[All](https://memgraph.com/blog) [Neo4j and comparisons](https://memgraph.com/blog/categories/neo4j-and-comparisons) [AI](https://memgraph.com/blog/categories/ai) [Engineering](https://memgraph.com/blog/categories/engineering) [Graph tech](https://memgraph.com/blog/categories/graph-tech) [Product](https://memgraph.com/blog/categories/product) [Expert insights](https://memgraph.com/blog/categories/expert-insights) [Company](https://memgraph.com/blog/categories/company) [Showcase](https://memgraph.com/blog/categories/showcase) [**Get Stronger Multi-tenancy, Enriched GraphRAG, and Stability for Production Workloads with Memgraph 3.10** \\ \\ Memgraph 3.10 makes graph apps easier to run in production with steadier high availability, robust multi-tenant environments, and GraphRAG enrichment.\\ \\ Memgraph\\ \\ May 19, 2026\\ \\ \\ \\ **Get Stronger Multi-tenancy, Enriched GraphRAG, and Stability for Production Workloads with Memgraph 3.10** \\ \\ Memgraph 3.10 makes graph apps easier to run in production with steadier high availability, robust multi-tenant environments, and GraphRAG enrichment.\\ \\ Memgraph\\ \\ May 19, 2026](https://memgraph.com/blog/memgraph-3-10-release-multitenancy-graphrag-stability) \\ \\ **How to Connect AI Agents with Context Graphs Across Domains** \\ \\ See how Previsant uses Memgraph, GraphRAG, AI agents, and MCP to connect documents, structured data, and lineage across domains.\\ \\ Sabika Tasneem\\ \\ May 18, 2026](https://memgraph.com/blog/previsant-ai-agents-graphrag-data-lineage-memgraph) \\ \\ **How MemGQL Lets You Query Distributed Data Without ETL** \\ \\ Memgraph Zero is the umbrella product line. MemGQL is the first component introduced under it. Learn all about it in this community call.\\ \\ Sabika Tasneem\\ \\ May 15, 2026](https://memgraph.com/blog/memgql-fedrated-gql-zero-etl) \\ \\ **Introducing Memgraph Zero and MemGQL: Easy Graph Intelligence for Everyone**\\ \\ Memgraph Zero introduces MemGQL, a federated GQL engine for querying live data exactly where it lives using standard GQL, Bolt-compatible drivers, and live source connections.\\ \\ Memgraph\\ \\ May 5, 2026](https://memgraph.com/blog/introducing-memgraph-zero-memgql-federated-gql-engine) \\ \\ **How to Replace Kubernetes kubectl Debugging with a Graph** \\ \\ Learn how Ariadne turns live Kubernetes state into a Memgraph property graph for agents and engineers.\\ \\ Sabika Tasneem\\ \\ April 16, 2026](https://memgraph.com/blog/kubernetes-graph-engine-for-agents) \\ \\ **How Query-Focused Summarization Works in Atomic GraphRAG’s Single Execution Layer** \\ \\ Learn how Query-Focused Summarization handles global GraphRAG questions in Atomic GraphRAG using a single execution layer.\\ \\ Sabika Tasneem\\ \\ April 15, 2026](https://memgraph.com/blog/global-atomic-graphrag-pipeline-query-focused-summarization) \\ \\ **How Local Graph Search Works in Atomic GraphRAG** \\ \\ Explore the local graph search pattern in Atomic GraphRAG and see how it retrieves the right neighborhood for context-rich retrieval.\\ \\ Sabika Tasneem\\ \\ March 25, 2026](https://memgraph.com/blog/local-graph-search-graphrag-pipeline-type) \\ \\ **Text2Cypher for Atomic GraphRAG: The Analytical Retrieval Approach in Action** \\ \\ Explore how Text2Cypher handles analytical questions using Atomic GraphRAG primitives for exact answers over structured graph data.\\ \\ Sabika Tasneem\\ \\ March 17, 2026](https://memgraph.com/blog/text-to-cypher-graphrag-analytical-questions) \\ \\ **Understanding Memgraph Through Dependency Graphs** \\ \\ Learn how to use dependency graphs to understand the architecture, build execution, and third-party dependency risk of Memgraph.\\ \\ Matt James\\ \\ March 16, 2026](https://memgraph.com/blog/understanding-memgraph-through-dependency-graphs) \\ \\ **Prompt engineering vs context engineering: a practical guide for AI builders** \\ \\ Prompt engineering shapes what the model says. Context engineering shapes shapes the information it's output is based on. A practical comparison for AI builders.\\ \\ Sabika Tasneem\\ \\ March 13, 2026](https://memgraph.com/blog/prompt-engineering-vs-context-engineering) \\ \\ **How a Leading Retail Bank Built a GraphML Pipeline for Higher-Precision Fraud Scoring** \\ \\ See how a leading retail bank uses Memgraph to strengthen its machine learning models for higher-precision fraud scoring.\\ \\ Sabika Tasneem\\ \\ March 12, 2026](https://memgraph.com/blog/graph-machine-learning-fraud-detection) \\ \\ **Why Memgraph Infrastructure Was Moved to Hetzner** \\ \\ See how Memgraph improved CI speed, benchmarking stability, and infrastructure efficiency by moving from co-located hardware to Hetzner.\\ \\ Matt James\\ \\ March 9, 2026](https://memgraph.com/blog/memgraph-infrastructure-move-to-hetzner) \\ \\ **From JSON to GraphRAG: Building the Amazon Reviews Knowledge Graph** \\ \\ Learn how Graph.Build models the Amazon Reviews dataset into a Memgraph-ready knowledge graph, then runs Atomic GraphRAG patterns on top.\\ \\ Sabika Tasneem\\ \\ March 4, 2026](https://memgraph.com/blog/building-the-amazon-reviews-knowledge-graph) \\ \\ **Context Rot Is Real: Why Your AI Gets Worse Over Time** \\ \\ AI systems often degrade slowly over time as context drifts and accumulates. Learn what context rot is, why more context makes it worse, and how to stop it.\\ \\ Sabika Tasneem\\ \\ March 3, 2026](https://memgraph.com/blog/ai-context-rot) \\ \\ **From Events to Insights: Memgraph Production Telemetry Stack with AWS, ClickHouse, and Grafana** \\ \\ Learn how Memgraph turns raw telemetry events into dashboards and trends using AWS for ingestion, ClickHouse for analytics, and Grafana for visualization.\\ \\ Matt James\\ \\ March 2, 2026](https://memgraph.com/blog/memgraph-production-telemetry-stack-aws-clickhouse-grafana) \\ \\ **Atomic GraphRAG Demo: A Single Query Execution** \\ \\ Key takeaways from the Atomic GraphRAG demo session. See this single query execution method applied on the three main retrieval pattern types.\\ \\ Sabika Tasneem\\ \\ February 27, 2026](https://memgraph.com/blog/atomic-graphrag-demo-highlights) \\ \\ **Atomic GraphRAG Explained: The Case for a Single-Query Pipeline** \\ \\ Learn what exactly is GraphRAG, the three common question types GraphRAG systems faces, and why Atomic GraphRAG’s single query execution layer is truly a game changer.\\ \\ Marko Budiselic\\ \\ February 25, 2026](https://memgraph.com/blog/atomic-graphrag-explained-single-query-pipeline) \\ \\ **Single-Store Vector Index: Architecture and Memory Efficiency** \\ \\ Learn how the vector index is built, how it stays in sync with the graph without duplicating data, and why the latest version uses significantly less RAM for the same workload.\\ \\ David Ivekovic\\ \\ February 24, 2026](https://memgraph.com/blog/single-store-vector-index) \\ \\ **The Real AI Bottleneck of 2026: Your Company’s Implicit Knowledge** \\ \\ AI doesn’t fail because models are weak. It fails because enterprise knowledge is implicit. Learn why missing meaning is the real AI bottleneck of 2026.\\ \\ Dominik Tomicevic\\ \\ February 19, 2026](https://memgraph.com/blog/real-ai-bottleneck-2026-implicit-knowledge) \\ \\ **Agent Skills in Practice: Using Skills to Create Memgraph Query Modules** \\ \\ Agent Skills turn agent output into repeatable workflows. This Community Call recap explains Agent Skills, why the standard spread fast, and a practical demo in action.\\ \\ Sabika Tasneem\\ \\ February 17, 2026](https://memgraph.com/blog/memgraph-skills-repo-agent-skills) \\ \\ **Context Engineering for Beginners: A Developer’s Guide** \\ \\ This beginner’s guide explains what Context Engineering actually is and how developers use it to ship reliable RAG and agent workflows.\\ \\ Sabika Tasneem\\ \\ February 16, 2026](https://memgraph.com/blog/context-engineering-for-beginners) \\ \\ **Memgraph 3.8 is Out: Atomic GraphRAG + Vector Single Store With Major Performance Upgrades** \\ \\ Parallel runtime and concurrent edge WRITES on supernodes for faster ingestion, flexible one-query pipelines and 85% vector memory savings.\\ \\ Memgraph\\ \\ February 12, 2026](https://memgraph.com/blog/memgraph-3-8-release-atomic-graphrag-vector-single-store-parallel-runtime) \\ \\ **The Security Gap in MCP: The Hidden Risks No One Is Talking About** \\ \\ MCP makes LLMs powerful, but without context it also makes them risky. Learn why ungrounded MCP creates security risks and how GraphRAG closes the gap.\\ \\ Dominik Tomicevic\\ \\ February 5, 2026](https://memgraph.com/blog/security-gap-in-mcp-graphrag-context) \\ \\ **MCP + Memgraph: Building a Reliable RAG Pipeline** \\ \\ Learn how Model Context Protocol improves Cypher generation, reduces silent query failures, and boosts Q&A accuracy on graph datasets using multi-hop reasoning.\\ \\ Sabika Tasneem\\ \\ December 2, 2025](https://memgraph.com/blog/building-mcp-based-reliable-rag-app) \\ \\ **Memgraph MCP Experimental Server: Elicitation and Sampling Explained** \\ \\ Explore how Memgraph’s experimental MCP server uses elicitation and sampling to enable interactive, LLM-powered Cypher optimization and GraphRAG workflows.\\ \\ Ante Javor\\ \\ November 27, 2025](https://memgraph.com/blog/memgraph-mcp-elicitation-and-sampling) \\ \\ **Inside the Memgraph MCP Client: Interoperable Graph Context in Action** \\ \\ Missed our MCP Community Call? Here is a clear breakdown of why MCP matters, how Memgraph Lab works as an MCP Client, and what multi server agent workflows look like in practice.\\ \\ Sabika Tasneem\\ \\ November 25, 2025](https://memgraph.com/blog/inside-memgraph-mcp-client-key-takeaways) \\ \\ **Pushing MCP Forward: What’s New in the Memgraph MCP Server** \\ \\ See how Memgraph is advancing its MCP Server with a modular architecture, experimental features, vector search tools, and developer-friendly installation paths.\\ \\ Ante Javor\\ \\ November 24, 2025](https://memgraph.com/blog/pushing-mcp-forward) \\ \\ **From SQL to Graph: 5 Questions to Ask Before You Get Started** \\ \\ Before moving from SQL to graph, get clear on modeling, automation, syncing, and LLM choices. A practical breakdown of SQL2Graph best practices.\\ \\ Sabika Tasneem\\ \\ November 20, 2025](https://memgraph.com/blog/sql-to-graph-best-practices) \\ \\ **Meet the MCP Client in Memgraph Lab: Interoperability at the Core of AI Workflows** \\ \\ Discover the new MCP Client in Memgraph Lab to connect Memgraph with other MCP servers like Stripe directly from your workspace.\\ \\ Memgraph\\ \\ November 18, 2025](https://memgraph.com/blog/mcp-client-memgraph-lab-interoperability) \\ \\ **From Unstructured Data to Entity Graph: 5 Questions to Ask Before You Get Started** \\ \\ Unstructured2Graph helps convert documents into live, queryable entity graphs. This guide walks through five technical decisions that shape accuracy, performance, and scalability.\\ \\ Sabika Tasneem\\ \\ November 14, 2025](https://memgraph.com/blog/unstructured-data-to-entity-graph-best-practices) \\ \\ **Welcome SQL2Graph + Unstructured2Graph: Your New RAG Tools in Memgraph’s AI Toolkit** \\ \\ Introducing the all-new SQL2Graph and Unstructured2Graph RAG tools that make it easier to convert structured or unstructured data into graph-ready knowledge.\\ \\ Memgraph\\ \\ November 12, 2025](https://memgraph.com/blog/introducing-ai-toolkit-for-graphrag-sql2graph-unstructured2graph) \\ \\ **How to Use SQL2Graph Agentic Migration Tool: A Step-by-Step Guide** \\ \\ Follow this simple guide to convert your relational data to graph using SQL2Graph RAG tool and quickly get started with your GraphRAG workflows.\\ \\ Sabika Tasneem\\ \\ November 11, 2025](https://memgraph.com/blog/how-to-migrate-sql-to-graph) \\ \\ **Introducing HyGM: The Agentic Graph Modeling Framework Powering SQL2Graph** \\ \\ Learn how HyGM, Memgraph’s Hypothetical Graph Modeling framework, powers SQL2Graph migration agent by enabling iterative graph model generation.\\ \\ Ante Javor\\ \\ November 11, 2025](https://memgraph.com/blog/introducing-hygm-for-agentic-graph-modeling) \\ \\ **Embeddings in GraphRAG: How Memgraph Computes and Scales Them** \\ \\ Explore what embeddings are, why they matter for GraphRAG systems, and how Memgraph handles them efficiently to support scalable, real-time reasoning.\\ \\ Marko Budiselic\\ \\ November 11, 2025](https://memgraph.com/blog/scaling-graphrag-embeddings) \\ \\ **SQL2Graph Agentic Migration: From Relational Thinking to Graph Reasoning** \\ \\ Learn all about why SQL2Graph RAG Tool, as part of Memgraph’s AI Toolkit was created and how it is powered by HyGM\\ \\ Ante Javor\\ \\ November 11, 2025](https://memgraph.com/blog/sql-to-graph-agentic-migration) \\ \\ **Building Entity Graphs: From Unstructured Text to Graphs in Minutes** \\ \\ Learn all about Unstructured2Graph RAG tool, just released as part of the Memgraph AI Toolkit, to convert unstructured text into an entity graph in minutes.\\ \\ Marko Budiselic\\ \\ November 11, 2025](https://memgraph.com/blog/unstructured-text-to-entity-graphs-rag-tool) \\ \\ **From Documents to Knowledge Graphs: How to Use Unstructured2Graph RAG Tool** \\ \\ Follow this simple guide to convert your relational data to graph using Unstructured2Graph RAG Tool and quickly get started with your GraphRAG workflows.\\ \\ Sabika Tasneem\\ \\ November 11, 2025](https://memgraph.com/blog/unstructured2graph-agent-ai-rag-toolkit) \\ \\ **Text Search in Memgraph: Discovering Meaning Within Your Graph Data** \\ \\ Discover how Memgraph’s built-in text search powered by Tantivy brings meaning to your graph data by combining full-text retrieval with graph context.\\ \\ David Ivekovic\\ \\ November 6, 2025](https://memgraph.com/blog/text-search-in-memgraph) \\ \\ **Cutting the Noise: Making GraphRAG Work with Massive Enterprise Schemas** \\ \\ Massive schemas drown LLMs in data. See how GraphRAG and Memgraph’s access controls keep models sharp, focused, and grounded in truth.\\ \\ Josip Mrden\\ \\ October 23, 2025](https://memgraph.com/blog/graphrag-enterprise-schemas-access-control) \\ \\ **RAG vs GraphRAG: Shared Goal & Key Differences** \\ \\ From semantic similarity to graph reasoning, understand how GraphRAG evolves RAG into a connected context engine for smarter retrieval.\\ \\ Sabika Tasneem\\ \\ October 22, 2025](https://memgraph.com/blog/rag-vs-graphrag) \\ \\ **What Is GraphRAG? A Guide to Connected Context** \\ \\ Move beyond basic RAG. See how GraphRAG combines graph reasoning and semantic search to deliver grounded, conext-driven LLM responses.\\ \\ Sabika Tasneem\\ \\ October 15, 2025](https://memgraph.com/blog/what-is-graphrag) \\ \\ **What is RAG? Why It Matters & Where It Falls Short** \\ \\ Let’s do deep dive into what exactly is retrieval augmented generation (RAG), how is it improving LLMs and what are its shortfalls.\\ \\ Sabika Tasneem\\ \\ October 10, 2025](https://memgraph.com/blog/what-is-rag) \\ \\ **How GraphRAG Brings Context to Health Information Management** \\ \\ See how GraphRAG unify fragmented healthcare data by mapping patient, provider, and research relationships into a connected graph for better insights.\\ \\ Sabika Tasneem\\ \\ October 8, 2025](https://memgraph.com/blog/health-information-management-with-graphrag) \\ \\ **From RAG to Graphs: How Cognee is Building Self-Improving AI Memory** \\ \\ RAG systems fail 40% of the time. See how Cognee’s memory-first design with knowledge graphs raises reliability to production standards.\\ \\ Sabika Tasneem\\ \\ October 2, 2025](https://memgraph.com/blog/from-rag-to-graphs-cognee-ai-memory) \\ \\ **Clinical Trials Without Delays: GraphRAG Optimization in Action** \\ \\ Discover how GraphRAG-powered applications optimize clinical trials by integrating patient data, streamlining recruitment, improving retention, and predicting outcomes.\\ \\ Sabika Tasneem\\ \\ October 1, 2025](https://memgraph.com/blog/clinical-trial-optimization-graph-rag) \\ \\ **Why Graphs Are a Natural Fit for Wrestling Data** \\ \\ From weight communities to influence maps with PageRank, discover how graph databases reveal wrestling insights.\\ \\ Matt Grogan\\ \\ September 25, 2025](https://memgraph.com/blog/knowledge-graph-wrestling-data-insights) \\ \\ **How Can GraphRAG Speed Up Drug Discovery and Safety** \\ \\ Discover how GraphRAG accelerates drug discovery by modeling drug interactions, and uncovering repurposing opportunities.\\ \\ Sabika Tasneem\\ \\ September 24, 2025](https://memgraph.com/blog/graph-rag-drug-discovery) \\ \\ **How Can GraphRAG Improve Personalized Patient Care** \\ \\ See how GraphRAG makes personalized patient care possible. Learn how graphs model health data, apply algorithms, and deliver real results in Type 2 diabetes care.\\ \\ Sabika Tasneem\\ \\ September 18, 2025](https://memgraph.com/blog/personalized-patient-care-healthcare-graphrag) \\ \\ **Why Memgraph Is Betting Big on LPGs (and Why RDF Can’t Keep Up)** \\ \\ LPGs vs. RDF? Memgraph backs LPGs for speed, flexibility, and sanity. And tops it of with deep path traversals.\\ \\ Marko Budiselic\\ \\ September 17, 2025](https://memgraph.com/blog/why-lpgs-beat-rdf) \\ \\ **Cybersecurity Needs Context. GraphRAG Delivers It.** \\ \\ See how GraphRAG brings real-time context to cybersecurity. Go beyond alerts with graph-powered AI that explains, detects, and responds.\\ \\ Sabika Tasneem\\ \\ September 15, 2025](https://memgraph.com/blog/graphrag-cybersecurity-analysis-context) \\ \\ **Inside SynaLinks: How Knowledge Graphs Power Neuro-Symbolic AI** \\ \\ Learn how neurosymbolic frameworks and knowledge graphs are the key to bring structure, context, and flexibility to LLM-powered systems.\\ \\ Sabika Tasneem\\ \\ September 11, 2025](https://memgraph.com/blog/deep-learning-knowledge-graph) \\ \\ **Control, Flexibilty and Smarter Queries: What's New in Memgraph 3.5** \\ \\ Upgrade to Memgraph 3.5 for stronger data safety, smarter Cypher queries, new Lab schema tools, and improved high-availability controls.\\ \\ Sabika Tasneem\\ \\ September 10, 2025](https://memgraph.com/blog/memgraph-3-5-release-announcement) \\ \\ **HybridRAG and Why Combine Vector Embeddings with Knowledge Graphs for RAG?** \\ \\ Discover how HybridRAG combines vector embeddings and knowledge graphs for smarter Retrieval-Augmented Generation (RAG)\\ \\ Sara Tilly\\ \\ September 3, 2025](https://memgraph.com/blog/why-hybridrag) \\ \\ **GraphRAG for Devs: Graph-Code Demo Overview** \\ \\ See how Graph-Code uses Memgraph, Tree-sitter, and Cypher to map a repository, answer architectural questions, and support GraphRAG-powered coding workflows.\\ \\ Sabika Tasneem\\ \\ August 28, 2025](https://memgraph.com/blog/graphrag-for-devs-coding-assistant) \\ \\ **Building Skygraph: A Google Flights-like App with Memgraph and Cypher** \\ \\ Analyzing European flight routes from August 4th to August 10th 2025 with graph analysis.\\ \\ Petra Salaj\\ \\ August 27, 2025](https://memgraph.com/blog/flight-search-engine-memgraph-cypher-tutorial) \\ \\ **From Raw to Graph: 3 Essential Steps to Load Your Data into Memgraph** \\ \\ Starting a graph project with Memgraph? This hands-on guide covers how to prepare your data, build your graph model, and import it the right way.\\ \\ Sabika Tasneem\\ \\ August 21, 2025](https://memgraph.com/blog/preprocess-model-import-graph-data) \\ \\ **Start Smart: 15 Questions to Ask Before Building a Knowledge Graph** \\ \\ Building a knowledge graph? Start here. Ask these 15 practical questions to avoid common pitfalls and design with confidence.\\ \\ Sabika Tasneem\\ \\ August 14, 2025](https://memgraph.com/blog/building-knowledge-graph-key-questions) \\ \\ **4 Real-World Success Stories Where GraphRAG Beats Standard RAG** \\ \\ See how NASA, Precina Health, Cedars-Sinai, and Microchip use GraphRAG with Memgraph for workforce search, diabetes care, biomedical research, and customer support.\\ \\ Sabika Tasneem\\ \\ August 7, 2025](https://memgraph.com/blog/graphrag-vs-standard-rag-success-stories) \\ \\ **From Edge Vector Indexing to LLM Models: What’s New in Memgraph 3.4** \\ \\ Get tighter performance control and more flexibility in your graph projects with Memgraph 3.4.0. Now with edge vector search, expanded LLM Model support, and more.\\ \\ Sabika Tasneem\\ \\ July 31, 2025](https://memgraph.com/blog/memgraph-3-4-release-announcement) \\ \\ **Relational to Graph: Your Guide to Graph Thinking** \\ \\ Relational thinker curious about graphs? Explore the shift from tables to nodes and relationships, with practical insights and Cypher examples.\\ \\ Sabika Tasneem\\ \\ July 17, 2025](https://memgraph.com/blog/relational-to-graph) \\ \\ **Stop the Next Breach: Cyber Graphs for Post-Incident Network Monitoring** \\ \\ Discover why traditional logs fall short and how graphs uncover the full story of lateral movement during a cyber attack.\\ \\ Sabika Tasneem\\ \\ July 16, 2025](https://memgraph.com/blog/network-monitoring-cybersecurity-graph-analysis) \\ \\ **Preventing Cyber Attacks: Why Vulnerability Management Needs Graphs** \\ \\ Discover how graph technology helps cybersecurity teams map connections between vulnerabilities and stop attack paths before they’re exploited.\\ \\ Sabika Tasneem\\ \\ July 9, 2025](https://memgraph.com/blog/vulnerability-management-cybersecurity-graph-analysis) \\ \\ **What's The Role of Graph-Powered IAM Analysis in Cybersecurity** \\ \\ Understand the critical role of graph-powered Identity & Access Management (IAM) analysis in preventing cybersecurity breaches and visualizing complex access rights.\\ \\ Sabika Tasneem\\ \\ July 2, 2025](https://memgraph.com/blog/identity-and-access-management-cybersecurity-analysis) \\ \\ **Tracing Cyber Threats Through Fraud and Anomaly Graph Patterns** \\ \\ Learn how graph databases enhance fraud and anomaly detection by uncovering hidden links across accounts, devices, and behaviors.\\ \\ Sabika Tasneem\\ \\ June 27, 2025](https://memgraph.com/blog/fraud-and-anomaly-detection) \\ \\ **Why Cyber Threat Intelligence Needs a Graph** \\ \\ From scattered signals to actionable insight, see how graph-powered threat intelligence gives security teams an edge.\\ \\ Sabika Tasneem\\ \\ June 20, 2025](https://memgraph.com/blog/threat-intelligence-cybersecurity-graph-technology) \\ \\ **RAG and Why Do You Need a Graph Database in Your Stack?** \\ \\ Why graph databases are key to powering accurate, real-time RAG systems with LLMs and complex, connected data.\\ \\ Sara Tilly\\ \\ June 10, 2025](https://memgraph.com/blog/why-rag-needs-graph-database) \\ \\ **Cognee + Memgraph: How To Build An Intelligent Knowledge Graph Using Hacker News Data** \\ \\ Discover how to convert unstructured Hacker News content into structured, searchable insights using Memgraph’s graph database and Cognee’s AI-powered memory engine.\\ \\ Sabika Tasneem\\ \\ June 5, 2025](https://memgraph.com/blog/cognee-memgraph-integration-demo) \\ \\ **End-to-End Agents over Graphs with Memgraph’s AI Toolkit, LangGraph & MCP** \\ \\ Learn how to u Memgraph’s AI Toolkit with LangGraph and MCP to build agents that think, act, and query over graphs dynamically.\\ \\ Matea Pesic\\ \\ June 4, 2025](https://memgraph.com/blog/end-to-end-llm-agents-with-memgraph-langgraph-mcp) \\ \\ **Memgraph AI Toolkit: A Codebase for Graph-Powered Applications** \\ \\ Discover the Memgraph AI Toolkit, an open-source Cypher-first codebase to build graph-powered AI apps using LLM agents, vector search, and GraphRAG techniques.\\ \\ Ante Javor\\ \\ June 3, 2025](https://memgraph.com/blog/memgraph-ai-toolkit-graph-powered-ai-applications) \\ \\ **Cypher Generation vs Tool Invocation: Designing Reliable AI for Graph Databases** \\ \\ Cypher generation vs tool invocation: which is better for building reliable graph-based AI assistants? Get the breakdown.\\ \\ Katarina Šupe\\ \\ May 28, 2025](https://memgraph.com/blog/tools-vs-cypher-generation-in-graph-database) \\ \\ **Why Knowledge Graphs Are the Ideal Structure for LLM Personalization** \\ \\ Find out why knowledge graphs are key to personalizing LLMs, improving context, relevance, and real-time insights with GraphRAG.\\ \\ Sara Tilly\\ \\ May 21, 2025](https://memgraph.com/blog/why-knowledge-graphs-for-llm) \\ \\ **G.V() + Memgraph: Query, Visualize, Explore** \\ \\ Connect Memgraph to G.V() to run Cypher queries, explore graph data visually, and manage your schema easily in one interactive interface.\\ \\ Sabika Tasneem\\ \\ May 15, 2025](https://memgraph.com/blog/memgraph-compatible-with-gdotv) \\ \\ **Fine-Tuning LLMs vs. RAG: How to Solve LLM Limitations** \\ \\ Compare fine-tuning vs. RAG to overcome LLM limitations and make enterprise data accessible, dynamic, and useful.\\ \\ Sara Tilly\\ \\ May 14, 2025](https://memgraph.com/blog/llm-limitations-fine-tuning-vs-rag) \\ \\ **Multi-Tenancy in Graph Databases and Why Should You Care?** \\ \\ Multi-tenancy and why it matters, trade-offs, and how Memgraph handles it without breaking your graph.\\ \\ Marko Budiselic\\ \\ May 6, 2025](https://memgraph.com/blog/why-multi-tenancy-matters-in-graph-databases) \\ \\ **Options for Building GraphRAG: Frameworks, Graph Databases, and Tools** \\ \\ Discussing the best tools, databases, and frameworks to build a powerful GraphRAG system with real-time, relevant insights.\\ \\ Sara Tilly\\ \\ April 29, 2025](https://memgraph.com/blog/building-graphrag-frameworks-tools-databases) \\ \\ **GraphQL vs REST API: Which is a Natural Fit for Graph Databases?** \\ \\ Explore the key differences between GraphQL and REST APIs and discover why GraphQL is a natural fit for graph databases like Memgraph.\\ \\ Sabika Tasneem\\ \\ April 23, 2025](https://memgraph.com/blog/graphql-vs-rest-api) \\ \\ **RAG isn’t dead. It’s just getting started.** \\ \\ Here’s what our CEO thinks about RAG and how it’s changing \\ \\ Dominik Tomicevic\\ \\ April 16, 2025](https://memgraph.com/blog/rag-is-not-dead-it-just-getting-started) \\ \\ **Introducing KNIME Extension: Low-Code Graph Analysis is here** \\ \\ Learn how to use KNIME with Memgraph to run Cypher queries, build graph models, and analyse connected data using KNIME's low code environment.\\ \\ Memgraph\\ \\ April 14, 2025](https://memgraph.com/blog/memgraph-graph-analysis-extension-for-knime) \\ \\ **Introducing Updated LangChain Integration and Memgraph Toolkit for Agents** \\ \\ We added a support for Memgraph toolkit, to build agentic application with LangGraph and Memgraph.\\ \\ Memgraph\\ \\ April 10, 2025](https://memgraph.com/blog/introducing-updated-langchain-integration-and-memgraph-toolkit-for-agents) \\ \\ **Introducing the Memgraph MCP Server** \\ \\ We're excited to introduce the Memgraph MCP Server, a lightweight server implementation of the Model Context Protocol (MCP) designed to connect Memgraph with LLMs.\\ \\ Katarina Supe\\ \\ April 3, 2025](https://memgraph.com/blog/introducing-memgraph-mcp-server) \\ \\ **LLM Limitations: Why Can’t You Query Your Enterprise Knowledge with Just an LLM?** \\ \\ Why LLMs like ChatGPT can't query enterprise data and how RAG adds context to make them work for your business.\\ \\ Sara Tilly\\ \\ March 27, 2025](https://memgraph.com/blog/llm-limitations-query-enterprise-data) \\ \\ **How Do LLMs Work?** \\ \\ How LLMs work, their limits with enterprise data, and why tools like RAG and fine-tuning help fill the gaps.\\ \\ Sara Tilly\\ \\ March 24, 2025](https://memgraph.com/blog/how-llms-work-and-their-limitations) \\ \\ **How To Do GraphRAG with DeepSeek** \\ \\ How FI Consulting built a scalable RAG system with Memgraph and DeepSeek—no GPU overkill, no LLM hallucinations.\\ \\ Sara Tilly\\ \\ March 6, 2025](https://memgraph.com/blog/fi-consulting-rag-memgraph-deepseek) \\ \\ **How Would Microsoft GraphRAG Work Alongside a Graph Database?** \\ \\ Check out how Hierarchical GraphRAG and Memgraph 3.0 improve knowledge retrieval with Leiden community detection and structured knowledge graphs.\\ \\ Sara Tilly\\ \\ February 24, 2025](https://memgraph.com/blog/how-microsoft-graphrag-works-with-graph-databases) \\ \\ **How To Build Agentic GraphRAG?** \\ \\ Ditch rigid GraphRAG pipelines—build an AI-powered agent that picks the right tool for every query. Powered by Memgraph 3.0.\\ \\ Sara Tilly\\ \\ February 18, 2025](https://memgraph.com/blog/build-agentic-graphrag-ai) \\ \\ **Graph Databases in Energy Management: How Volue Transformed the Power Grid with Memgraph** \\ \\ How Volue optimized power grid management with Memgraph’s real-time graph analytics—faster queries, better insights, smarter energy use.\\ \\ Sara Tilly\\ \\ February 3, 2025](https://memgraph.com/blog/graph-databases-energy-management-volue) \\ \\ **How To Build Interactive Dashboards to Optimize Efficiency with Memgraph** \\ \\ RJ Visser built interactive dashboards with Memgraph to query linked data and integrate Python tools for efficiency.\\ \\ Sara Tilly\\ \\ January 27, 2025](https://memgraph.com/blog/build-interactive-dashboards-optimize-efficiency-memgraph) \\ \\ **Decoding Vector Search: The Secret Sauce Behind Smarter Data Retrieval** \\ \\ How to optimize semantic queries, handle high-dimensional embeddings, and query unstructured data efficiently.\\ \\ Memgraph\\ \\ January 22, 2025](https://memgraph.com/blog/decoding-vector-search-smarter-data-retrieval) \\ \\ **Improved Knowledge Graph Creation with LangChain and LlamaIndex** \\ \\ Improvements to LangChain and LlamaIndex integrations simplify knowledge graph creation and enhance GraphRAG workflows.\\ \\ Memgraph\\ \\ January 3, 2025](https://memgraph.com/blog/improved-knowledge-graph-creation-langchain-llamaindex) \\ \\ **TrustGraph and Memgraph: Knowledge Retrieval for Complex Industries** \\ \\ Read how TrustGraph uses chunking, GraphRAG, and Memgraph to tackle unstructured data in complex, regulated industries.\\ \\ Memgraph\\ \\ December 23, 2024](https://memgraph.com/blog/trustgraph-memgraph-knowledge-retrieval-complex-industries) \\ \\ **Talking to Your Graph Database with LLMs Using GraphChat** \\ \\ Check out how GraphChat lets you talk to your graph database with LLMs, simplifying queries and insights.\\ \\ Memgraph\\ \\ November 8, 2024](https://memgraph.com/blog/talking-to-graph-database-llms-graphchat-webinar-recap) \\ \\ **Memgraph Lab 101: Simplify Graph Data Exploration with Visualization and Querying** \\ \\ Find out more about Lab for graph data visualization, Cypher queries, and real-time insights for experts and beginners alike.\\ \\ Memgraph\\ \\ November 5, 2024](https://memgraph.com/blog/lab-guide-graph-data-visualization-querying) \\ \\ **Using Memgraph for Knowledge-Driven AutoML in Alzheimer’s Research at Cedars-Sinai** \\ \\ How Cedars-Sinai uses Memgraph to enhance AutoML for Alzheimer's research, driving predictive accuracy and drug discovery.\\ \\ Memgraph\\ \\ October 28, 2024](https://memgraph.com/blog/knowledge-driven-automl-alzheimers-research-cedars-sinai) \\ \\ **How Precina Health Uses Memgraph and GraphRAG to Revolutionize Type 2 Diabetes Care with Real-Time Insights** \\ \\ Precina Health using GraphRAG to help patients manage Type 2 diabetes at scale, using a mix of real-time data, AI, and personalized care.\\ \\ Sara Tilly\\ \\ October 17, 2024](https://memgraph.com/blog/precina-health-memgraph-graphrag-type-2-diabetes-care) \\ \\ **Graph Databases for Crime-Fighting: How Memgraph Maps and Analyzes Criminal Networks** \\ \\ How Memgraph's graph database maps and analyzes criminal networks, enabling real-time insights for crime-fighting efforts?\\ \\ Sara Tilly\\ \\ October 9, 2024](https://memgraph.com/blog/graph-databases-crime-fighting-memgraph-criminal-networks) \\ \\ **How HIWE IT Leveraged Memgraph for Enhanced Supply Chain Insights** \\ \\ Discover how graph databases improve supply chain management and how HIWE IT uses Memgraph for powerful analytics apps.\\ \\ Sabika Tasneem\\ \\ October 1, 2024](https://memgraph.com/blog/hiwe-it-supply-chain-graph-analysis) \\ \\ **Cypher Differences Between Neo4j and Memgraph** \\ \\ Key differences that developers need to be aware of when migrating between these two graph databases.\\ \\ Katarina Supe\\ \\ August 21, 2024](https://memgraph.com/blog/cypher-differences-between-neo4j-and-memgraph) \\ \\ **Enhancing Static Analyzers with Graph-Based Vulnerability Discovery** \\ \\ Using graph-based techniques with Memgraph to enhance static analyzers for precise vulnerability detection.\\ \\ Sara Tilly\\ \\ August 14, 2024](https://memgraph.com/blog/enhancing-static-analyzers-with-graph-based-vulnerability-discovery) \\ \\ **What Types of Data Are Supported in Memgraph?** \\ \\ Explore Memgraph's data typed and learn how to use them effectively in your graph database.\\ \\ Matea Pesic\\ \\ August 14, 2024](https://memgraph.com/blog/what-types-of-data-are-supported-in-memgraph) \\ \\ **Migrating a Neo4j Database to Memgraph: A Step-by-Step Guide Using Compare41** \\ \\ Here's how to migrate Neo4j to Memgraph using Compare41.\\ \\ Ryan John Velasco\\ \\ July 31, 2024](https://memgraph.com/blog/migrating-neo4j-database-to-memgraph-using-compare41) \\ \\ **Analyzing Lightning Network Payment Channels with Memgraph** \\ \\ Analyzing and optimizing Bitcoin's Lightning Network using Memgraph in real time.\\ \\ Sara Tilly\\ \\ July 22, 2024](https://memgraph.com/blog/analyzing-lightning-network-payment-channels) \\ \\ **How To Build Automation Systems with Digital Twins and Graph Databases** \\ \\ Optimizing building automation with digital twins using Memgraph for real-time monitoring and efficient management.\\ \\ Sara Tilly\\ \\ June 28, 2024](https://memgraph.com/blog/how-to-build-automation-systems-with-digital-twins-and-graph-databases) \\ \\ **Memgraph Cypher Implementation: Flexibility and Advanced Traversals** \\ \\ Learn more about the flexibility of Memgraph Cypher implementation with advanced path traversals and custom query modules.\\ \\ Katarina Supe\\ \\ June 24, 2024](https://memgraph.com/blog/cypher-implementation-flexibility-and-advanced-traversals) \\ \\ **Integrating Vector and Graph Databases: A Deep Dive into Gen AI and LLMs** \\ \\ Integrate vector and graph databases for AI. We cover semantic search, database optimizations, and future trends.\\ \\ Memgraph\\ \\ June 17, 2024](https://memgraph.com/blog/integrating-vector-and-graph-databases-gen-ai-llms) \\ \\ **Building GenAI Applications with Memgraph: Easy Integration with GPT and Llama** \\ \\ Integrate LLMs with Memgraph using LangChain for RAG systems and build GenAI applications easily.\\ \\ Katarina Supe\\ \\ June 5, 2024](https://memgraph.com/blog/building-gen-ai-applications-with-memgraph-gpt-llama) \\ \\ **Migrate from Postgres to Memgraph in Just 15 Minutes with ChatGPT** \\ \\ Check out how our AI-driven approach, using ChatGPT, reduced PostgreSQL to Memgraph migration time to just 15 minutes.\\ \\ Josip Mrden\\ \\ May 29, 2024](https://memgraph.com/blog/migrate-from-postgres-to-memgraph-in-15-minutes-with-chat-gpt) \\ \\ **Query Optimization in Memgraph: Best Practices and Common Mistakes** \\ \\ Optimize Memgraph queries. Explore profiling, indexing, and query parameterization for peak graph database performance.\\ \\ Matea Pesic\\ \\ May 22, 2024](https://memgraph.com/blog/query-optimization-in-memgraph-common-mistakes) \\ \\ **Optimizing Real-Time Payment Authorization with Memgraph** \\ \\ See how Paysure Solutions uses Memgraph for real-time payment authorization, tackling technical challenges and optimizations.\\ \\ Sara Tilly\\ \\ May 10, 2024](https://memgraph.com/blog/optimizing-real-time-payment-autorization-with-memgraph) \\ \\ **LLM Throws a Syntax Error Tantrum: Teaching AI to Craft Graph Style Scripts** \\ \\ How LLMs generate custom CSS-like GSS for dynamic graph visualization in Memgraph, training AI to create GSS.\\ \\ Toni Lastre\\ \\ May 7, 2024](https://memgraph.com/blog/llm-throws-syntax-error-tantrum-teaching-ai-graph-style-script) \\ \\ **How Microchip Uses Memgraph’s Knowledge Graphs to Optimize LLM Chatbots** \\ \\ Check out how Microchip uses Memgraph's graphs to enhance LLM chatbot accuracy and response quality in real-world use.\\ \\ Sara Tilly\\ \\ April 25, 2024](https://memgraph.com/blog/how-microchip-uses-memgraph-knowledge-graphs-to-optimize-llm-chatbots) \\ \\ **Using LLMs and Graph Database to Boost Community Engagement** \\ \\ Learn how LLMs and graph databases boost community engagement in our webinar with insights from Orbit's Steeve Bete.\\ \\ Sara Tilly\\ \\ April 4, 2024](https://memgraph.com/blog/using-llms-and-graph-database-to-boost-community-engagement) \\ \\ **Using Graph Algorithms to Enhance Machine Learning for Cyber Threat Detection** \\ \\ Discover how University of West Florida researchers used Memgraph to enhance ML accuracy for detecting cyber threats.\\ \\ Maya Natarajan\\ \\ March 28, 2024](https://memgraph.com/blog/using-graph-algorithms-to-enhance-machine-learning-cybersecurity) \\ \\ **Natural Language Querying with Memgraph Lab** \\ \\ Enable natural language querying in Memgraph Lab with LangChain and LLMs, bridging Cypher expertise and AI-driven queries.\\ \\ Katarina Supe\\ \\ December 13, 2023](https://memgraph.com/blog/natural-language-querying-with-memgraph-lab) \\ \\ **Integrating Confluent's Kafka Platform with Memgraph for Efficient Data Management** \\ \\ Integrate Confluent's Kafka with Memgraph for efficient data streaming and real-time IoT data analysis using Docker Compose.\\ \\ Kruno Golubic\\ \\ December 7, 2023](https://memgraph.com/blog/integrating-confluents-kafka-platform-with-memgraph) \\ \\ **Optimizing Graph Databases through Denormalization** \\ \\ Learn how denormalization boosts query speed and data retrieval in graph databases with large, interconnected datasets.\\ \\ Kruno Golubic\\ \\ November 21, 2023](https://memgraph.com/blog/optimizing-graph-databases-through-denormalization) \\ \\ **Writing Mutations and Complex Cypher Queries in Memgraph** \\ \\ Exploring how to write complex Cypher queries and mutations in Memgraph to effectively work with graph data\\ \\ Karmen Rabar\\ \\ November 15, 2023](https://memgraph.com/blog/writing-mutations-and-complex-cypher-queries-in-memgraph) \\ \\ **Graph Visualization in Python** \\ \\ Learn how to visualize graph data in Python with Pyvis and Jaal, then explore related graph workflows with Memgraph.\\ \\ Karmen Rabar\\ \\ November 9, 2023](https://memgraph.com/blog/graph-visualization-in-python) \\ \\ **Apache License 2.0** \\ \\ Explore Apache License 2.0, a permissive open-source license offering flexibility, freedom, and patent protection for developers.\\ \\ Kruno Golubic\\ \\ October 10, 2023](https://memgraph.com/blog/apache-license-2-0) \\ \\ **Building a Backend for ODIN and RUNE: How to Make a Knowledge Extraction Engine** \\ \\ In this blog post, our very own intern, Patrik, shares his experience creating a backing for a powerful knowledge extraction engine.\\ \\ Patrik Kukic\\ \\ September 27, 2023](https://memgraph.com/blog/building-backend-odin-rune-knowledge-extraction-engine) \\ \\ **From Contribution to Impact: LangChain Docs and Memgraph's LLM Story**\\ \\ In this article, Oleksandr, one of Memgraph’s amazing interns, shares insights on open-source contribution and the story behind Memgraph and LangChain.\\ \\ Oleksandr Ichenskyi\\ \\ September 26, 2023](https://memgraph.com/blog/langchain-docs-memgraph-llm-story) \\ \\ **RUNE — Our Journey to Creating a GitHub LLM Analytics Tool: Intern’s Perspective** \\ \\ Learn about Oleksandr's perspective on creating a GitHub LLM analytics tool as part of Memgraph's intern program this summer.\\ \\ Oleksandr Ichenskyi\\ \\ September 20, 2023](https://memgraph.com/blog/rune-creating-github-llm-analytic-tool) \\ \\ **Obsidian Note-Taking with ODIN: Intern's Perspective** \\ \\ Explore how ODIN integrates Memgraph with Obsidian to transform note-taking into a dynamic knowledge graph for efficient data management.\\ \\ Oleksandr Ichenskyi\\ \\ September 19, 2023](https://memgraph.com/blog/addobsidian-note-taking-with-odin) \\ \\ **Real-Time Graph Visualization of Bluesky** \\ \\ Read on to learn more about a brand new real-time graph visualization of Bluesky, a new social network for microblogging.\\ \\ Dominik Jambrovic, Marko Bagaric\\ \\ September 13, 2023](https://memgraph.com/blog/real-time-graph-visualization-of-bluesky) \\ \\ **Improve Query Execution Performance** \\ \\ Enhance the speed of query execution with our detailed guide. Optimize your database performance and boost productivity.\\ \\ Vlasta Pavicic\\ \\ September 7, 2023](https://memgraph.com/blog/improve-query-execution-performance) \\ \\ **Betweenness Centrality and Other Essential Centrality Measures in Network Analysis** \\ \\ Explore centrality measures in network analysis, including betweenness centrality, to identify key nodes and optimize networks.\\ \\ Ani Ghazaryan\\ \\ September 1, 2023](https://memgraph.com/blog/betweenness-centrality-and-other-centrality-measures-network-analysis) \\ \\ **Memgraph Helm Chart Kubernetes** \\ \\ Explore the possibilities of Memgraph and Kubernetes with our latest Helm chart repository.\\ \\ Katarina Supe, Ante Javor\\ \\ August 28, 2023](https://memgraph.com/blog/memgraph-helm-chart-kubernetes) \\ \\ **What is a Graph Database?** \\ \\ Discover the power of graph databases and their role in modern data management. Explore the definition, advantages, and applications of graph databases in this comprehensive article.\\ \\ Ani Ghazaryan\\ \\ July 14, 2023](https://memgraph.com/blog/what-is-a-graph-database) \\ \\ **Memgraph Community Call: Querying Memgraph through an LLM** \\ \\ Memgraph is preparing new community call and this time with a special guest, Brett Brewer, who will talk about querying Memgraph through an LLM.\\ \\ Katarina Supe\\ \\ June 30, 2023](https://memgraph.com/blog/querying-memgraph-through-an-llm) \\ \\ **From Losses to Savings: How Memgraph Helped Company X Save 7 Figures through Fraud Detection**\\ \\ In this case study, you will learn how the collaboration between Memgraph and Company X yielded impressive results, including a 135% increase in detection efficiency and savings in the seven-figure range.\\ \\ Memgraph\\ \\ June 29, 2023](https://memgraph.com/blog/how-memgraph-helped-companyx-save-7-figures-fraud-detection) \\ \\ **What is PostgreSQL Database?** \\ \\ PostgreSQL, also known as Postgres, is an open-source relational database management system with a strong reputation for reliability, feature robustness, and performance. It is known for its ability to handle a diverse range of workloads, but what sets it apart from other databases? Uncover the unique advantages of PostgreSQL, explore its core features, and see why it might be the right choice for your next project. \\ \\ Kruno Golubic\\ \\ June 28, 2023](https://memgraph.com/blog/what-is-postgresql-database) \\ \\ **SQL vs NoSQL Databases** \\ \\ Explore the fundamental differences between SQL and NoSQL databases, get to know their features, advantages, and explore examples in this blog.\\ \\ Matea Pesic\\ \\ June 19, 2023](https://memgraph.com/blog/sql-vs-nosql-databases) \\ \\ **ACID Transactions: What’s the Meaning of Isolation Levels for Your Application** \\ \\ How databases ensure data consistency using ACID transactions and the impact of isolation levels on your application.\\ \\ Marko Budiselic, Ante Javor\\ \\ June 16, 2023](https://memgraph.com/blog/acid-transactions-meaning-of-isolation-levels) \\ \\ **Graph Search Algorithms: Developer's Guide** \\ \\ Explore the foundations of graph search algorithms and learn how to leverage them effectively to unlock new possibilities for solving complex problems and advancing your development skills.\\ \\ Vlasta Pavicic\\ \\ June 15, 2023](https://memgraph.com/blog/graph-search-algorithms-developers-guide) \\ \\ **How to Choose a Database for Your Needs?** \\ \\ This article will guide you through all the factors to consider when choosing a database, providing insights into popular database models to help you make an informed decision.\\ \\ Ani Ghazaryan\\ \\ June 13, 2023](https://memgraph.com/blog/how-to-choose-a-database-for-your-needs) \\ \\ **Types of NoSQL Databases: Deep Dive** \\ \\ This is the only deep dive you need to compare different types of NoSQL databases and explore their applications across various industries.\\ \\ Ani Ghazaryan\\ \\ June 2, 2023](https://memgraph.com/blog/types-of-nosql-databases-deep-dive) \\ \\ **Top 7 Graph Algorithm Books You Should Know About** \\ \\ How to find credible sources to help you learn more about graphs and apply them to your use case? Save these 7 graph algorithm books and e-resources in the bonus section.\\ \\ Ani Ghazaryan\\ \\ May 31, 2023](https://memgraph.com/blog/top-7-graph-algorithm-books) \\ \\ **Graph Clustering Algorithms: Usage and Comparison** \\ \\ From social networks and biological systems to recommendation engines, graph clustering algorithms enable data scientists to gain insights and make informed decisions that create value.\\ \\ Ante Pusic\\ \\ May 26, 2023](https://memgraph.com/blog/graph-clustering-algorithms-usage-comparison) \\ \\ **Memgraph and Graphlytic Joined Forces to Offer Real-Time Visualization** \\ \\ Graphlytic has introduced support for Memgraph DB and Memgraph Cloud which enables seamless connectivity between your Memgraph instance and any Graphlytic installation.\\ \\ Memgraph\\ \\ May 25, 2023](https://memgraph.com/blog/memgraph-and-graphlytic-to-offer-real-time-visualization) \\ \\ **DB-Engines Ranking: Top Graph Databases You Should Use** \\ \\ Choose wisely! The right graph database can make or break your project. Discover how DB-Engines rescues developers from regretful decisions.\\ \\ Matea Pesic\\ \\ May 24, 2023](https://memgraph.com/blog/db-engines-ranking-top-graph-databases) \\ \\ **Nuix and Linkurious join Memgraph on the Gartner Data & Analytics Summit!** \\ \\ Meet the three companies at the Summit and dive into the Integrated Link Analysis for unstructured data powered by AI, NLP and Graph Analytics.\\ \\ Marko Srsan\\ \\ May 18, 2023](https://memgraph.com/blog/nuix-and-linkurious-join-memgraph-on-the-gartner-data-analytics-summit) \\ \\ **Neo4j vs Memgraph - How to Choose a Graph Database?** \\ \\ In this article, we will compare two leading graph databases, Memgraph and Neo4j graph database, to help you choose the best platform for your needs.\\ \\ Memgraph\\ \\ May 15, 2023](https://memgraph.com/blog/neo4j-vs-memgraph) \\ \\ **Boosting Cybersecurity Defenses with Graph Technology** \\ \\ Improve cybersecurity with Saporo and Memgraph, achieving 10x faster performance and 2x quicker migration for attack surface management.\\ \\ Memgraph\\ \\ May 12, 2023](https://memgraph.com/blog/boosting-cybersecurity-defenses-with-graph-technology) \\ \\ **Graph Database vs Relational Database** \\ \\ Compare graph and relational databases by data model, query style, and workload fit. Learn when Cypher is a better match than SQL for connected data and where Memgraph fits.\\ \\ Memgraph\\ \\ May 8, 2023](https://memgraph.com/blog/graph-database-vs-relational-database) \\ \\ **Introduction to Streaming Databases** \\ \\ A streaming database is a real-time data repository specifically designed to store, accumulate, process and enhance a data stream.\\ \\ Memgraph\\ \\ May 5, 2023](https://memgraph.com/blog/streaming-databases) \\ \\ **Five Recommendation Algorithms No Recommendation Engine Is Whole Without** \\ \\ How many recommendation algorithms do you need for a successful recommendation engine? Start with these five and we'll recommend you more!\\ \\ Niko Krvavica\\ \\ May 4, 2023](https://memgraph.com/blog/five-recommendation-algorithms-no-recommendation-engine-is-whole-without) \\ \\ **Top 10 Streaming Analytics Tools** \\ \\ Learn how to pick the best streaming analytics tool for your use case\\ \\ Memgraph\\ \\ May 2, 2023](https://memgraph.com/blog/streaming-analytics-tools) \\ \\ **In-Memory Databases That Work Great With Python** \\ \\ An in-memory database is a database that is kept in the main memory (RAM) of a computer and controlled by an in-memory database management system. When analyzing information in an in-memory database, only the RAM is used.\\ \\ Memgraph\\ \\ April 7, 2023](https://memgraph.com/blog/in-memory-databases-that-work-great-with-python) \\ \\ **What Is Real-Time Graph Analytics?** \\ \\ Real-time graph analytics combines streaming data technology, graph databases, and graph algorithms to tackle problems not suited for relational databases and batch processing.\\ \\ Memgraph\\ \\ April 5, 2023](https://memgraph.com/blog/real-time-graph-analytics) \\ \\ **PageRank Algorithm for Graph Databases** \\ \\ What is PageRank algorithm? How can it be used in various graph database use cases? How to use it in Memgraph? If these questions are keeping you up at night, here is a blog post that will finally put your mind at ease.\\ \\ Vlasta Pavicic\\ \\ April 4, 2023](https://memgraph.com/blog/pagerank-algorithm-for-graph-databases) \\ \\ **Identify Patterns and Anomalies With Community Detection Graph Algorithm** \\ \\ Get valuable insights into the world of community detection algorithms and their various applications in solving real-world problems in a wide range of use cases. By exploring the underlying structure of networks, patterns and anomalies, community detection algorithms can help you improve the efficiency and effectiveness of your systems and processes\\ \\ Vlasta Pavicic\\ \\ March 1, 2023](https://memgraph.com/blog/identify-patterns-and-anomalies-with-community-detection-graph-algorithm) \\ \\ **Why Are Nodes With a High Betweenness Centrality Score High Maintenance** \\ \\ Betweenness centrality is one of many measures you can get from performing a centrality analysis of your data. It identifies important entities in your network that are actually a vulnerability and can bring your processes to a standstill. Dive deeper into this important metric and how it can be used in various use cases.\\ \\ Vlasta Pavicic\\ \\ February 15, 2023](https://memgraph.com/blog/why-are-nodes-with-a-high-betweenness-centrality-score-high-maintenance) \\ \\ **Stay Ahead of Cyber Threats with Graph Databases** \\ \\ With the rising number of cyber-attacks followed by the massive digitalization of companies, the right tool is needed to maximize performance and prevent further attacks from happening. We explain why graph databases offer a perfect choice in cybersecurity use cases and why they make your business more secure.\\ \\ Josip Mrden\\ \\ January 19, 2023](https://memgraph.com/blog/stay-ahead-of-cyber-threats-with-graph-databases) \\ \\ **3 Powerful Queries to Find Patterns in Your Knowledge Graph You Haven’t Noticed Before** \\ \\ Learn how knowledge graphs and pattern matching in Memgraph can uncover hidden insights, optimize data, and detect fraud.\\ \\ Antonio Filipovic\\ \\ January 13, 2023](https://memgraph.com/blog/3-powerful-queries-to-find-patterns-in-your-knowledge-graph-you-havent-noticed-before) \\ \\ **How Much Money Will You Spend on Hosting a Database** \\ \\ Little by little, the hosting cost of a graph database can turn out to be quite substantial. Hosting costs are highly correlated with how much resources a database uses, which is not as straightforward as you might think. Find out how expensive it is to host Memgraph and Neo4j instances and why.\\ \\ Ante Javor\\ \\ January 9, 2023](https://memgraph.com/blog/how-much-money-will-you-spend-on-hosting-a-database) \\ \\ **How to Choose a Graph Database for Your Real-Time Application** \\ \\ Building real-time analytical applications require capable infrastructure. Picking the right software infrastructure components can take time and effort. When it comes to graph databases, find out why Memgraph is a fast and powerful real-time graph database.\\ \\ Ante Javor\\ \\ December 16, 2022](https://memgraph.com/blog/how-to-choose-a-graph-database-for-your-real-time-application) \\ \\ **4 Reasons Why Graph Tech Is Great for Knowledge Graphs** \\ \\ Use graph databases to unify dispersed data, enhance real-time analysis, and scale efficiently with dynamic algorithms.\\ \\ Antonio Filipovic\\ \\ December 14, 2022](https://memgraph.com/blog/4-reasons-why-graph-tech-is-great-for-knowledge-graphs) \\ \\ **Graphs Databases Are the Future for Network Resource Optimization** \\ \\ Although networks are an easy concepts to understand, they are poorly managed in many various industries. Learn how graphs can help scale your network topologies and draw conclusions crucial for your business\\ \\ Josip Mrden\\ \\ December 9, 2022](https://memgraph.com/blog/graphs-databases-are-the-future-for-network-resource-optimization) \\ \\ **Inferring Knowledge From Unused Siloed Stores Using Graphs** \\ \\ A lot of companies today have massive amounts of siloed data just sitting there and not being used. No information or knowledge was gained, and no conclusions were made. For the data to be useful, it needs to be interconnected and shaped into a knowledge graph that will produce value for the company. Read how graphs can help!\\ \\ Antonio Filipovic\\ \\ December 8, 2022](https://memgraph.com/blog/inferring-knowledge-from-unused-siloed-stores-using-graphs) \\ \\ **Become an Inspector for a Day and Detect Fraudsters With Graph ML on Memgraph!** \\ \\ How Graph Machine Learning and Memgraph can solve fraud detection using Node Classification on real datasets.\\ \\ Mateo Dujic\\ \\ December 7, 2022](https://memgraph.com/blog/become-an-inspector-for-a-day-and-detect-fraudsters-with-graph-ml-on-memgraph) \\ \\ **Run Link Prediction or Node Classification Algorithms and Write Custom Procedures in C++ With Mage 1.4** \\ \\ The new version of Memgraph’s open-source graph extension library, MAGE, now supports node classification and link prediction algorithms. Install the new version of MAGE if you would like to write custom algorithms faster by using the C++ API, need the igraph algorithms or k-means clustering.\\ \\ Antonio Filipovic\\ \\ December 6, 2022](https://memgraph.com/blog/run-link-prediction-or-node-classification-algorithms-and-write-custom-procedures-in-cpp-with-mage-1-4) \\ \\ **A Hyperparametrization Is All You Need - Building a Recommendation System for Telecommunication Packages Using Graph Neural Networks** \\ \\ Explore GNNs, build a link prediction module, and create a recommendation system using Memgraph's MAGE library.\\ \\ Andi Skrgat\\ \\ December 5, 2022](https://memgraph.com/blog/building-a-recommendation-system-for-telecommunication-packages-using-graph-neural-networks) \\ \\ **Why You Should Automate Mapping Data Lineage With Streams** \\ \\ Data lineage helps you make informed decisions that reduce costs, streamline operations and power innovation. Discover how stream tech helps with automatically mapping data lineage, and learn how Memgraph integrates with event streaming platforms.\\ \\ Ante Pusic\\ \\ December 2, 2022](https://memgraph.com/blog/why-you-should-automate-mapping-data-lineage-with-streams) \\ \\ **How to Model Insurance Data as a Graph** \\ \\ Find out how to organize data into a graph. Model vehicle insurance claims, incidents, policies and more while preserving the interconnected nature of individual insurance cases.\\ \\ Bruno Sacaric\\ \\ November 28, 2022](https://memgraph.com/blog/how-to-model-insurance-data-as-a-graph) \\ \\ **Most Common Problems in Energy Management Systems Solved With Graph Analytics** \\ \\ For every problem in the energy management system, there is a graph algorithm that can point you in the right direction! Here is an overview of the most useful graph algorithms for highlighting weak links, high-risk nodes and many more.\\ \\ Josip Mrden\\ \\ November 25, 2022](https://memgraph.com/blog/solving-most-common-problems-in-energy-management-systems-solved-with-graph-analytics) \\ \\ **Recommendation Engines Faster Than Ever With Memgraph** \\ \\ It’s true every recommendation engine requires a performant database to analyze the data and provide the recommendation, but why exactly does Memgraph stand out? Easy - C++, in-memory, real-time analytics! Three things to change the recommendation game.\\ \\ Niko Krvavica\\ \\ November 24, 2022](https://memgraph.com/blog/recommendation-engines-faster-than-ever-with-memgraph) \\ \\ **Benefits Graph Databases Bring to Identity and Access Management** \\ \\ Improve IAM with graph databases for faster data traversal, dynamic vulnerability analysis, and scalable, flexible access management.\\ \\ Antonio Filipovic\\ \\ November 18, 2022](https://memgraph.com/blog/benefits-graph-databases-bring-to-identity-and-access-management) \\ \\ **The Easiest Path to GDPR Compliance for Enterprises is the Graph Path** \\ \\ The GDPR has placed high demands on organizations doing business in the European Union, mainly focused on how personal data is collected and processed. However, this does not mean it can’t be business as usual again. Find out why graph databases are the best way to achieve GDPR compliance and how they get it done.\\ \\ Ante Pusic\\ \\ November 17, 2022](https://memgraph.com/blog/the-easiest-path-to-gdpr-complianc-for-enterprises-is-the-graph-path) \\ \\ **How Can Companies Meet Energy Management Demands in the New Era - A Graph Approach** \\ \\ With power being the most powerful asset, it’s still managed by inadequate tools and systems based on tabular data. Good for aggregations and mathematical operations but terrible for actually managing large-scale, highly connected dynamic systems. Luckily, graphs can regain control over energy systems and topologies, and help save millions.\\ \\ Josip Mrden\\ \\ November 15, 2022](https://memgraph.com/blog/how-can-companies-meet-energy-management-demands-in-the-new-era-a-graph-approach) \\ \\ **Three Reasons How Graph Databases Can Enhance the Insurance Industry** \\ \\ If your data is trapped inside tables and you can’t seem to get satisfying answers to questions that would enhance your business, it’s time to switch to graph databases. Here are three main reasons why!\\ \\ Bruno Sacaric\\ \\ November 11, 2022](https://memgraph.com/blog/three-reasons-how-graph-databases-can-enhance-the-insurance-industry) \\ \\ **How Graphs Solve Two Biggest Problems of Traditional IAM Systems** \\ \\ The world has changed a lot in the past couple of years, and it’s no different for business organizations. More and more businesses no longer have strict hierarchical organizations and people often change teams and projects they work on and resources they need. It is no wonder that if the IAM systems also don’t change, they will no longer be helpful in supporting the organization. Switching to graphs presents a change the IAM systems desperately need.\\ \\ Antonio Filipovic\\ \\ November 10, 2022](https://memgraph.com/blog/how-graphs-solves-two-biggest-problems-of-traditional-iam-systems) \\ \\ **Better Data Management: Get Solutions by Analyzing the Data Lineage Graph** \\ \\ Optimize your data infrastructure with Memgraph's dynamic graph analytics, ensuring reliable, scalable data lineage management.\\ \\ Ante Pusic\\ \\ November 9, 2022](https://memgraph.com/blog/better-data-management-get-solutions-by-analyzing-the-data-lineage-graph) \\ \\ **Why Are SQL Databases Outdated for the Real-Time Recommendation Engines** \\ \\ If a recommendation engine built on relational databases is falling a part due to the bottlenecks made by complex JOINs and never-ending schema changes, there is only one permanent and game changing solution - graph databases.\\ \\ Niko Krvavica\\ \\ November 7, 2022](https://memgraph.com/blog/faster-recommendations-with-graph-databases) \\ \\ **Join the Dots: Data Lineage Is a Graph Problem. Here’s Why!** \\ \\ Complex JOINs necessary for tracking data lineage with relational DBs drag down the speed of analyzing and visualizing the lineage and pinpointing issues and solutions. That is why graph technology is perfect to model and manage data lineage! Not convinced? Read the post to find out more.\\ \\ Ante Pusic\\ \\ November 4, 2022](https://memgraph.com/blog/join-the-dots-data-lineage-is-a-graph-problem-heres-why) \\ \\ **Why Should You Combine Machine Learning and Graph Tech to Build Your Fraud Detection System?** \\ \\ Sometimes choosing graphs solutions isn’t the only step you can take to mitigate risks. In case fraudsters foolishly think they can outsmart an analytics team, they probably haven’t come across their new best friend - fraud detection systems enhanced with machine learning models.\\ \\ Memgraph\\ \\ November 2, 2022](https://memgraph.com/blog/why-should-you-combine-machine-learning-and-graph-tech-to-build-your-fraud-detection-system) \\ \\ **Modeling the Data: A Key Step in Using a Graph Database** \\ \\ Did you ever fall down some bottomless pit of bad data modeling? Our inter Adrian sure did, but he learned a lot from it - how to recognize the pitfalls and how to avoid them in the future! Hope his experience helps you… but let’s be honest, we never really learn from other people’s mistakes, so if you fall be sure to yell for help!\\ \\ Adrian Cvijanovic\\ \\ October 10, 2022](https://memgraph.com/blog/modeling-the-data-a-key-step-in-using-a-graph-database) \\ \\ **You Want a Fast, Easy-To-Use, and Popular Graph Visualization Tool? Pick Two!** \\ \\ You can't always get what you want, but if you try sometimes, well, you might find, you get what you need. We took The Rolling Stones' advice and tried really hard to find the visualization tool that we need... It didn't really turn out as we wanted, or needed, but at least we had fun testing some software.\\ \\ David Lozic\\ \\ September 15, 2022](https://memgraph.com/blog/you-want-a-fast-easy-to-use-and-popular-graph-visualization-tool) \\ \\ **Using In-Memory Databases in Data Science** \\ \\ In-memory databases primarily rely on RAM storage instead of using hard or external disks for memory storage. Let’s take a look at how in-memory databases work along with some use cases in data science.\\ \\ Memgraph\\ \\ June 8, 2022](https://memgraph.com/blog/using-in-memory-databases-in-data-science) \\ \\ **How to Orchestrate Your Graph Application With Docker Compose** \\ \\ Learn what is Docker Compose and how it can help you in the application development process.\\ \\ Katarina Supe\\ \\ May 26, 2022](https://memgraph.com/blog/how-to-orchestrate-your-graph-application-with-docker-compose) \\ \\ **Best Python Packages (Tools) For Knowledge Graphs** \\ \\ Top Python libraries for building and optimizing Knowledge Graphs, including Pykg2vec, PyKEEN, AmpliGraph connectivity.\\ \\ Memgraph\\ \\ May 23, 2022](https://memgraph.com/blog/best-python-packages-tools-for-knowledge-graphs) \\ \\ **Applications of the 20 Most Popular Graph Algorithms** \\ \\ This article will explore 20 of the most common graph algorithms and various ways to use them in real-life scenarios.\\ \\ Memgraph\\ \\ March 11, 2022](https://memgraph.com/blog/graph-algorithms-applications) \\ \\ **Graph Use Cases in Chemical Industry** \\ \\ Real-time process optimization and supply chain scheduling are just some of the use cases for graph technology in the chemical industry. Read more about graph use cases in the production of industrial chemicals and how Memgraph helps.\\ \\ Nenad Malic\\ \\ March 8, 2022](https://memgraph.com/blog/graph-use-cases-in-chemical-industry) \\ \\ **Use-Cases of the Shortest Path Algorithm** \\ \\ In today’s era of highly developed information systems, one of the key tasks is to seek out the shortest path in the network – from the beginning point to the endpoint.\\ \\ Memgraph\\ \\ March 3, 2022](https://memgraph.com/blog/use-cases-of-the-shortest-path-algorithm) \\ \\ **Best Databases for Streaming Analytics** \\ \\ Choose the best streaming database for real-time analytics: Amazon Kinesis, Memgraph, Apache Storm, Apache Kafka, or StreamSQL.\\ \\ Memgraph\\ \\ February 21, 2022](https://memgraph.com/blog/best-streaming-database) \\ \\ **Using on Disk Storage With an In-Memory Graph Database** \\ \\ Choose to store python objects partially into an in-memory Graph Database and into an SQLite database on disk.\\ \\ Mislav Vuletic\\ \\ January 24, 2022](https://memgraph.com/blog/gqlalchemy-on-disk-storage) \\ \\ **Guide to Real-Time Analytics** \\ \\ Learn more about the benefits of real-time analytics and how they allow you to get key insights almost instantaneously.\\ \\ Memgraph\\ \\ January 21, 2022](https://memgraph.com/blog/guide-to-real-time-analytics) \\ \\ **42 Graph Articles to Read on 2021 Holidays** \\ \\ Explore graph-related articles on algorithms, streaming data, and applications—perfect for holiday reading and learning.\\ \\ Nenad Malic\\ \\ December 23, 2021](https://memgraph.com/blog/42-graph-articles-to-read-on-2021-holidays) \\ \\ **Dynamic PageRank on Streaming Data** \\ \\ Learn the theory behind how to deal with streaming graph data by using Dynamic PageRank\\ \\ Josip Matak\\ \\ December 10, 2021](https://memgraph.com/blog/dynamic-page-rank-on-streaming-data) \\ \\ **Apache Pulsar vs Apache Kafka - How to Choose a Data Streaming Platform** \\ \\ A basic overview of the architecture and features offered by Apache Pulsar and Apache Kafka\\ \\ Memgraph\\ \\ November 30, 2021](https://memgraph.com/blog/pulsar-vs-kafka) \\ \\ **The Benefits of Graph Analytics - How Various Industries Can Utilize Network Analysis** \\ \\ Network analysis is rapidly gaining popularity throughout different industries. Find out why!\\ \\ Ivan Despot\\ \\ September 9, 2021](https://memgraph.com/blog/the-benefits-of-graph-analytics) \\ \\ **The Benefits of Using a Graph Database Instead of SQL** \\ \\ Learn about the benefits of using a graph database instead of SQL in terms of data modeling, querying, and development speed and flexibility.\\ \\ Memgraph\\ \\ April 22, 2021](https://memgraph.com/blog/the-benefits-of-using-a-graph-database-instead-of-sql) \\ \\ **How to Visualize a Social Network in Python with a Graph Database: Flask + Docker + D3.js** \\ \\ How to build a Python web application for visualizing a Social Network Graph in Python with Docker, Flask and D3.js\\ \\ Ivan Despot\\ \\ September 28, 2020](https://memgraph.com/blog/how-to-visualize-a-social-network-in-python-with-a-graph-database) \\ \\ **Why Your Business Should Use a Graph Database** \\ \\ Learn how graph databases can offer powerful data modeling and analysis capabilities your business can leverage to easily model real-world complex systems and answer challenging questions.\\ \\ Karim Traiaia\\ \\ July 8, 2020](https://memgraph.com/blog/why-your-business-should-use-a-graph-database) \\ \\ **Introduction to Real-Time Data** \\ \\ Learn about the differences between static and dynamic data, real-time data sources and ways of analyzing streaming data\\ \\ Memgraph\\ \\ January 1, 2019](https://memgraph.com/blog/real-time-data)