in a live demo that showcases error validation, state-based orchestration, and efficient testing. - [Why Split Hubs Are a Data Vault Anti-Pattern](https://www.scalefree.com/knowledge/webinars/data-vault-friday/why-split-hubs-are-a-data-vault-anti-pattern/) - Read now why splitting Data Vault split Hubs by source system is an anti-pattern and how passive integration keeps your Raw Data Vault clean and scalable. - [Hash Keys and Modern Data Platforms](https://www.scalefree.com/knowledge/webinars/data-vault-friday/hash-keys-and-modern-data-platforms/) - Explore why Data Vault hash keys outperform sequences and business keys on Snowflake and modern MPP platforms. Make the right architectural choice! - [How to Define SCD Type 2 Dimension Keys in a Data Vault Solution](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-define-scd-type-2-dimension-keys-in-a-data-vault-solution/) - See how Data Vault handles SCD Type 2 dimension keys using the Dimension Hash Key pattern and PIT Tables. Build accurate history-aware dimensions the right way! - [Set Based Multi-Active Satellite Derived From Record Level Multi Active Satellite](https://www.scalefree.com/knowledge/webinars/data-vault-friday/set-based-multi-active-satellite-derived-from-record-level-multi-active-satellite/) - Learn how to reconstruct full Multi-Active Satellite groups from delta loads and manage granularity using PIT Tables in Data Vault 2.1. Explore the pattern! - [Using BEAM to Accelerate Data Vault Implementation](https://www.scalefree.com/knowledge/webinars/data-vault-friday/using-beam-to-accelerate-data-vault-implementation/) - Discover how BEAM Modeling and Data Vault work together to accelerate implementation and align business and IT. Master the synergies between both methodologies! - [Same-as-Links: Enterprise-Wide Deduplication Across Multiple Sources](https://www.scalefree.com/knowledge/webinars/data-vault-friday/same-as-links-enterprise-wide-deduplication-across-multiple-sources/) - Master Same-as-Links in Data Vault 2.1 and discover how SALs enable enterprise-wide deduplication across multiple sources in Raw and Business Vault. Read now! - [Data Vault Glossary: Hub, Link, Satellite, Business Vault, and More](https://www.scalefree.com/blog/data-vault/data-vault-glossary-hub-link-satellite-business-vault-and-more/) - Explore the essential Data Vault glossary: Hub, Link, Satellite, Business Vault, Hash Key, PIT tables and more, every key concept explained clearly. Start here! - [Singer Open Source Production Grade Data Integration – Part 1](https://www.scalefree.com/blog/tools/singer-open-source-production-grade-data-integration-part-1/) - We introduced an open source framework for ELT processes called Singer. It can be wrapped up using another tool which adds more interesting features to Singer. - [The Battle Of Table Formats: Iceberg vs Delta vs Hudi](https://www.scalefree.com/blog/architecture/the-battle-of-table-formats-iceberg-vs-delta-vs-hudi/) - The Battle Of Table Formats: Iceberg Vs Delta Vs Hudi Selecting the right open-source table format is about securing your infrastructure strategy. - [The Benefits of Data Warehouse and Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/the-benefits-of-data-warehouse-and-data-vault/) - Explore the benefits of data warehouse and Data Vault, when to invest, and how to explain their value to non-technical stakeholders. Watch the video! - [Soft Deletes in Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/soft-deletes-in-data-vault-2-0/) - "Can you use soft deletes for GDPR or Security in Data Vault?" Lorenz provides valuable insights into the application of soft deletes in Data Vault framework. - [Row- & Column-Level Security in the Reporting Layer](https://www.scalefree.com/knowledge/webinars/data-vault-friday/row-column-level-security-in-the-reporting-layer/) - In this article, we’ll walk through the reasoning behind row- and column-level security, explain why hard-coded rules don’t scale. Read it now! - [Record Source for Links in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/record-source-for-links-in-data-vault/) - "A Link refers to multiple Hubs, but we only have one Record Source. Or the Link is loaded from more than one Source System. What do we use as a Record Source?" - [Metadata Translation in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/metadata-translation-in-data-vault/) - Our EDW should use English entity names for hubs, links, and satellites. However, our sources are in other languages. Where is the best to translate Metadata? - [Masking Business Keys from Hubs for Privacy in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/masking-business-keys-from-hubs-for-privacy-in-data-vault/) - "How to mask business keys from Hubs in a GDPR-compliant way?" Lorenz provides guidance on masking business keys while ensuring compliance GDPR regulations. - [How to Track Soft Deletes in an Insert Only Data Vault 2.0 Architecture](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-track-soft-deletes-in-an-insert-only-data-vault-2-0-architecture/) - In our ongoing series, Lorenz Kindling addresses a question from the audience about managing soft deletes in an insert-only data environment. Learn more! - [Best Practices for Managing Costs in Data Warehousing](https://www.scalefree.com/knowledge/webinars/data-vault-friday/best-practices-for-managing-costs-in-data-warehousing/) - Managing Costs in Data Warehousing requires early planning, stakeholder involvement, and regular monitoring. Read it now! - [Agile Development with Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/data-vault-friday/agile-development-with-data-vault-2-0/) - "I have a problem with the business value not delivering. Is there a perfect solution?" Lorenz delves into overcoming challenges related to agile development. - [Real-Time Data Warehousing and Business Intelligence with Data Vault 2.0 and AWS Kinesis](https://www.scalefree.com/blog/data-warehouse/real-time-data-warehousing-and-business-intelligence-with-data-vault-2-0-and-aws-kinesis/) - Real-time data streaming enables companies to make data-driven decisions instantly. Data Vault 2.0 combined with AWS Kinesis provides a future-proof solution. - [Typical Mistakes in Agile Approaches and How to Avoid Them](https://www.scalefree.com/knowledge/webinars/beginner/typical-mistakes-in-agile-approaches-and-how-to-avoid-them/) - In our webinar 'Typical Mistakes in Agile Approaches' we'll explore the world of Agile Project Management, introducing Scrum as a powerful framework. - [Handling Zero Key References and Optional Data](https://www.scalefree.com/knowledge/webinars/data-vault-friday/handling-zero-key-references-and-optional-data/) - Learn to model optional relationships, CDC vs. multi-active Satellites, Zero Key References, and why filter conditions in Raw Data Vault loading break things. - [Understanding Error Keys in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/understanding-error-keys-in-data-vault/) - Learn how the all-zeros and error keys handle missing, ugly, and bad data across your Data Vault 2.1 model. Discover now the full pattern! - [Data Vault in a Microservices Architecture](https://www.scalefree.com/knowledge/webinars/data-vault-friday/data-vault-in-a-microservices-architecture/) - Handle hundreds of ephemeral Microservices Architecture sources using JSON Satellites and Non-Historized Links instead of 500 tables. See how it works! - [How Do You Model External Business Logic In Data Vault?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-do-you-model-external-business-logic-in-data-vault/) - Learn how to model external API calls and script integrations in Data Vault using Raw Vault, Business Logic, and Interface Marts. Find out how! - [Capturing Changing Inventory Levels in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/capturing-changing-inventory-levels-in-data-vault/) - Learn how to model inventory snapshots and corrections in Data Vault using Non-Historized Links and counter transactions. Start modeling today! - [Integration from WooCommerce to Salesforce (with AWS)](https://www.scalefree.com/blog/salesforce/integration-from-woocommerce-to-salesforce-with-aws/) - WooCommerce, a robust e-commerce solution, is built upon the open-source WordPress platform. Salesforce integration offers a myriad of advantages. Read it now! - [Salesforce Spring’26 Update in a Nutshell](https://www.scalefree.com/blog/salesforce/salesforce-spring26-update-in-a-nutshell/) - The Salesforce Spring’26 release has officially arrived, designed to increase administrative efficiency and improve the end-user experience. Read the article! - [Processing Enterprise Data with Documents in MongoDB](https://www.scalefree.com/blog/tools/processing-enterprise-data-with-documents-in-mongodb/) - Today’s organizations receive and process enterprise data from a variety of sources, including mobile applications, social media, artificial intelligence, etc. - [Document Processing in MongoDB](https://www.scalefree.com/blog/tools/document-processing-in-mongodb/) - This article describes the basics of querying and modifying data in MongoDB with a focus on the basics needed for the Data Vault load as well as query patterns. - [Agile Data Warehousing: An Introduction](https://www.scalefree.com/knowledge/webinars/beginner/agile-data-warehousing-an-introduction/) - This webinar overviews a disciplined, hybrid approach to agile data warehousing. This methodology is mostly agile, adopting great lean and traditional ideas. - [Agile Data Warehousing: Addressing the Hard Problems](https://www.scalefree.com/knowledge/webinars/beginner/agile-data-warehousing-addressing-the-hard-problems/) - This free webinar overviews a disciplined, hybrid approach to agile data warehousing. Learn how it works in practice, the full lifecycle from beginning to end. - [Ensuring Data Quality in Your Data Warehouse](https://www.scalefree.com/blog/data-warehouse/ensuring-data-quality-in-your-data-warehouse/) - Poor data quality can lead to inaccurate insights, flawed decision-making, and compromised business success. Find out how to ensure high-quality data warehouse! - [Salesforce Spring ‘24 Update for Data People](https://www.scalefree.com/knowledge/webinars/beginner/salesforce-spring-24-update-for-data-people/) - Join our webinar Salesforce Spring '24 Update for Data People to get a firsthand look at the newest features designed for data enthusiasts. - [Designing the Business Vault: Key Strategies for Effective Data Organization](https://www.scalefree.com/blog/data-vault/designing-the-business-vault-key-strategies-for-effective-data-organization/) - Data Vault 2.0 has emerged as a comprehensive framework, offering agility, scalability and adaptability. At the heart of this framework lies the Business Vault. - [Automating a Scalable Data Warehouse with Data Vault Builder](https://www.scalefree.com/knowledge/webinars/beginner/automating-a-scalable-data-warehouse-with-data-vault-builder/) - Join us for an insightful webinar on automating a Data Warehouse with Datavault Builder. You will learn why Data Vault 2.0 is designed for automation. - [Unlock Success: Dive into the Salesforce Summer Release ‘24!](https://www.scalefree.com/knowledge/webinars/beginner/unlock-success-dive-into-the-salesforce-summer-release-24/) - Get Ahead of the Curve with the Salesforce Summer Release 2024! Discover what's in store and how these upcoming updates will revolutionize your business. - [Master Data Governance: Understanding the EU's Data Act](https://www.scalefree.com/blog/data-vault/master-data-governance-understanding-the-eus-data-act/) - The EU's Data Act is on the horizon, promising to reshape how businesses access and utilize data according to Data Governance. Join us for our free webinar. - [CI/CD: Practical Insights into Automating Data Vault 2.0 with dbt](https://www.scalefree.com/blog/data-vault/ci-cd-practical-insights-into-automating-data-vault-2-0-with-dbt/) - CI/CD pipelines are becoming increasingly important for ensuring that software updates can be released cost-effectively while maintaining high quality. - [Data Migration - Ensuring Data Accuracy and Compliance During a Migration](https://www.scalefree.com/blog/tools/data-migration-ensuring-data-accuracy-and-compliance-during-a-migration-leveraging-dbt-and-great-expectations/) - Data migration is a complex process that requires careful planning and execution. - [Key Factors for Data Vault Automation](https://www.scalefree.com/knowledge/webinars/intermediate/key-factors-for-data-vault-automation/) - Join us for a free webinar on "Key Factors for Data Vault Automation" where we will delve into the powerful capabilities of Datavault Builder. Register now! - [Data Streaming in Snowflake](https://www.scalefree.com/blog/tools/data-streaming-in-snowflake/) - Get an overview of the possibilities for data streaming using Snowflake and the various built-in tools and techniques Snowflake provide. - [From Vaults to Value: Scalefree & Coalesce Transforming Data Automation](https://www.scalefree.com/blog/tools/from-vaults-to-value-scalefree-coalesce-transforming-data-automation/) - Dive into the details of how Scalefree and Coalesce are working together to reshape data automation. Read the full article! - [Behind the Branches - Navigating Git Workflows in Modern DevOps](https://www.scalefree.com/consulting/devops-solutions/behind-the-branches-navigating-git-workflows-in-modern-devops/) - In this article, we’ll provide a structured overview of common Branches and typical challenges developers face when using them. Read now to find out more! - [How to Get Your Data Platform Ready for Agentic AI](https://www.scalefree.com/knowledge/webinars/beginner/how-to-get-your-data-platform-ready-for-agentic-ai/) - Not long ago, simple LLMs were the pinnacle of AI. Today, they can feel almost rudimentary, as the domain of AI is rapidly evolves. Read about AI Agents. - [The AI-Enabling Data Platform: Unlocking Scalable, High-Quality AI Applications](https://www.scalefree.com/knowledge/webinars/beginner/the-ai-enabling-data-platform-unlocking-scalable-high-quality-ai-applications-2/) - Is your company building an AI time bomb? Many businesses are rushing to deploy AI prototypes that look impressive during a demo but hide massive, systemic risks. - [Rising Complexity in BI Solutions](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/rising-complexity-in-bi-solutions/) - This article summarizes the main drivers of BI solutions change, the practical impacts on teams and projects, and concrete responses you can apply now! - [From Warehouses to Platforms: Why Should We Change Our Wording?](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/from-warehouses-to-platforms-why-should-we-change-our-wording/) - By using the term Data Platform, we acknowledge this reality and offer a unifying concept that bridges technology, people, and innovation. Watch it now! - [Bridging Domain Ownership and Data Products in Data Mesh Using Data Vault 2.0](https://www.scalefree.com/knowledge/webinars/expert-sessions/inside-modern-data-teams/expanding-agile-practices-and-embracing-data-governance-2/) - The Data Mesh paradigm is revolutionizing how organizations manage and utilize their data. Read now to know how it aligns with Data Vault 2.0 to enhance data. - [Best Practices for Maximizing Efficiency and Effectiveness When Working with WhereScape](https://www.scalefree.com/blog/tools/best-practices-for-maximizing-efficiency-and-effectiveness-when-working-with-wherescape/) - In the realm of fast-paced data management, efficiency and effectiveness are paramount. Delve into the best practices for maximizing efficiency with WhereScape. - [Realtime Delta Application in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/realtime-delta-application-in-data-vault/) - "We have a list of attributes that the end user is interested specifically in the Customer dimension. How would you manage this in Realtime Delta Application?" - [Realtime Architecture in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/realtime-architecture-in-data-vault/) - "What additional steps are there in a Realtime Architecture pattern on top of the batch loading pattern?" Michael focuses on incorporating loading patterns. - [Processing CDC Data in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/processing-cdc-data-in-data-vault/) - "Our sources deliver CDC data. Are there any DV standards/best practices on how to model and process this kind of data?" Julian talks about Change Data Capture. - [Persistent Staging Area vs Transient Staging Area: Key Differences and When to Use Each](https://www.scalefree.com/knowledge/webinars/data-vault-friday/persistent-staging-area-vs-transient-staging-area-key-differences-and-when-to-use-each/) - In most modern, data-driven organizations, a Persistent Staging Area offers the flexibility and robustness needed to manage data complexity. Watch it now! - [Maintaining the Hash Diff](https://www.scalefree.com/knowledge/webinars/data-vault-friday/maintaining-the-hash-diff/) - Adopting a thoughtful approach to Hash Diff calculation can minimize manual maintenance, ensure data consistency, and optimize storage. Watch the video now! - [Loading Historical Data in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/loading-historical-data-in-data-vault/) - "One of our sources delivers all the historical data in one batch. So all the records have the same load date. How can I load the data into the EDW properly?" - [How to Implement Data Quality Techniques](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-implement-data-quality-techniques/) - "Where to implement data quality techniques? Is it possible to clean dirty data at the entry point into the raw data vault?" Julian's expertise shines as he navigates this critical terrain. - [Information Delivery with Multi-Activity in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/information-delivery-with-multi-activity-in-data-vault/) - "I want to create a dimension with 3 standard satellites and 1 Multi-Activity satellite, attached to the same hub. Is there a best practice for DV modeling?" - [How to Model Multi-Type Business Keys in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-model-multi-type-business-keys-in-data-vault/) - In this article, we’ll walk through how to model such a scenario in Data Vault, how to think about Links, and business key types. Watch the full video! - [From Manual Scripts to Automated CI/CD Pipelines](https://www.scalefree.com/knowledge/webinars/data-vault-friday/from-manual-scripts-to-automated-ci-cd-pipelines/) - In this article, we’ll explore how to move from manual scripts to automated CI/CD pipelines for your data warehouse. Read it now and learn more! - [Working With Semi-structured Data](https://www.scalefree.com/knowledge/webinars/expert-sessions/wherescape/working-with-semi-structured-data/) - Semi-structured data, such as JSON, is increasingly common in modern data ecosystems. But how should you store and handle it? Watch the video session now! - [Why Do We Need Hubs in Data Vault?](https://www.scalefree.com/knowledge/webinars/data-vault-friday/why-do-we-need-hubs-in-data-vault/) - Data Vault modeling is a powerful methodology for building robust and scalable data warehouses. One of its core components are Hubs. Learn more here! - [Processing Streaming Data in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/processing-streaming-data-in-data-vault/) - For those navigating the complexities of integrating real-time data seamlessly into their Data Vault setup, Julian’s expertise provides valuable insights. - [Ghost Record Loading in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/ghost-record-loading-in-data-vault/) - "What is the best approach to load ghost records? How does a ghost record look like?" Julian explores the topic of loading ghost records into satellite tables. - [Automation Options for Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/automation-options-for-data-vault/) - How Automation Tools Are Changing the Game Quick takeaway: Automation for Data Vault spans multiple waves — from template-driven code generation that builds the vault structure to modern generative-AI tools that help discover the model itself and AI copilots that accelerate business-rule development. Combined, these approaches dramatically cut time-to-value, reduce errors, and let teams focus - [What is Data Vault 2.0? – Agile Big Data Management](https://www.scalefree.com/knowledge/webinars/beginner/what-is-data-vault-2-0-agile-big-data-management/) - Learn, what the common problems in data warehouse projects are, and how a Data Vault solution can solve them. - [Why Data Vault 2.0 Is the Best Data Model for Automation](https://www.scalefree.com/knowledge/webinars/intermediate/why-data-vault-2-0-is-the-best-data-model-for-automation/) - You’ll learn how the Data Vault model and its methodology and architecture leverage automation. And how we use Data Vault integration standards to pave the way. - [Utilizing Potentials of Data Vault 2.0 – Overcoming Bad Practices – Part 1](https://www.scalefree.com/knowledge/webinars/intermediate/utilizing-potentials-of-data-vault-2-0-overcoming-bad-practices-part-1/) - What are common mistakes when applying Data Vault 2.0 in enterprise data warehouse projects? Watch our webinar and learn how to overcome bad practices. - [Stärken der Datenanalyse Innerhalb von Salesforce](https://www.scalefree.com/knowledge/webinars/intermediate/starken-der-datenanalyse-innerhalb-von-salesforce/) - In diesem Webinar erfahren Sie, wie Sie Salesforce-Reports erstellen und nutzen können, um aussagekräftige Einblicke in Ihre KPI zu gewinnen. - [Wie Integriere Ich Meine Office-Welt in Salesforce](https://www.scalefree.com/knowledge/webinars/beginner/wie-integriere-ich-meine-office-welt-in-salesforce/) - Entdecken Sie in unserem Webinar, wie Sie Ihre Office-Welt und alle dazugehörigen Abteilungen eines Unternehmens in die Salesforce-Umgebung integrieren können. - [Top 10 Salesforce Features – 2022 (German)](https://www.scalefree.com/knowledge/webinars/beginner/top-10-salesforce-features-2022-german/) - In diesem Webinar schauen wir uns unsere Top 10 besten Salesforce Features in 2022 an. Egal ob Neuheiten oder Änderungen aus den großen 3 Updates dieses Jahres. - [Salesforce Marketing Cloud Overview](https://www.scalefree.com/consulting/salesforce-solutions/salesforce-marketing-cloud-overview/) - In this Video we will have a quick overview of the Salesforce Marketing Cloud. We will show you how you can get the Marketing Cloud for test purposes. - [Agile Kanban Made Easy for Salesforce: Introducing the MOWI App](https://www.scalefree.com/blog/agile/agile-kanban-made-easy-for-salesforce-introducing-the-mowi-app/) - Many organizations struggle with integrating Agile Kanban into their existing systems. MOWI is an application that brings boards directly into Salesforce. - [Monitoring of a Snowflake Powered EDW](https://www.scalefree.com/blog/tools/monitoring-of-a-snowflake-powered-edw/) - Focusing on techniques as well as built-in tools to analyze bottlenecks, we want to increase performance and decrease unnecessary costs in Snowflake. Read now! - [Monitoring of a Data Vault-Powered EDW](https://www.scalefree.com/blog/data-warehouse/monitoring-of-a-data-vault-powered-edw-2/) - The monitoring approaches below focus on giving an overview of different possibilities to grant insights into the performance of your data warehouse solution. - [Speed Up Your Vault with VaultSpeed – Success Through Automation – Part 1](https://www.scalefree.com/knowledge/webinars/intermediate/speed-up-your-vault-with-vaultspeed-success-through-automation-part-1/) - In this Webinar, we take a closer look at Data Warehouse Automation and how easily it can be implemented. Learn about Data Warehouse Automation and VaultSpeed. - [Speed Up Your Vault with VaultSpeed – Success Through Automation – Part 2](https://www.scalefree.com/knowledge/webinars/intermediate/speed-up-your-vault-with-vaultspeed-success-through-automation-part-2/) - In this Webinar, we take a closer look at Data Warehouse Automation and how easily it can be implemented. Learn about Data Warehouse Automation and VaultSpeed. - [Speed Up Your Data Vault 2.0 Implementation with Turbovault4DBT](https://www.scalefree.com/blog/tools/speed-up-your-data-vault-2-0-implementation-with-turbovault4dbt/) - Scalefree released TurboVault4dbt, an open source package to automate model generation using DataVault4dbt-compatible templates based on your sources’ metadata. - [Semantic Models and Metrics](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/semantic-models-and-metrics/) - A semantic model is a layer of abstraction that defines business-friendly terms and metrics on top of raw or transformed data. Check out thois article! - [DBT Next Chapter with SDF - From SQL Strings to Semantic Insights](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-next-chapter-with-sdf-from-sql-strings-to-semantic-insights/) - The acquisition of SDF marks a significant milestone for dbt, bringing true SQL comprehension into the platform. Read it to explore what it means for dbt users. - [dbt Fusion Explained: The Next Step in dbt’s Evolution](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-fusion-explained-the-next-step-in-dbts-evolution/) - If your team regularly works on large-scale dbt projects or you’re chasing every millisecond of performance, dbt Fusion is a game‑changer. Read the article now! - [5 Ways of Testing Your Data Pipelines with dbt](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/5-ways-of-testing-your-data-pipelines-with-dbt/) - Read now to explore five testing strategies you can implement with dbt to catch issues early, enforce data pipelines, and build confidence in your analytics. - [Exploring datavault4dbt: A Practical Series on the dbt Package for Data Vault 2.0 - Vol. 2: Standard Entities in the Raw Vault](https://www.scalefree.com/blog/tools/exploring-datavault4dbt-a-practical-series-on-the-dbt-package-for-data-vault-2-0-vol-2-standard-entities-in-the-raw-vault/) - We delve into the creation of our staging layer using DataVault4dbt, learn how to build standard Raw Vault entities! Read the full article now! - [How Can DataOps Support and Improve Your Data Solution?](https://www.scalefree.com/consulting/devops-solutions/how-can-dataops-support-and-improve-your-data-solution/) - Learn how DataOps can revolutionize your data solution, overcome traditional challenges, and unlock the full potential of your data for modern business success. - [The Potentials of Microsoft Fabric for Business Intelligence Solutions](https://www.scalefree.com/blog/tools/the-potentials-of-microsoft-fabric-for-business-intelligence-solutions/) - Microsoft Fabric is an all-in-one cloud-based analytics platform that provides a unified environment for data professionals. Keep reading to find out more - [Technical Tests of a Data Vault Powered EDW](https://www.scalefree.com/blog/data-warehouse/technical-tests-of-a-data-vault-powered-edw/) - In this newsletter, we’ll discuss and make an overview of different methods and approaches when performing technical tests of a Data Vault-powered EDW. - [Snapshots in dbt](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/snapshots-in-dbt/) - dbt snapshots allow you to "look back" at historical data by capturing changes in your database tables. Watch the video to learn more! - [Model Access in dbt: Governing Analytics at Scale with Groups](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/model-access-in-dbt-governing-analytics-at-scale-with-groups/) - Groups and model access provide simple but powerful tools to define ownership, enforce boundaries, and enable safe reuse of analytics models. Read it now! - [Microbatch Incremental Models: A New Approach to Large Time-Series Data](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/microbatch-incremental-models-a-new-approach-to-large-time-series-data/) - Microbatch is a powerful new approach to incremental data processing in dbt Core. It simplifies data modeling while improving efficiency and scalability. Read! - [How to Publish Power BI Reports with the dbt Semantic Layer](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/how-to-publish-power-bi-reports-with-the-dbt-semantic-layer/) - We continue the journey by publishing that report to Power BI Service and configuring the connection to the dbt Semantic Layer. Read the full article now! - [How to Monitor Data Reliability with dbt Source Freshness in dbt Cloud](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/how-to-monitor-data-reliability-with-dbt-source-freshness-in-dbt-cloud/) - This article walks through a full demo of how to configure, run, and monitor Source Freshness checks in dbt Cloud. Read the article and watch the demo! - [How to Connect to the dbt Semantic Layer Through Power BI](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/how-to-connect-to-the-dbt-semantic-layer-through-power-bi/) - As organizations rely on data-driven decision-making, connecting business intelligence tools directly to the dbt Semantic Layer becomes essential. Read it now! - [dbt Source Freshness: Ensuring Reliable and Timely Data in Your Pipeline](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-source-freshness-ensuring-reliable-and-timely-data-in-your-pipeline/) - We take a close look at what dbt Source Freshness is, why it matters, how it works under the hood, and how you can configure and run freshness checks. Read it! - [DBT Snapshots as Sources for Data Vault Powered EDW](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-snapshots-as-sources-for-data-vault-powered-edw/) - Using dbt snapshots as a persistent staging area (PSA) for a Data Vault-powered EDW enables accurate historical tracking. Watch the full video now! - [Creating Data Vault Hubs: A Step-by-Step Guide](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/creating-data-vault-hubs-a-step-by-step-guide/) - Data Vault hubs ensure consistency and integrity in a modern data warehouse. Businesses can build scalable, future-proof data architectures. Watch the video - [Version Control and Deployments: A Comprehensive Guide with coalesce.io](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/version-control-and-deployments-a-comprehensive-guide-with-coalesce-io/) - Version control and deployments are foundational to reliable, scalable, and secure software delivery in coalesce.io. Watch the full video and read the article! - [Installing and Managing Packages in Coalesce.io](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/installing-and-managing-packages-in-coalesce-io/) - Read now to discover how to leverage Coalesce’s marketplace to expand the capabilities of your data platform and streamline your development workflow. - [Implement Data Tests to Enhance Data Quality](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/implement-data-tests-to-enhance-data-quality/) - Fixing data quality issues at the source or integration level is cost-effective and minimizes business disruption. Read it now and watch the full video! - [How to Build Data Vault Satellites in Coalesce.io](https://www.scalefree.com/knowledge/webinars/expert-sessions/coalesce-transformation-talks/how-to-build-data-vault-satellites-in-coalesce-io/) - We walk through the full lifecycle of creating Satellites that support historization and Data Vault 2.0 best practices. Read now the full article! - [Benefits of the Shift Left Approach in Agile Software Development](https://www.scalefree.com/consulting/devops-solutions/benefits-of-the-shift-left-approach-in-agile-software-development/) - In this article, the Shift Left Approach is introduced as one of the core elements of DevOps methods and a crucial part of Agile Software Development. Read now! - [Stop Bleeding Money! 10 Steps to Save on Your Resource Consumption](https://www.scalefree.com/knowledge/webinars/beginner/stop-bleeding-money-10-steps-to-save-on-your-resource-consumption/) - This webinar is a small collection of ways to create and maintain a cost-efficient data infrastructure. There will be 10+ tips to save on resource consumption. - [Improving Salesforce Data Quality: Practical Solutions for Business Users](https://www.scalefree.com/consulting/salesforce-solutions/improving-salesforce-data-quality-practical-solutions-for-business-users/) - Read now to explore common Salesforce data quality challenges and how business users can play a key role in keeping data accurate, consistent, and reliable. - [Salesforce Account Engagement and Domain Management](https://www.scalefree.com/consulting/salesforce-solutions/salesforce-account-engagement-and-domain-management/) - Watch it now to explore the components of domain management within Salesforce Account Engagement, highlighting their critical roles and why they are vital. - [Integrate Salesforce with Mulesoft using CDC Events](https://www.scalefree.com/consulting/salesforce-solutions/integrate-salesforce-with-mulesoft-using-cdc-events/) - Discover the powerful integration of Salesforce’s Change Data Capture (CDC) with MuleSoft Anypoint Studio in this video guide. For developers and IT teams. - [Getting Started with Salesforce Flow for Beginners - Simplified Automation](https://www.scalefree.com/consulting/salesforce-solutions/getting-started-with-salesforce-flow-for-beginners-simplified-automation/) - This video is an introductory tutorial to the Salesforce Flow Builder, a tool designed for automating complex business processes with a low-code approach. - [Empowering Data Integration with Mulesoft - Salesforce CDC to MySQL](https://www.scalefree.com/consulting/salesforce-solutions/empowering-data-integration-with-mulesoft-salesforce-cdc-to-mysql/) - Tutorial on upserting data into a MySQL database from Salesforce using Mulesoft Anypoint Studio, a mechanism to choose between insert or update operations. - [Connect SFDC with MySQL using Mulesoft](https://www.scalefree.com/consulting/salesforce-solutions/connect-sfdc-with-mysql-using-mulesoft/) - A comprehensive tutorial on integrating Salesforce with a MySQL database using Mulesoft Anypoint Studio. The data is sent through Mulesoft to a MySQL database. - [5 Best Practices for Salesforce Scheduled-Triggered Flows](https://www.scalefree.com/consulting/salesforce-solutions/5-best-practices-for-salesforce-scheduled-triggered-flows/) - In this video we go into scheduled-triggered flows within Salesforce and their significance and why they should be an integral part of your automation strategy. - [Data Governance Made Simple with dbt Platform](https://www.scalefree.com/blog/tools/data-governance-made-simple-with-dbt-platform/) - Why governance is important when working with data products. Read about dbt key data governance features like model contracts, model versioning, and access control. - [Unit of Work (UOW) Links in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/unit-of-work-uow-links-in-data-vault/) - Unit of Work Link is a principle any Data Vault modeler should apply. But what is it, why does it exist, and when should you use it? This post breaks it down. - [Business Analyst and Data Modeler Collaboration in Data Vault](https://www.scalefree.com/knowledge/webinars/data-vault-friday/business-analyst-and-data-modeler-collaboration-in-data-vault/) - The collaboration between the Business Analyst and Data Modeler is arguably the most important working relationship in the entire delivery chain. Find out how! - [Refactoring a Data Vault Model](https://www.scalefree.com/knowledge/webinars/data-vault-friday/refactoring-a-data-vault-model/) - Explore strategic options for refactoring Data Vault models, balancing risks and best practices to manage evolving source systems efficiently. Read it now! - [Source of Data for Business Vault Entities](https://www.scalefree.com/knowledge/webinars/data-vault-friday/source-of-data-for-business-vault-entities/) - Discover how Business Vault Entities leverage cross-satellite joins for flexible business logic implementation in data modeling. Read the full article! - [How to Derive Dimensions and Facts from a Data Vault Model](https://www.scalefree.com/knowledge/webinars/data-vault-friday/how-to-derive-dimensions-and-facts-from-a-data-vault-model/) - Explore proven patterns for deriving Dimensions and Facts from your Data Vault model with our expert guide. Master the methodology and streamline your data delivery. - [dbt Fusion: The Next Generation of dbt Execution](https://www.scalefree.com/knowledge/webinars/expert-sessions/dbt-talk/dbt-fusion-the-next-generation-of-dbt-execution/) - dbt Fusion represents a major step forward in the evolution of dbt. It introduces powerful capabilities that go beyond incremental improvements. Find out more! - [Quick Guide of a Data Vault 2.0 Implementation](https://www.scalefree.com/blog/data-vault/quick-guide-of-a-data-vault-2-0-implementation/) - Data Vault 2.0 is often assumed to be only a modeling technique, but it encompasses much more than that. Keep reading to find out more! - [Detect Deletes - Standard Process without Last Seen Date, Using Descriptive Attribute](https://www.scalefree.com/knowledge/solutions/detect-deletes-using-descriptive-attribute/) - This solution describes how to detect deletes without requiring a Last Seen Date. The state of the record is expressed using a descriptive attribute. - [Test Strategies for Data Vault 2.0 based EDW](https://www.scalefree.com/knowledge/solutions/test-strategies-for-data-vault-2-0-based-edw/) - Testing is very important for data warehouse systems. This solution describes test strategies for enterprise data warehouse solutions based on Data Vault 2.0. - [Data Security Concepts in Data Vault 2.0](https://www.scalefree.com/knowledge/solutions/data-security-concepts-in-data-vault-2-0/) - The primary objective of this solution revolves around critical aspects such as security concepts, access controls, and the definition of identities. - [Exemplary Naming Conventions in Data Vault 2.0](https://www.scalefree.com/knowledge/solutions/exemplary-naming-conventions-in-data-vault-2-0/) - Data Vault modeling is a powerful approach. To enhance usability and facilitate effective development it's advisable to implement consistent naming conventions. - [Requirements and Templates for Hashing](https://www.scalefree.com/knowledge/solutions/requirements-and-templates-for-hashing/) - Traditional data warehouses use sequence numbers to identify records in other tables. This solution provides a template and the requirements about hashing. - [Data Lake Efficiency: Structural Solutions](https://www.scalefree.com/knowledge/solutions/data-lake-efficiency-structural-solutions/) - The organization of data within a data lake can significantly impact downstream accessibility. Get exclusive insights with our Solution Paper. Read it now! - [Difference Between Data Vault, Inmon and Kimball Approach](https://www.scalefree.com/knowledge/solutions/difference-between-data-vault-inmon-and-kimball-approach/) - Data Vault 2.0 stands on a robust foundation of four pillars, each shaping its distinct architecture. The Methodology pillar guides the project lifecycle. - [Batch Loading Strategies for Data Vault 2.0](https://www.scalefree.com/knowledge/solutions/batch-loading-strategies-for-data-vault-2-0/) - In the realm of general data warehousing various loading strategies come into play. One prevalent challenge often encountered is the absence of deleted records. - [Implementing GDPR in Data Warehousing](https://www.scalefree.com/knowledge/solutions/implementing-gdpr-in-data-warehousing/) - The GDPR casts a significant influence on data warehouse projects. Data Vault 2.0 provides a number of best practices for implementing security and privacy. - [Get Started with Real-Time Processing in Data Vault 2.0 on Microsoft Azure](https://www.scalefree.com/blog/tools/get-started-with-real-time-processing-in-dv2-0-on-microsoft-azure/) - In this newsletter, you’re going to get an overview of what real-time processing is and what possibilities it can provide your Data Vault 2.0 implementation. - [Data Vault 2.0 with Hadoop and Hive/Spark](https://www.scalefree.com/blog/tools/data-vault-2-0-with-hadoop-and-hive-spark/) - In this article, you’ll receive an overview of what Hadoop and Hive is and why they can be used as an alternative to traditional databases. Find out more! - [Mastering Metadata: Data Catalogs in Data Warehousing with Datahub](https://www.scalefree.com/blog/data-warehouse/mastering-metadata-data-catalogs-in-data-warehousing-with-datahub/) - In today's data-driven world, it is essential to be able to manage and organize large amounts of data in an efficient way. Find out why you should use Datahub! - [Choosing the Right Tech Stack for an Open-Source Powered EDW](https://www.scalefree.com/blog/data-warehouse/choosing-the-right-tech-stack-for-an-open-source-powered-edw/) - We dive deep into the topic of choosing the right technology stack is a critical decision when building an open source powered Enterprise Data Warehouse (EDW). - [Exploring Datavault4DBT: A Practical Series on the DBT Package for Data Vault 2.0 – Vol. 1: The Staging Layer](https://www.scalefree.com/blog/tools/exploring-datavault4dbt-a-practical-series-on-the-dbt-package-for-data-vault-2-0-vol-1-the-staging-layer/) - Last year Scalefree released DataVault4dbt, a Data Vault 2.0 open-source package for dbt. Continue reading to find out more about this tool. ## Pages - [Scalefree](https://www.scalefree.com/) - Scalefree provides certified Data Vault training and solutions. Unlock your business’s data potential with the world leader in modern data warehousing. - [IRiS](https://www.scalefree.com/consulting/partners/iris/) - IRiS, a comprehensive data management platform by Ignition, is designed to automate and accelerate the delivery of trustworthy data. Find out more! - [Datavault Builder](https://www.scalefree.com/consulting/partners/datavault-builder/) - Datavault Builder is a professional, low-code automation tool designed to simplify and accelerate the creation of a modern data platform. Find out more! - [DataHub](https://www.scalefree.com/consulting/partners/datahub/) - Scalefree provides end-to-end consultancy to help you implement DataHub as a unified metadata search and governance engine across your entire stack. Find out! - [Your Career - Data & AI Engineering at Scalefree](https://www.scalefree.com/career/) - Scale up your career as a Business Intelligence Consultant or in other roles at Scalefree. Join a supportive team with 100% employee satisfaction. Apply now! - [Pub Quiz für Data Geeks](https://www.scalefree.com/scalefree-events/pub-quiz-fur-data-geeks/) - Pub Quiz für Data Geeks, Tech-Fans und alle klugen Köpfe. Bist du bereit, dein Wissen auf die Probe zu stellen? Finden Sie hier alle Termine! - [TurboVault](https://www.scalefree.com/consulting/turbovault/) - TurboVault generates DataVault4dbt-compatible models and takes over the work of writing dbt models manually for a fTurboVault4dbt faster development cycle. Get it now! - [Academic Empowerment](https://www.scalefree.com/career/academic-empowerment/) - Scalefree partners with universities to educate the next generation of data experts, blending academia with Data Vault insights and real-world practice. - [“Structure & Strategy” The Energy Data Summit – 10/9 Essen](https://www.scalefree.com/scalefree-events/energy-data-summit-essen/) - “Structure & Strategy” The Energy Data Summit ist das kostenfreie, zweiteilige Event für die datengetriebene Energiewirtschaft. Jetzt kostenlos anmelden! - [Data Dreamland 2026](https://www.scalefree.com/scalefree-events/data-dreamland-2026/) - Data Dreamland is a unique opportunity to discover new ideas, interact with others, and gain insight into the latest developments in Big Data. 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Schedule your consultation now! - [Data Warehouse-Automatisierung](https://www.scalefree.com/consulting/data-warehouse-automation/) - Profitieren Sie von der Expertise von Scalefree in der Data-Warehouse-Automatisierung und Business Process Automation. - [Was ist Data Vault 2](https://www.scalefree.com/consulting/what-is-data-vault-2/) - Erfahren Sie, was Data Vault 2 ist: ein Business-Intelligence-System und offener Standard mit den Säulen Architektur, Modellierung und Methodik für eine skalierbare, KI-fähige Datenplattform. - [Webinare](https://www.scalefree.com/knowledge/webinars/) - Erschließen Sie sich die Macht der Daten mit unseren Data Vault-Intermediate-Webinaren. Sprechen Sie mit Branchenexperten, erweitern Sie Ihre Fähigkeiten und bleiben Sie auf dem Laufenden. Jetzt kostenlos teilnehmen! - [What is Data Vault 2](https://www.scalefree.com/consulting/what-is-data-vault-2/) - Learn how Data Vault 2 is a business intelligence system with the components needed for your enterprise vision for data integration and information delivery. - [DataVault4dbt Premium Package](https://www.scalefree.com/consulting/datavault4dbt/datavault4dbt-premium-package/) - DataVault4dbt has become the cornerstone of robust data platforms. To help you fully capitalize on its power, we introduce DataVault4dbt Premium. Get it now! - [Volker Nürnberg](https://www.scalefree.com/data-vault-2-1-trainings/volker-nurnberg/) - Volker Nürnberg is a Transformation Coach, Data Vault Advisor, and Certified Data Vault 2.1 Trainer. He is addicted to teaching and coaching people. - [Data Vault Training & Certification CDVP2.1®](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-training-certification/) - Become a Certified Data Vault 2.1 Practitioner (CDVP2.1®) and master modern data architecture with the new Data Vault Training & Certification. Enroll now! - [Data Vault Training](https://www.scalefree.com/data-vault-2-1-trainings/) - Learn Data Vault training from certified trainers. Free intro courses, online and live classes, and the official CDVP2.1® certification. Start for free today. - [Marc Winkelmann](https://www.scalefree.com/data-vault-2-1-trainings/marc-winkelmann/) - Marc Winkelmann is a Senior Managing Consultant and Certified Data Vault 2.1 Trainer. He specializes in enterprise data strategy and cloud migrations. - [Data & AI Engineering Trainee Program](https://www.scalefree.com/career/data-ai-engineering-trainee-program/) - Looking for work experience in Data, Data Warehousing & AI Engineering? Join Scalefree's 6-month Data & AI Engineering Trainee Program. Apply now! - [Your Cart](https://www.scalefree.com/cart/) - Your Cart page. - [Shop](https://www.scalefree.com/shop/) - [Checkout](https://www.scalefree.com/checkout/) - Checkout page. - [Enterprise Data Strategy](https://www.scalefree.com/consulting/enterprise-data-strategy/) - As the digital age evolves, business data digitization is inevitable. This is where enterprise data strategy comes into play. 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Check out! - [Dan Linstedt](https://www.scalefree.com/about-scalefree/dan-linstedt/) - Dan Linstedt is the inventor of Data Vault and the Co-Founder of Scalefree, a leading data consulting firm that empowers businesses to harness the full potential of their data. - [Michael Olschimke](https://www.scalefree.com/about-scalefree/michael-olschimke/) - Michael Olschimke is the Co-Founder and CEO of Scalefree, a leading data consulting firm that empowers businesses to harness the full potential of their data. - [Christof Wenzeritt](https://www.scalefree.com/about-scalefree/christof-wenzeritt/) - Christof Wenzeritt is the CEO of Scalefree, a leading data consulting firm that empowers businesses to harness the full potential of their data. Read more! - [Our Tool Partners](https://www.scalefree.com/consulting/partners/) - We work with innovative, forward-thinking tool partners. Together, we help you build and automate a future-proof data platform. 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Get it now! - [DataVault4dbt](https://www.scalefree.com/consulting/datavault4dbt/) - DataVault4dbt is a quick and easy-to-use solution to implement performant Data Vault 2.1 solutions. Unlock the full potential of Data Vault with dbt. - [Salesforce Process Automation & AI Integration](https://www.scalefree.com/consulting/salesforce-services/salesforce-process-automation-ai-integration/) - As a data and AI consultancy, we build sophisticated Salesforce Process Automation that connects your entire digital ecosystem. Schedule your free call! - [Foundational Salesforce Services](https://www.scalefree.com/consulting/salesforce-services/foundational-salesforce-services/) - Our Foundational Salesforce Services focus on building a foundation ready for tomorrow's complex integrations and advanced automations. 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Send your message and we will be happy to help! - [Data Vault Fundamentals - Modeling](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-fundamentals-modeling/) - Start now your free training in Data Vault Fundamentals. Learn Data Vault 2.1 modeling — hubs, links, satellites — in a 4-hour live session for beginners. - [Data Vault Fundamentals - Core Concepts](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-fundamentals-core-concepts/) - Start now your free training in Data Vault Fundamentals. This 4-hour beginner course by Michael Olschimke covers the core concepts of modern data warehousing. - [Data Vault: An Introduction By Michael Olschimke - Udemy Course](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-introduction-udemy-course/) - Ready to understand the foundations of the modern data platform? Get your 100% discount code now for our popular Udemy course: “Data Vault: An Introduction”. - [Inhouse Data Vault 2.1 Training](https://www.scalefree.com/data-vault-2-1-trainings/inhouse-data-vault-2-1-training/) - The Inhouse Data Vault 2.1 Training is a one-day class that is typically provided in-house or for special interest groups. Find out more! - [Agile Data Warehousing](https://www.scalefree.com/data-vault-2-1-trainings/agile-data-warehousing/) - The interactive 2-day workshop provides data experts with a structured approach to effectively build Agile Data Warehousing (DWH) solutions - Register today! - [Data Vault 2.1 Automation with WhereScape Workshop](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-2-1-automation-with-wherescape-workshop/) - Open discussions on WhereScape implementation challenges. Kickstart a Data Warehouse project with Data Vault 2.1 automation and WhereScape. Book now! - [Data Vault 2.1 Modeling Class](https://www.scalefree.com/data-vault-2-1-trainings/data-vault-2-1-modeling-class/) - The 1-day course, focuses on getting your team started in Data Vault 2.1 Modeling. Check the dates for the next training and learn the Data Vault basics. - [Data Vault 2.1 Information Delivery Class](https://www.scalefree.com/data-vault-2-1-trainings/information-delivery-class/) - In the Data Vault 2.1 Information Delivery Class, you will cover patterns for CDC, real-time, multi-active data and much more. Check out the dates and register! - [Multi-Temporal Data Vault 2.1 Class](https://www.scalefree.com/data-vault-2-1-trainings/multi-temporal-data-vault-2-1-class/) - Join now the Scalefree’s 2-day Multi-Temporal Data Vault 2.1 Class and get an in-depth look at implementing Multi-temporal enterprise data warehouse solutions. - [Admin Buddy for Salesforce](https://www.scalefree.com/consulting/admin-buddy-for-salesforce/) - Elevate your metadata quality for your Salesforce Org with the Admin Buddy. Optimize your Salesforce metadata from the start. Sign up now for free! - [Salesforce Partner Solutions](https://www.scalefree.com/consulting/salesforce-services/salesforce-partner-solutions/) - As a Salesforce Partner, we work with industry-leading providers to deliver seamless, pre-built integrations for critical business functions. Request your call! - [Salesforce](https://www.scalefree.com/consulting/partners/salesforce/) - Salesforce is a powerful tool for managing customer relationships and improving collaboration across sales, service, and marketing teams. Find out more! - [Salesforce Services](https://www.scalefree.com/consulting/salesforce-services/) - Keep track of everything related to your customer and build stronger bonds. Our Salesforce Services specialize in integration with other systems. Contact us! - [Data Science](https://www.scalefree.com/consulting/data-science/) - Unlock the potential of data science with Scalefree. Read now and take a closer look at what value data scientists provide and which questions they answer. - [Managed Self-Service BI](https://www.scalefree.com/consulting/managed-self-service-bi/) - Explore how managed self-service BI can help you build a governed, scalable BI solution that meets power user needs and drives better decision-making. Contac us - [Enterprise Data Warehouse](https://www.scalefree.com/consulting/enterprise-data-warehouse/) - Enterprise Data Warehouse solutions are key to staying competitive in today's business landscape. Learn how an EDW can empower your organization. Contact us! - [Data Warehouse Automation](https://www.scalefree.com/consulting/data-warehouse-automation/) - Streamline your data operations with expert Data Warehouse Automation. Cut costs, boost efficiency, and accelerate delivery. Book a free consultation today! - [DevOps Services](https://www.scalefree.com/consulting/devops-services/) - Our DevOps services empower you to respond to customer feedback and adapt to changes, enabling agility in project plans or priorities. Contact us! - [Inside Modern Data Teams](https://www.scalefree.com/knowledge/expert-sessions/inside-modern-data-teams/) - Want to Understand How Modern Data Teams Really Work? If you’re looking for more than buzzwords the Modern Data sessions are for you. Submit your questions now! - [Coalesce Transformation Talks](https://www.scalefree.com/knowledge/expert-sessions/coalesce-transformation-talks/) - Want to get more out of coalesce.io? If you’re looking for practical, real-world insights, these Coalesce Talks are for you. Submit your questions now! - [WhereScape](https://www.scalefree.com/knowledge/expert-sessions/wherescape/) - Want to Get More Out of WhereScape? If you’re tired of generic demos that only scratch the surface these Expert Sessions are for you. Submit your questions now! - [dbt Talk](https://www.scalefree.com/knowledge/expert-sessions/dbt-talk/) - Want to Get More Out of dbt and Data Vault? Go beyond the basics and master the power of dbt in combination with Data Vault. Submit your questions now! - [Docomotion](https://www.scalefree.com/consulting/partners/docomotion-salesforce/) - Docomotion is a native Salesforce document generation solution designed to automate the creation of business-critical documents. Find out more! - [Accounting Seed](https://www.scalefree.com/consulting/partners/accounting-seed/) - As an Accounting Seed partner, we specialize in implementing and optimizing this powerful ERP solution on the Salesforce platform. Find out more! - [HubSpot](https://www.scalefree.com/consulting/partners/hubspot/) - By implementing HubSpot, you streamline marketing, sales, and service into one powerful platform, eliminating data silos. Find out more! - [BigCommerce](https://www.scalefree.com/consulting/partners/bigcommerce/) - BigCommerce is an e-commerce platform that provides businesses with a comprehensive suite of tools to create, manage, and scale their online stores. Find out! - [WooCommerce](https://www.scalefree.com/consulting/partners/woocommerce/) - WooCommerce is a flexible and open-source e-commerce platform built on WordPress, empowering businesses of all sizes. Find out more! - [Mailchimp](https://www.scalefree.com/consulting/partners/mailchimp/) - Mailchimp is an all-in-one marketing platform for businesses of any size, from small startups to large corporations. Find out more! - [DocuSign](https://www.scalefree.com/consulting/partners/docusign/) - DocuSign is a cloud-based service that lets you securely sign, send, and manage legal documents electronically. Find out more! - [Nintex](https://www.scalefree.com/consulting/partners/nintex/) - Nintex is a versatile workflow and process automation platform that enables businesses to streamline and manage their operations. Find out more! - [Own from Salesforce](https://www.scalefree.com/consulting/partners/own-from-salesforce/) - Own from Salesforce is a comprehensive data protection and management suite designed to ensure resilience, security, and compliance. Find out more! - [DemandTools](https://www.scalefree.com/consulting/partners/demandtools/) - DemandTools is a premier data quality and data management platform built specifically for the Salesforce ecosystem. Find out more! - [Zapier](https://www.scalefree.com/consulting/partners/zapier/) - Zapier is an enterprise-grade no-code automation platform that enables businesses to integrate their software stack and automate workflows. Find out more! - [JustOn](https://www.scalefree.com/consulting/partners/juston/) - JustOn is designed to handle tasks such as invoicing, payments, liquidity management, and accounting. Find out more! - [SqlDBM](https://www.scalefree.com/consulting/partners/sqldbm/) - SqlDBM is a cloud-based data modeling tool that provides a collaborative environment for designing and managing database schemas. Find out more! - [erwin](https://www.scalefree.com/consulting/partners/erwin/) - erwin, now part of Quest, is an enterprise-grade data management and modeling platform that serves as a cornerstone for data-driven initiatives. Find out more! - [Ellie.ai](https://www.scalefree.com/consulting/partners/ellie-ai/) - Ellie.ai is a collaborative data modeling and governance platform that bridges the communication gap between business and IT teams. Find out more! - [Bruin](https://www.scalefree.com/consulting/partners/bruin/) - Bruin is a unified, code-first data platform designed to address the challenges of the modern data stack. Find out more! - [Dataspot.](https://www.scalefree.com/consulting/partners/dataspot/) - Dataspot. is a data governance and metadata management tool, designed to help organizations manage their data landscape. Find out more! - [Dawiso](https://www.scalefree.com/consulting/partners/dawiso/) - Dawiso is a modern data governance platform designed to bring transparency, structure, and collaboration to enterprise data management. Find out more! - [DSharp](https://www.scalefree.com/consulting/partners/dsharp/) - DSharp is an automation platform designed to simplify and accelerate the development of modern data platforms. Find out more! - [Datavox](https://www.scalefree.com/consulting/partners/datavox/) - Datavox is a purpose-built Generative AI platform that specializes in converting unstructured data into a structured format. Find out more! - [beVault](https://www.scalefree.com/consulting/partners/bevault/) - beVault is an agile and automated data management platform specifically designed for Data Vault implementations. Find out more! - [VaultSpeed](https://www.scalefree.com/consulting/partners/vaultspeed/) - VaultSpeed is an automated solution for modern data platforms that allows companies to build and maintain their data infrastructure more efficiently. Find out! - [WhereScape](https://www.scalefree.com/consulting/partners/wherescape/) - WhereScape is a data automation platform designed to accelerate the development, deployment, and management of modern data platforms. Find out more! - [Flow.bi](https://www.scalefree.com/consulting/partners/flow-bi/) - Flow.BI is a powerful artificial intelligence that automatically defines the Raw Data Vault and enables clients with needs for high agility and scale. Find out! - [Fivetran](https://www.scalefree.com/consulting/partners/fivetran/) - Fivetran is an automated data movement tool that simplifies and accelerates the Extract-Load-Transform (ELT) process. Find out more! - [Coalesce.io](https://www.scalefree.com/consulting/partners/coalesce-io/) - Coalesce.io is a GUI-driven data transformation solution that helps data teams build and automate robust data pipelines in the cloud. Find out more! - [dbt Labs](https://www.scalefree.com/consulting/partners/dbt-labs/) - Coalesce.io is a GUI-driven data transformation solution that helps data teams build and automate robust data pipelines in the cloud. Find out more! - [Confluent](https://www.scalefree.com/consulting/partners/confluent/) - With Confluent, you can accelerate innovation and enhance customer experiences without the complexity of traditional data systems. Find out more! - [Databricks](https://www.scalefree.com/consulting/partners/databricks/) - As a Databricks Partner, Scalefree International specializes in the powerful synergy between Data Vault 2.1 and the Databricks Lakehouse architecture. Find out! - [Snowflake](https://www.scalefree.com/consulting/partners/snowflake/) - As a Snowflake partner, Scalefree International empowers companies across Insurance, Finance & Banking, Healthcare, Manufacturing, and Technology. Find out! - [dbt Training](https://www.scalefree.com/data-vault-2-1-trainings/dbt-training/) - The goal of the dbt Training is to equip participants with the skills to set up, adjust, and leverage the tool for a Data Vault implementation. Request it now! - [Free Data Vault Handbook - Core Concepts and Modern Applications](https://www.scalefree.com/free-data-vault-handbook/) - The Data Vault Handbook is an accessible introduction to Data Vault. This guide provides a cohesive overview of Data Vault principles. Get your free copy now! - [Case Studies](https://www.scalefree.com/consulting/case-studies/) - Discover impactful case studies at Scalefree, showcasing innovation and success across industries. Explore how our expertise drives business growth. Check now! - [Data Innovators Exchange - Community Summit – 22/5 London](https://www.scalefree.com/scalefree-events/data-innovators-exchange-london-2025/) - We are back with the Data Innovators Exchange Community Summit in London! This FREE event is open to all data professionals. Register now! - [Data Innovators Exchange - Community Summit – 10/4 Helsinki](https://www.scalefree.com/scalefree-events/data-innovators-exchange-helsinki/) - Welcome to the Data Innovators Exchange Community Summit in Helsinki! This FREE event is open to all data professionals from beginners to experts. Register now! - [Data Innovators Exchange - Community Summit – 6/2 Prague](https://www.scalefree.com/scalefree-events/data-innovators-exchange-prague/) - Welcome to the Data Innovators Exchange Community Summit in Prague! This FREE event is open to all data professionals, from beginners to experts. 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No Fields Found. ## Portfolio - [Gesicherte Datenaufbewahrung für eine Versicherungsgesellschaft](https://www.scalefree.com/portfolio/secured-data-retention-for-an-insurance-company/) - Erfahren Sie, wie eine multinationale Versicherungsgesellschaft mit Scalefree den Übergang zu Data Vault 2.0 erfolgreich vollzog und so eine sichere, prüfbare und flexible Data-Warehouse-Lösung realisierte. - [Optimierung der Fertigungsqualität mit Leistungsindikatoren](https://www.scalefree.com/portfolio/optimize-manufacturing-quality-with-key-performance-indicators/) - A leading manufacturer wanted to visualize and analyze their manufacturing quality across all plants. Find out how Scalefree achieved this goal! - [Modern and Automated Billing Management for a German IT Service Provider](https://www.scalefree.com/portfolio/modern-and-automated-billing-management-for-a-german-it-service-provider/) - Our client achieved fully automated billing by implementing the JustOn Billing & Invoice Management App on the Salesforce Platform. Read the full case study! - [Lightning Speed Revenue Reporting with Salesforce](https://www.scalefree.com/portfolio/lightning-speed-revenue-reporting-with-salesforce/) - The client was a leading IT infrastructure provider. They wanted modernization of revenue reporting, contract forecasting, and day-to-day sales reporting. - [Unified Customer Contract Lifecycle Management with Salesforce](https://www.scalefree.com/portfolio/unified-customer-contract-lifecycle-management/) - A naturally grown and outdated customer management system was difficult and intransparent to use. Learn how Scalefree solve this issue! - [Enabling Data-Driven Growth for a Global Financial Services Provider](https://www.scalefree.com/portfolio/enabling-data-driven-growth-for-a-global-financial-services-provider/) - The client is a global financial services provider and bank. They aim to enhance their data warehousing solution to enable a data-driven growth process. - [Upscaling the Business by Migrating to the Cloud](https://www.scalefree.com/portfolio/upscaling-the-business-by-migrating-to-the-cloud/) - The client's Microsoft SQL Server struggled with growing workloads, resulting in increased costs and inefficiency. The solution was upscaling to the cloud. - [Enhancing Data Management: A Strategic Shift Towards Flexibility and Compliance](https://www.scalefree.com/portfolio/enhancing-data-management-a-strategic-shift-towards-flexibility-and-compliance/) - The client is a global healthcare provider. The goal was to implement a flexible data management solution with priority on compliance. Find out more! - [Optimize Manufacturing Quality With Key Performance Indicators](https://www.scalefree.com/portfolio/optimize-manufacturing-quality-with-key-performance-indicators/) - A leading manufacturer wanted to visualize and analyze their manufacturing quality across all plants. Find out how Scalefree achieved this goal! - [Rebuilding Data Architecture to Reduce Costs for an Aircraft Structure Supplier](https://www.scalefree.com/portfolio/rebuilding-data-architecture-to-reduce-costs-for-an-aircraft-structure-supplier/) - One of the leading suppliers for military and commercial airplane structures sought an alternative to reduce costs for their data architecture. Learn more! - [Tuning Report Performance of a Cable Network Provider](https://www.scalefree.com/portfolio/tuning-report-performance-of-a-cable-network-provider/) - A cable network provider wanted to understand why their Data Warehouse and report development had constant delays. Find out how Scalefree helped! - [Finding the Best Tool Stack to Increase Report Performance For a Pump Manufacturer](https://www.scalefree.com/portfolio/finding-the-best-tool-stack-to-increase-report-performance-for-a-pump-manufacturer/) - A company in the development, design, production and distribution of diaphragm pumps wanted a BI tool stack since their current one had poor report performance. - [Implementing a Presentable Data Warehouse for a Leading Consulting Company](https://www.scalefree.com/portfolio/implementing-a-presentable-data-warehouse-for-a-leading-consulting-company/) - The existing Data Warehouse solution did not use leading state of the art technologies. Learn how Scalefree helped them solve these issues. - [Identifying the Right Tool Stack for a Leading Insurance Provider](https://www.scalefree.com/portfolio/identifying-the-right-tool-stack-for-a-leading-insurance-provider/) - The insurance provider wants to understand their customer’s legal cases to support them. Learn how Scalefree helped them find the best tool stack! - [Faster Generation of Business Documents for a Tech Company](https://www.scalefree.com/portfolio/faster-generation-of-business-documents-for-a-tech-company/) - The client needed faster generation of bills to optimize and accelerate business documents. Find out how Scalefree made their process more efficient. - [Optimizing a Wherescape Workflow for an IT Provider](https://www.scalefree.com/portfolio/optimizing-a-wherescape-workflow-for-an-it-provider/) - The subsidiary of a financial institution developed a Data Vault tool implemented as a Wherescape Workflow. Keep reading to find out how Scalefree helped! - [Costs Saving Plan for a Leading TV and Broadband Company](https://www.scalefree.com/portfolio/costs-saving-plan-for-a-leading-tv-and-broadband-company/) - The TV and broadband company wanted a cost saving plan and a 360-degree view of their customers for better understanding. Find out more! - [Identifying Data Quality Issues with a One-Day-Sprint Approach](https://www.scalefree.com/portfolio/identifying-data-quality-issues-with-a-one-day-sprint-approach/) - A car insurance company wanted to have higher data quality and faster system response times when reporting. Learn how Scalefree achieved this for them! - [Manage Self-Service BI for Useful Reporting](https://www.scalefree.com/portfolio/manage-self-service-bi-for-useful-reporting/) - For faster results the bank wanted to provide users the ability to build their own self-service BI platform. Find out how Scalefree made this possible! - [New, Modern Business Intelligence and Analytics to Simplify Data Management](https://www.scalefree.com/portfolio/new-modern-business-intelligence-and-analytics-to-simplify-data-management/) - The client relied on a Data Warehouse based on Oracle, Informatica and MicroStrateg. Learn how Scalefree provided a better data management system. - [A Jewelry Company Embarks on a New Data-Driven Path](https://www.scalefree.com/portfolio/a-jewelry-company-embarks-on-a-new-data-driven-path/) - The previous data warehouse of the jewelry company brought several problems. Learn how Scalefree enabled a data driven approach using Data Vault 2.0. - [Corporate Group in the Heavy Plate Industry Transitioned to Data Vault 2.0](https://www.scalefree.com/portfolio/corporate-group-in-the-heavy-plate-industry-transitioned-to-data-vault-2-0/) - The corporate group aimed to link the entire operation across countries with Data Vault 2.0. Find out how Scalefree helped them to achieve this goal! - [Restructuring of an Acquired Financing Company Using Data Vault 2.0](https://www.scalefree.com/portfolio/restructuring-of-an-acquired-financing-company-using-data-vault-2-0/) - The company needed a Data Vault solution to better connect data from financing service providers. Learn how Scalefree helped to achieve that! - [Secured Data Retention for an Insurance Company](https://www.scalefree.com/portfolio/secured-data-retention-for-an-insurance-company/) - The insurance company needed an agile, flexible and consistent data warehouse methodology with secure data retention, auditability and data quality. - [Moving Sales Reporting to the Cloud Data Warehouse for a Global Industrial Enterprise](https://www.scalefree.com/portfolio/moving-sales-reporting-to-the-cloud-data-warehouse-for-a-global-industrial-enterprise/) - Scalefree developed for the client a cloud data warehouse based on CRM sales data that ensures quality, stability and auditability in sales reporting. - [Scaling a Consolidated EDW Utilized by Multiple Teams and Clients](https://www.scalefree.com/portfolio/scaling-a-consolidated-edw-utilized-by-multiple-teams-and-clients/) - The organization's need and use of BI solutions for a consolidated EDW warehouse became inevitable. Find out how Scalefree achieved that for them! - [Solving Privacy, Security and Auditability Issues for a Bank](https://www.scalefree.com/portfolio/solving-privacy-security-and-auditability-issues-for-a-bank/) - The client collects and processes a large volume of data and must protect it properly. However, it did not comply with privacy and security standards. - [How a Leading Real Estate Provider Achieved Building a 360° Customer View](https://www.scalefree.com/portfolio/how-a-leading-real-estate-provider-achieved-building-a-360-customer-view/) - The client was a European market leader in real-estate services, with the goal of building a 360° customer view, learn how Scalefree achieved that! - [Harmonizing the Data Landscape of a National Financial Institution](https://www.scalefree.com/portfolio/harmonizing-the-data-landscape-of-a-national-financial-institution/) - The client was a leading National Institution for financial services with the goal of harmonizing their data landscape. Learn how Scalefree achieved this! - [Centralizing the Data Warehouse for a Leading Technology Company](https://www.scalefree.com/portfolio/centralizing-the-data-warehouse-for-a-leading-technology-company/) - The client is the IT-Department of a leading technology company. Learn how Scalefree centralized their distributed Data Warehouse on SAP databases efficiently. - [Improvement of a Data Warehouse Based on the Data Vault 2.0 Pillars](https://www.scalefree.com/portfolio/improvement-of-a-data-warehouse-based-on-the-data-vault-2-0-pillars/) - The client was the central funding institute of a German federal state and wanted to develop a new enterprise data warehouse (EDW) based on Data Vault 2.0. - [Building an Effective Data Warehouse for a Consulting Company](https://www.scalefree.com/portfolio/building-an-effective-data-warehouse-for-a-consulting-company/) - The client is a consulting company and their current Data Warehouse was causing many performance-related problems. Learn how Scalefree helped them! - [Automating a Data Warehouse with Wherescape for a Railway Company](https://www.scalefree.com/portfolio/automating-a-data-warehouse-with-wherescape-for-a-railway-company/) - The client was a large mobility and transport group and wanted to have a Wherescape instance that works properly in their data warehouse. - [Building a Scalable, Cloud-Based Software Architecture to Meet Customer Requirements](https://www.scalefree.com/portfolio/building-a-scalable-cloud-based-software-architecture-to-meet-customer-requirements/) - The client was a leader in digital transformation and wanted a cost-effective cloud-based software architecture. Find out how Scalefree achieved that! - [Data Platform Strategy Workshop for a Kitchenware Manufacturer and Retailer](https://www.scalefree.com/portfolio/data-platform-strategy-workshop-for-a-kitchenware-manufacturer-and-retailer/) - A kitchenware manufacturer and retailer wants to set up a scalable data platform to analyze their product and sales performance across different channels. - [Optimizing Data Warehouse Architecture for a Multinational Financial Services Corporation](https://www.scalefree.com/portfolio/optimizing-data-warehouse-architecture-for-a-multinational-financial-services-corporation/) - A multinational corporation with a core business of insurance and asset management wanted to leverage open-source technologies to optimize their data warehouse. - [Navigating the Energy Industry: Data Vault 2.0 Modeling and Cost Optimization](https://www.scalefree.com/portfolio/navigating-the-energy-industry-data-vault-2-0-modeling-and-cost-optimization/) - The client was a gas provider, confronted with fast-paced changes. The goal was to model their current Data Warehouse using the Data Vault 2.0 methodology. - [Challenges in a Migration Project to a Cloud Data Warehouse in the Financial Industry](https://www.scalefree.com/portfolio/challenges-in-a-migration-project-to-a-cloud-data-warehouse-in-the-financial-industry/) - The client was a leading financial group with a variety of services from banking who wished migration from an on-premise solution to a cloud data warehouse. - [Integrated Product Monitoring for Quality Assurance and Customer Service Optimization](https://www.scalefree.com/portfolio/integrated-product-monitoring-for-quality-assurance-and-customer-service-optimization/) - The client is a leading technology and manufacturing company. Scalefree helped by implementing product monitoring, ongoing maintenance, and quality assurance. - [Development of the Business Data Modeler using Python](https://www.scalefree.com/portfolio/development-of-the-business-data-modeler-using-python/) - Introducing Business Data Modeler, a custom-built tool to model, save, and retrieve data, meeting the clients expectations with precision serving their needs. - [Optimizing On-Premise Warehouse to Cloud Migration With Automation Tools](https://www.scalefree.com/portfolio/optimizing-on-premise-warehouse-to-cloud-migration-with-automation-tools/) - The client sought operational optimization through the migration and modernization from on-premise warehouse technologies to the cloud. A solution was devised. - [Cloud Warehouse Migration Leveraging Data Vault 2.0](https://www.scalefree.com/portfolio/cloud-warehouse-migration-leveraging-data-vault-2-0/) - The client is the IT-Department of a technology and manufacturing company. They wanted to migrate to Data Vault 2.0, emphasizing alignment with cloud warehouse. - [Enabling Departmental Independence: Data Warehouse Separation for Global Mining and Cement Supplier](https://www.scalefree.com/portfolio/enabling-departmental-independence-data-warehouse-separation-for-global-mining-and-cement-supplier/) - The client sought to enhance operational independence and efficiency by separating the data warehouse. They trusted Scalefree to implement the new requirements. - [Transforming Data Infrastructure for Enhanced Governance and Actionable Insights](https://www.scalefree.com/portfolio/transforming-data-infrastructure-for-enhanced-governance-and-actionable-insights/) - A leading energy provider seeks to to enhance their DataOps platform by transforming their data pipeline and enhancing existing Data Infrastructure. - [Supporting the Migration of a Legacy Warehouse Towards Data Vault 2.0](https://www.scalefree.com/portfolio/supporting-the-migration-of-a-legacy-warehouse-towards-data-vault-2-0/) - The client, a company specializing in IT and telecommunications, waned to improve and upgradetheir data warehouse by leveraging Data Vault 2.0. - [Advancing Scalable Data Warehouse for a Globally Operating Enterprise](https://www.scalefree.com/portfolio/advancing-scalable-data-warehouse-for-a-globally-operating-enterprise/) - The client was a machine rental and construction equipment specialist who wished to implement a Data Vault 2.0 Architecture for their Data Warehouse. - [New IFRS Compliant Target Data Platform for a Leading Insurance Provider](https://www.scalefree.com/portfolio/new-ifrs-compliant-target-data-platform-for-a-leading-insurance-provider/) - The client is a leading company in insurance and asset management. They sought a solution for storing and managing their data, including IFRS standards. - [Streamlining Data Management: Cost Effective Solution for a Leading Insurance Provider](https://www.scalefree.com/portfolio/streamlining-data-management-cost-effective-solution-for-a-leading-insurance-provider/) - Our client, a leading global insurance provider, was seeking improved data management and reduced operational costs. Find out how we helped them! - [Enhancing the Data Vault Implementation for a Leading Photonics Company](https://www.scalefree.com/portfolio/enhancing-the-data-vault-implementation-for-a-leading-photonics-company/) - A photonics manufacturer wanted to speed up the delivering reports and dashboards to their business users. Find out how Data Vault made that possible! - [Proof of Concept for a Scalable Data Platform of a Kitchenware Retailer](https://www.scalefree.com/portfolio/proof-of-concept-for-a-scalable-data-platform-of-a-kitchenware-retailer/) - The client set out to implement a GDPR-compliant and scalable data platform to produce reports and dashboards on their global product and sales performance. Find out more! - [Streamlining Data Operations: Unifying Retail and Wholesale with Data Vault 2.0](https://www.scalefree.com/portfolio/streamlining-data-operations-unifying-retail-and-wholesale-with-data-vault-2-0/) - The company is one of Europe's largest retail sellers of sportswear. For many years, the company has implemented Data Vault 2.0 in collaboration with Scalefree. - [Catalyzing Data Excellence: A Review-Driven Best Practice Journey](https://www.scalefree.com/portfolio/catalyzing-data-excellence-a-review-driven-best-practice-journey/) - The client had a Data Vault prototype already in place and needed recommendations to migrate its data to the cloud. Find out how we helped them! - [Data Vault 2.0 Workshop for a Leading Sports Retailer](https://www.scalefree.com/portfolio/data-vault-2-0-workshop-for-a-leading-sports-retailer/) - The client wants to improve the agility and scalability of its data. To tackle issues and specific challenges, a Data Vault 2.0 Workshop was conducted. ## Events - [DATA DREAMLAND - CONFERENCE - NOVEMBER 26, 2026](https://www.scalefree.com/events/data-dreamland-november-2026/) - Be part of the live event and enjoy the Data Dreamland Conference 2026: Length: 1 day Price: 289 € + VAT Early Bird: 229€ + VAT until August 31st Language: English This ticket includes: event participation for 1 day food and beverages during the event an optional evening activity You will be able - [Data Vault 2.1 Training & Certification (CDVP2.1®) – German – Hannover](https://www.scalefree.com/events/data-vault-2-1-training-certification-german-hannover-october-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Hannover - October 2026 Length:3 days + 3 days preparation videos online (before) Price:2998,00 € + VAT Early Bird Price: until August 24th, 2026 Language: German Handout: English, digital Certification period: 08.10.-03.12.2026 Certification language: English by default (please contact us if you want to change to German) - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English – Zurich](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-zurich-august-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Zurich - August Length: 3 days + 3 days preparation videos online (before) Price: 2998,00 € + VAT Early Bird Price: until July 20th, 2026 Language: English Handout: English, digital Certification period: 03.09.-29.10.2026 Certification language: English by default (please contact us if you want to change to - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-july-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Online - July This LIVE ONLINE TRAINING includes: Live video session with the trainer Live Streaming of the presentation slides and whiteboard Interactive Q&A during the whole training session Group work organized in Breakout rooms by the trainer Digital Handouts available upfront Length:3 days + 3 days - [meet@th-köln_deutz](https://www.scalefree.com/events/meetth-koln_deutz/) - [Data Vault 2.1 Training & Certification (CDVP2.1®) – German – München](https://www.scalefree.com/events/data-vault-2-1-training-certification-german-munchen-june-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – München - June Length: 3 days + 3 days preparation videos online (before) Price: 2998,00 € + VAT Early Bird Price: until April 27th, 2026 Language: German Handout: English, digital Certification period: 11.06.-06.08.2026 Certification language: English by default (please contact us if you want to change to - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-may-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Online - May This LIVE ONLINE TRAINING includes: Live video session with the trainer Live Streaming of the presentation slides and whiteboard Interactive Q&A during the whole training session Group work organized in Breakout rooms by the trainer Digital Handouts available upfront Length: 3 days + 3 - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-october-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Online - October This LIVE ONLINE TRAINING includes: Live video session with the trainer Live Streaming of the presentation slides and whiteboard Interactive Q&A during the whole training session Group work organized in Breakout rooms by the trainer Digital Handouts available upfront Length: 3 days + - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English – Berlin](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-berlin-november-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Berlin - November Length: 3 days + 3 days preparation videos online (before) Price: 2998,00 € + VAT Early Bird Price: until September 28th, 2026 Language: English Handout: English, digital Certification period: 12.11.2026 - 07.01.2027 Certification language: English by default (please contact us if you want to - [Data Vault 2.1 Training & Certification (CDVP2.1®) – English](https://www.scalefree.com/events/data-vault-2-1-training-certification-english-december-2026/) - Data Vault 2.1 Training & Certification (CDVP2.1®) – Online - December This LIVE ONLINE TRAINING includes: Live video session with the trainer Live Streaming of the presentation slides and whiteboard Interactive Q&A during the whole training session Group work organized in Breakout rooms by the trainer Digital Handouts available upfront Length: 3 days + 3