--- title: Blogs on all things knowledge graph description: Read the latest knowledge-graph-themed articles from Graph.Build covering tips on how to build and maintain your knowledge graph as well as industry insights. --- [Skip to content](https://graph.build/blog#main) [![graph.build](https://graph.build/hubfs/raw_assets/public/graphbuild-theme/images/logo-secondary-reverse.svg)](https://graph.build/) Menu - Platform - AI context [Context for AI](https://graph.build/ai-context) [Semantic layer](https://graph.build/semantic-layer) [GraphRAG](https://graph.build/graphrag) [MCP & agent access](https://graph.build/mcp) [Ontologies explained](https://graph.build/resources/ontology) - Resources [Blog](https://graph.build/blog) [Graph fundamentals](https://graph.build/resources) [Documentation](https://graph.build/documentation) - Company [About us](https://graph.build/about) [Consulting](https://graph.build/consulting-services) [Contact](https://graph.build/contact) [Book a demo](https://graph.build/enquire/book-a-demo) Model [Studio](https://graph.build/graph-build-studio) [Visual graph modelling](https://graph.build/graph-modelling-tool) [Ontologies & vocabularies](https://graph.build/platform-architecture#ontology) Transform [Transformers](https://graph.build/graph-build-transformers) [Knowledge graph ETL](https://graph.build/knowledge-graph-etl) [Change data capture](https://graph.build/graph-build-transformers#cdc) Write [Writers](https://graph.build/graph-build-writer) [Database compatibility](https://graph.build/graph-databases) [Deployment](https://graph.build/platform-architecture#deployment) You are here [The graph engineering lifecycle](https://graph.build/knowledge-graph-building) Design, configure, engineer, iterate and automate graph model production: the whole lifecycle, without writing bespoke ingest code for each project. Model [Studio](https://graph.build/graph-build-studio) [Visual graph modelling](https://graph.build/graph-modelling-tool) [Ontologies & vocabularies](https://graph.build/platform-architecture#ontology) Transform [Transformers](https://graph.build/graph-build-transformers) [Knowledge graph ETL](https://graph.build/knowledge-graph-etl) [Change data capture](https://graph.build/graph-build-transformers#cdc) Write [Writers](https://graph.build/graph-build-writer) [Database compatibility](https://graph.build/graph-databases) [Deployment](https://graph.build/platform-architecture#deployment) AI context [Context for AI](https://graph.build/ai-context) [Semantic layer](https://graph.build/semantic-layer) [GraphRAG](https://graph.build/graphrag) [MCP & agent access](https://graph.build/mcp) [Ontologies explained](https://graph.build/resources/ontology) Resources [Blog](https://graph.build/blog) [Graph fundamentals](https://graph.build/resources) [Documentation](https://graph.build/documentation) Company [About us](https://graph.build/about) [Consulting](https://graph.build/consulting-services) [Contact](https://graph.build/contact) [Book a demo](https://graph.build/enquire/book-a-demo) Blog # The work of building a knowledge graph Modelling arguments, the transforms that make them real, and the decisions that do not fit in a docs page. Written by the people who build the platform, which is why they go further into the mechanism than a product blog usually does. [All](https://graph.build/blog) [Knowledge Graph Resources](https://graph.build/blog/tag/knowledge-graph-resources) [Studio](https://graph.build/blog/tag/studio) [News](https://graph.build/blog/tag/news) [Guide](https://graph.build/blog/tag/guide) [Transformers](https://graph.build/blog/tag/transformers) ## [![](https://graph.build/hubfs/cover.webp) Knowledge Graph Resources How To Build An Amazon-Scale Knowledge Graph for GraphRAG How Graph.Build turned 43.9 million Amazon reviews into a governed Memgraph knowledge graph in a day, and why the model mattered more than the volume. Aug 24, 2026 Russ Waterson](https://graph.build/blog/43.9-million-amazon-reviews-into-memgraph-in-a-day) ## [![](https://graph.build/hubfs/gb3_hero_banner_final.webp) Studio Introducing Graph.Build Studio v3.2 graph.build Studio v3.2 is a major update that expands the platform’s capabilities for designing, transforming, and managing both semantic (RDF) and property graph (LPG) models. Feb 11, 2026 Russ Waterson](https://graph.build/blog/introducing-graph-build-studio-v3-2) ## [![Graph Virtualization vs Materialization](https://graph.build/hubfs/unnamed%20(3).png) Knowledge Graph Resources Graph Virtualization vs Graph Materialization: Choosing the Right Approach for Your Data Two approaches dominate the conversation about working with data: graph virtualization and graph materialization. Graph.Build provides the flexibility to use either. Feb 4, 2025 Russ Waterson](https://graph.build/blog/graph-virtualization-vs-graph-materialization) ## [![](https://graph.build/hubfs/unnamed%20(2).png) Studio Introducing the Latest Feature Release from Graph.Build This release brings powerful new features. These updates are designed to make graph data integration and modelling faster, more intuitive, and accessible. Jan 27, 2025 Russ Waterson](https://graph.build/blog/introducing-v2.2) ## [![Graph.Build Studio Version 2.1](https://lh7-rt.googleusercontent.com/docsz/AD_4nXcWiqpRClUkSuc1CWYa2t2yFNZRsNyFW4KK0rRywNyfQE6ZbW4Hp6TcWFW5kn-W_A-FzvtDtwBNaZTHqHYz1Q-2ZkPvUIWfX0Rfd1YKYBPNvadTyeRVBuAAtQn3R8gL0vwYWPjwB4Dgl-4o9J8ikGHQTldk?key=5w_RJU4zTsp9rDD_lERrFw) Studio Introducing Graph.Build Studio v2.1 Graph.Build have released version 2.1 of the Graph.Build Studio - featuring RDF Data Synthesization, Enhanced Features for LPG, and Model Import / Export Capabilities. Sep 25, 2024 Russ Waterson](https://graph.build/blog/graph-build-studio-release) ## [![Knowledge Graph Conference](https://graph.build/hubfs/logo-circle2.png) Knowledge Graph Resources What is The Knowledge Graph Conference? The Knowledge Graph Conference (KGC) is one of the highlights of the year for knowledge graph professionals. A chance to hear about the latest developments Apr 6, 2023 Martin Dew](https://graph.build/blog/what-is-the-knowledge-graph-conference) ## [![Knowledge Graph Conference 2023](https://graph.build/hubfs/kgc.jpg) News Knowledge Graph Conference 2023 Richard Loveday will be speaking at the Knowledge Graph Conference 2023 in May at Cornell Tech in NYC. In the talk he will demo Graph.Build's capabilities. Apr 6, 2023 Martin Dew](https://graph.build/blog/knowledge-graph-conference-2023) ## [![Building a knowledge Graph Model](https://graph.build/hubfs/Blog%20Images/A%20Previously%20Created%20Model.png) Guide Navigating the Complexities of Knowledge Graph Creation This step by step guide shows you how to build a knowledge graph. It covers the traditional way and the new, automated way. Use new technology for speed. Mar 30, 2023 Martin Dew](https://graph.build/blog/navigating-the-complexities-of-knowledge-graph-creation) ## [![Graph Model](https://lh6.googleusercontent.com/VFDeMg8iixZ2d8iK_agnA2c56Phk7FxFu1uDzvl1Rq1fdMr-is0PYvcUjpOZBzICid22F3Aqa6gbzaqj5I1fMdrkC8TfAE4p8W5ptMUb_RA9TKgcpJIGkpvI0LrV5rmLsBMUHppp0HXHe0wHNb0P9oI) Guide Convert Data From Multiple Tables To RDF Using The SQL Transformer In our blog The fastest way to convert your data to RDF I went through the suite of DataLens ETL products and walked through using the... Mar 1, 2023 Richard Loveday](https://graph.build/blog/convert-data-from-multiple-tables-to-rdf-using-the-sql-lens) ## [![Visual Graph Modelling](https://graph.build/hubfs/Blog%20Images/create%20an%20entity.png) Guide Creating a Knowledge Graph (or any Graph) Model without Coding This is a step-by-step example of how to create a knowledge graph model, or any other graph model, using the Graph.Build no-code Studio solution. Feb 8, 2023 Russ Waterson](https://graph.build/blog/creating-a-knowledge-graph-or-any-graph-model-without-coding-a-step-by-step-guide) Next ## Reading about it only goes so far Bring a domain and we will model it in front of you, which answers more in forty-five minutes than an archive can. [Book a demo](https://graph.build/enquire/book-a-demo) [Graph fundamentals](https://graph.build/resources) - 45 minutes, your data, no installation - You keep whatever we model - No obligation to buy anything Platform [Studio](https://graph.build/graph-build-studio) [Transformers](https://graph.build/graph-build-transformers) [Writers](https://graph.build/graph-build-writer) [Database compatibility](https://graph.build/graph-databases) [Platform architecture](https://graph.build/platform-architecture) AI context [Context for AI](https://graph.build/ai-context) [Semantic layer](https://graph.build/semantic-layer) [GraphRAG](https://graph.build/graphrag) [MCP & agent access](https://graph.build/mcp) [Ontologies explained](https://graph.build/resources/ontology) Resources [Blog](https://graph.build/blog) [Graph fundamentals](https://graph.build/resources) [Choosing a graph database](https://graph.build/graph-databases) [How to build a knowledge graph](https://graph.build/knowledge-graph-building) [Documentation](https://graph.build/documentation) Company [About us](https://graph.build/about) [Consulting](https://graph.build/consulting-services) [Contact](https://graph.build/contact) Legal [Privacy policy](https://graph.build/privacy-policy) Get in touch No newsletter. If you want to talk about a model, or want to be kept posted, the contact form is the way in. [Contact us](https://graph.build/contact) - © 2026 Graph.Build · A trading name of Data Lens Labs Ltd, registered in England & Wales, company number 12483318 [![graph.build](https://graph.build/hubfs/raw_assets/public/graphbuild-theme/images/logo-secondary-reverse.svg)](https://graph.build/)