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[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) \ \ Memgraph MCP Server Is Now on Docker Hub \ \ You no longer need to clone the Memgraph MCP Server repo or set up Python to get started. It’s now available on Docker Hub, making it easier to deploy..\ \ Ante Javor\ \ April 27, 2026](https://memgraph.com/blog/memgraph-mcp-server-on-docker-hub) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ 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) \ \ How to Build Knowledge Graphs Using AI Agents and Vector Search - Demo Overview \ \ Learn how to turn ambiguous data into a high-quality, disambiguated knowledge graph via an agentic approach using Memgraph’s built-in vector search in this hands-on demo.\ \ Sabika Tasneem\ \ June 17, 2025](https://memgraph.com/blog/ai-agent-vector-search-dismbiguated-knowledge-graph-demo) \ \ With Memgraph Lab 3.3, enters composable GraphChat \ \ Memgraph 3.3 and Lab 3.3 are here! Alongside improvements in high availability, one of the standout features in this release is nested indices—a quite unique addition.\ \ Katarina Supe\ \ June 11, 2025](https://memgraph.com/blog/memgraph-lab-3-3) \ \ 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) \ \ From Pixels to Knowledge: How We Built Visual Search Using GraphRAG \ \ Discover how Memgraph and EBCONT turned car images into a queryable knowledge graph using a blend of computer vision, vector search, and GraphRAG in this hands-on Community Call demo.\ \ Sabika Tasneem\ \ May 29, 2025](https://memgraph.com/blog/from-pixels-to-knowledge-demo) \ \ 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) \ \ Vector Search Demo: Turning Unstructured Text into Queryable Knowledge \ \ Discover how to turn unstructured text into a knowledge graph using Memgraph’s vector search in this hands-on demo.\ \ Sabika Tasneem\ \ May 20, 2025](https://memgraph.com/blog/vector-search-memgraph-knowledge-graph-demo) \ \ 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) \ \ How We Integrated 15+ Data Sources with Memgraph in a Day Using ChatGPT \ \ Simplify loading your graph database. Learn about Memgraph's new data migration connectors for DuckDB, Spark, Iceberg, S3, and more enterprise sources.\ \ Sabika Tasneem\ \ May 7, 2025](https://memgraph.com/blog/integrate-data-sources-memgraph-chatgpt) \ \ 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 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) \ \ 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) \ \ GraphChat: How to Ask Questions and Talk to the Data in Your Graph DB? \ \ Query graph data without writing Cypher. GraphChat translates plain English into queries so even non-developers can get answers.\ \ Sara Tilly\ \ March 5, 2025](https://memgraph.com/blog/graphchat-natural-language-graph-db-queries) \ \ Memgraph Lab 3.0: What’s Changed and What’s Next \ \ Missed our webinar on Memgraph Lab 3.0? Catch up on the key updates—smarter GraphChat, real-time schema, and team collaboration!\ \ Sara Tilly\ \ March 3, 2025](https://memgraph.com/blog/memgraph-lab-3-0-overview) \ \ Memgraph’s GraphRAG: Your Shortcut to Personalized GenAI Apps \ \ Build smarter, faster GenAI apps with Memgraph’s GraphRAG. Use LLMs, graph databases, and dynamic algorithms for real-time insights.\ \ Sara Tilly\ \ February 12, 2025](https://memgraph.com/blog/build-genai-applications-with-graphrag-memgraph) \ \ Memgraph 3.0 Is Out: Solve the LLM Context Problem \ \ A fast graph database & context engine for GenAI, powering GraphRAG, vector search, and real-time AI-driven insights.\ \ Memgraph\ \ February 10, 2025](https://memgraph.com/blog/memgraph-3-graph-database-llm-context-problem) \ \ 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) \ \ How to Extract Entities and Build a Knowledge Graph with Memgraph and SpaCy \ \ How to extract entities from text with SpaCy, build knowledge graphs in Memgraph, and visualize insights in just a few steps!\ \ Matea Pesic\ \ December 20, 2024](https://memgraph.com/blog/extract-entities-build-knowledge-graph-memgraph-spacy) \ \ Building a Movie Similarity Search Engine with Vector Search in Memgraph \ \ Check out how to use Memgraph vector search to find similar movies by analyzing plot embeddings with a step-by-step guide.\ \ David Ivekovic\ \ December 5, 2024](https://memgraph.com/blog/build-movie-similarity-search-vector-search-memgraph) \ \ Simplify Data Retrieval with Memgraph’s Vector Search \ \ Read how Memgraph integrates vector search with graph databases for fast, semantic, and similarity-based queries.\ \ David Ivekovic\ \ December 5, 2024](https://memgraph.com/blog/simplify-data-retrieval-memgraph-vector-search) \ \ Integrating Memgraph with LlamaIndex Building GenAI Apps \ \ Learn how Memgraph and LlamaIndex build smarter GenAI apps by turning unstructured data into dynamic, queryable knowledge graphs.\ \ Memgraph\ \ November 29, 2024](https://memgraph.com/blog/integrating-memgraph-llamaindex-genai-apps) \ \ How Memgraph Uses Skip Lists for Fast Indexes and Unique Constraints \ \ Indexes and uniqueness constraints in Memgraph, a guide to skip list implementation.\ \ Ante Javor\ \ November 13, 2024](https://memgraph.com/blog/memgraph-skip-lists-indexes-unique-constraints) \ \ 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) \ \ 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) \ \ Memgraph Snapshots Explained \ \ Learn how Memgraph’s full snapshots and Write-Ahead Logging (WAL) ensure data durability and efficient recovery.\ \ Memgraph\ \ September 25, 2024](https://memgraph.com/blog/memgraph-snapshots-explained) \ \ Building High Availability in Memgraph: License Differences \ \ Compare high availability and replication features in Memgraph Community and Enterprise editions for database resilience.\ \ Memgraph\ \ August 28, 2024](https://memgraph.com/blog/building-high-availability-in-memgraph-license-differences) \ \ 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) \ \ 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) \ \ How to Optimize Performance with Memgraph Query Plans \ \ Optimize Cypher queries with Memgraph. Learn about query plans, caching, and configurations for better performance.\ \ Ante Javor\ \ August 7, 2024](https://memgraph.com/blog/how-to-optimize-performance-with-memgraph-query-plans) \ \ Memgraph or Neo4j: Analyzing Write Speed Performance \ \ Check out how Memgraph outperforms Neo4j in write speeds with detailed benchmarks and insights on database performance.\ \ Ante Javor\ \ July 29, 2024](https://memgraph.com/blog/memgraph-or-neo4j-analyzing-write-speed-performance) \ \ Streamline Graph Database User Management with Memgraph’s SSO Integration \ \ Enhance security and streamline user management with Memgraph's new SSO feature.\ \ Toni Lastre\ \ July 10, 2024](https://memgraph.com/blog/streamline-graph-database-user-management-with-memgraph-sso-integration) \ \ 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 Operational Features Explained \ \ Explore Memgraph's enterprise-ready features: multi-tenancy, high availability, monitoring, and Kubernetes integration.\ \ Marko Budiselic\ \ June 26, 2024](https://memgraph.com/blog/graph-database-operational-features-explained) \ \ 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) \ \ Memgraph Security Features Explained: Authentication, Authorization, Encryption, and Auditing \ \ Deep dive into how Memgraph's security features work to protect your data and ensure compliance.\ \ Marko Budiselic\ \ June 19, 2024](https://memgraph.com/blog/graph-database-security-features-explained) \ \ Memgraph Is Enterprise-Ready \ \ Memgraph is enterprise-ready with multi-tenancy, high availability, security, and advanced monitoring features.\ \ Memgraph\ \ June 12, 2024](https://memgraph.com/blog/enterprise-ready) \ \ 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) \ \ Memgraph Powers Sayari's Billion-Node Graph for Global Risk Analysis \ \ How Sayari uses Memgraph for real-time analysis on a billion-node graph for risk analysis.\ \ Sara Tilly\ \ June 3, 2024](https://memgraph.com/blog/memgraph-powers-sayari-billion-node-graph-for-global-risk-analysis) \ \ 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) \ \ Announcing Memgraph's High Availability Automatic Failover: Developer-Ready \ \ Ensure uptime and performance with Memgraph’s High Availability Automatic Failover, offering resilience and real-time support.\ \ Memgraph\ \ May 15, 2024](https://memgraph.com/blog/announcing-memgraph-high-availability-automatic-failover-developer-ready) \ \ 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) \ \ Announcing: Memgraph as a Multi-Tenant Graph Database \ \ Memgraph's new multi-tenancy feature enables isolated, secure, and cost-effective graph database management on a single server.\ \ Memgraph\ \ May 8, 2024](https://memgraph.com/blog/announcing-memgraph-as-multi-tenant-graph-database) \ \ 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) \ \ Memgraph’s Deep Path Traversal Capabilities \ \ Learn about DFS, BFS, WSP, ASP algorithms, and optimize graph queries for large-scale environments.\ \ Matea Pesic\ \ April 24, 2024](https://memgraph.com/blog/memgraph-deep-path-traversal-capabilities) \ \ Memgraph as a Graph Analytics Engine \ \ Memgraph's in-memory analytical mode for efficient graph data management, optimizing rapid data imports and performance.\ \ Katarina Supe\ \ April 16, 2024](https://memgraph.com/blog/memgraph-graph-analytics-engine) \ \ Memgraph Storage Modes Explained \ \ Find out when and why to use Memgraph’s in-memory and on-disk storage mode. Our guide to performance and ACID compliance.\ \ Katarina Supe\ \ April 11, 2024](https://memgraph.com/blog/memgraph-storage-modes-explained) \ \ How to Import 1 Million Nodes and Edges per Second Into Memgraph \ \ Read about the most efficient methods for large-scale, high-speed graph data import with minimal resources.\ \ Ante Javor\ \ April 4, 2024](https://memgraph.com/blog/how-to-import-1-milllion-nodes-and-edges-per-second-to-memgraph) \ \ 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) \ \ Handling Large Graph Datasets \ \ A short guide into the things to consider and optimize when dealing with large graph dataset.\ \ Ante Javor\ \ January 30, 2024](https://memgraph.com/blog/handling-large-graph-datasets) \ \ Using Schema Functions to Model Your Data in Memgraph \ \ Discover Memgraph's tools for different schema generation.\ \ Karmen Rabar\ \ January 25, 2024](https://memgraph.com/blog/using-schema-functions-to-model-your-data-in-memgraph) \ \ Don’t just ask for a quote - here’s why we should talk first \ \ Getting a quote is easy. But doesn’t paint a full picture. Here are the reasons why jumping on a quick call makes much more sense.\ \ Dominik Tomicevic\ \ December 5, 2023](https://memgraph.com/blog/dont-ask-for-a-quote-here-is-why-we-should-talk-first) \ \ Expert Support and Community Engagement: Memgraph's Commitment to Developer Success \ \ Developer success is crucial in Memgraph and with the help of community channels our developers can enjoy their journey.\ \ Katarina Supe\ \ October 17, 2023](https://memgraph.com/blog/expert-support-and-community-engagement) \ \ Try Memgraph Enterprise for 30 Days: Experience What Memgraph Can do for Your Workload \ \ Learn about advanced features of Memgraph Enterprise, tailored for larger organizations and more complex use cases.\ \ Katarina Supe\ \ September 22, 2023](https://memgraph.com/blog/try-memgraph-enterprise-30-days) \ \ Exciting News: LangChain Now Supports Memgraph! \ \ Discover the exciting synergy of LangChain and Memgraph: An extraordinary integration that introduces an unmatched natural language interface to seamlessly interact with your Memgraph database.\ \ Memgraph\ \ August 24, 2023](https://memgraph.com/blog/langchain-supports-memgraph) \ \ 5 Questions on Performance Benchmarks \ \ Memgraph and benchmarking. We focuse on performance impacts of read/write operations, tail latency, and caching.\ \ Memgraph\ \ June 21, 2023](https://memgraph.com/blog/5-questions-on-performance-benchmarks) \ \ Memgraph and Linkurious Partner to Provide Advanced Graph Visualization \ \ Exciting news! Memgraph, the super-fast open-source graph database for streaming and a Neo4j alternative, is partnering with Linkurious, the expert in graph visualization and analytics solutions.\ \ Memgraph\ \ April 26, 2023](https://memgraph.com/blog/memgraph-linkurious-partner-for-advanced-graph-visualization) \ \ Benchgraph Backstory: The Untapped Potential \ \ Optimize your Memgraph configuration with Benchgraph for actionable performance insights and enhanced efficiency.\ \ Ante Javor\ \ April 25, 2023](https://memgraph.com/blog/benchgraph-backstory-the-untapped-potential) \ \ Disabling multi-version concurrency control for faster import: Analytics mode \ \ Memgraph 2.7 now supports another storage mode, which enables you to work on data inside a database without ACID compliance. Once you understand how multiversion concurrency control works in Memgraph, you will also figure out why it can prevent you from importing data faster.\ \ Antonio Filipovic\ \ April 12, 2023](https://memgraph.com/blog/disabling-multi-version-concurrency-control-for-faster-import-analytics-mode) \ \ Synchronize Data Between Memgraph Graph Database and Elasticsearch \ \ If you need to reap the benefits of both a graph database and Elasticsearch, the new module in Memgraph’s graph library MAGE enables you to easily synchronize those two components using triggers.\ \ Andi Skrgat\ \ February 3, 2023](https://memgraph.com/blog/synchronize-data-between-memgraph-graph-database-and-elasticsearch) \ \ Breaking the Limits of Traditional Cyber Threat Detection with Memgraph \ \ Optimize cybersecurity with Memgraph, high-performance graph database for efficient threat analysis and scalable data management.\ \ Josip Mrden\ \ February 1, 2023](https://memgraph.com/blog/breaking-the-limits-of-traditional-cyber-threat-detection-with-memgraph) \ \ Efficient Threat Detection in Cybersecurity with Memgraph \ \ People tend to update versions of their code project dependencies without inspecting security impacts on their code. In this article, we use Memgraph to analyze Python package vulnerabilities when updating dependencies and provide you with a performant solution using known and reported vulnerabilities.\ \ Josip Mrden\ \ January 25, 2023](https://memgraph.com/blog/efficient-threat-detection-in-cybersecurity-with-memgraph) \ \ Optimize and Manage Supply Chain Network With Memgraph \ \ Optimizing a supply chain network can get really messy if you can’t identify dependant products, correctly schedule processes and find critical points in the pipeline. With Memgraph, you can accelerate your supply chain pipeline and build a complete analysis tool to increase the shipments of your goods.\ \ Josip Mrden\ \ December 21, 2022](https://memgraph.com/blog/optimize-and-manage-supply-chain-network-with-memgraph) \ \ Make Smarter Decisions Analyzing a Knowledge Graph Built With Memgraph \ \ Making decisions that point your business in the right direction is much easier with knowledge graphs. But, to create a knowledge graph, you need to gather all the data scattered in different silos, analyze the current connections between data points and discover new connections. It’s a complex task, but graph databases, such as Memgraph, make it a manageable one.\ \ Antonio Filipovic\ \ December 19, 2022](https://memgraph.com/blog/make-smarter-decisions-analyzing-a-knowledge-graph-built-with-memgraph) \ \ Perform Fast Network Analysis on Real-Time Data With Memgraph \ \ As networks consist of highly connected data, with Memgraph’s in-memory storage you can analyze network topologies quickly to gain insights from static or real-time data. Discover critical points in the network or component dependencies, optimize resources and run what-if scenarios, then present those findings visually to extract every last bit of information.\ \ Josip Mrden\ \ December 15, 2022](https://memgraph.com/blog/perform-fast-network-analysis-on-real-time-data-with-memgraph) \ \ New Memgraph Platform for Another Year of High Performance Graph Analysis \ \ Start next year with a whole new range of features and graph algorithms to gain insights that will make it a happy year indeed! Developed features include improved security, benchmark tests, projected graph visualization, better code suggestion support, C++ API, node classification and link prediction, to name just a few.\ \ Marko Budiselic\ \ December 13, 2022](https://memgraph.com/blog/new-memgraph-platform-for-another-year-of-high-performance-graph-analysis) \ \ How to Visualize Connections in Insurance Data \ \ Check out how Memgraph handles the visualization of complex graph structures found in insurance data that will allow you to comprehend and synthesize large amounts of new information more efficiently.\ \ Bruno Sacaric\ \ December 1, 2022](https://memgraph.com/blog/how-to-visualize-connections-in-insurance-data) \ \ 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) \ \ What Makes Memgraph Great for Real-Time Performance in IAM Systems \ \ Find vulnerabilities and security issues, or perform any other data analysis in your Identity and Access Management system with Memgraph, and ensure you are running a smooth operation.\ \ Antonio Filipovic\ \ November 23, 2022](https://memgraph.com/blog/what-makes-memgraph-great-for-real-time-performance-in-iam-systems) \ \ Why Should You Use Memgraph When Dealing With the Power Grid and Energy Topologies \ \ If you require an energy management system that is scalable, fault-tolerant, and performant, Memgraph is the go-to solution! Analyze highly connected power grids or gas pipelines to make meaningful decisions and improve the impact on your business, the people and the environment around you.\ \ Josip Mrden\ \ November 22, 2022](https://memgraph.com/blog/why-should-you-use-memgraph-when-dealing-with-the-power-grid-and-energy-topologies) \ \ Embark on the Fraud Detection Journey by Importing Data Into Memgraph With Python \ \ Are you reluctant to switch from a relational database to a graph databases to explore fraud because you believe you first need to be proficient in Cypher to correctly import the data? Be rest assured - there is a Python-friendly approach available within Memgraph!\ \ Bruno Sacaric\ \ November 16, 2022](https://memgraph.com/blog/embark-on-the-fraud-detection-journey-by-importing-data-into-memgraph-with-python) \ \ Data Persistency, Large-Scale Data Analytics and Visualizations - Biggest Networkx Challenges \ \ When NetworkX can no longer handle the analysis and vizualisation requirements of your project, and you are tired of constantly reloading data, find out how you can utilize Memgraph to get your graph data analysis back on track.\ \ Katarina Supe\ \ November 3, 2022](https://memgraph.com/blog/data-persistency-large-scale-data-analytics-and-visualizations-biggest-networkx-challenges) \ \ How to Upgrade an Antiquated Identity and Access Management System \ \ There are a couple of steps to follow to move off of your antiquated IAM system and make it more effective. Here is a to-do list to make it a smooth transition.\ \ Antonio Filipovic\ \ November 1, 2022](https://memgraph.com/blog/how-to-upgrade-an-antiquated-identity-and-access-management-system) \ \ Build C++ Graph Analytics Without Worrying About Memory \ \ Accelerate graph analytics with Memgraph's MAGE library, featuring a new C++ API for high-performance custom queries and modules.\ \ Ante Pusic\ \ October 3, 2022](https://memgraph.com/blog/build-graph-analytics-without-worrying-about-memory) \ \ Memgraph v2.4 is Live \ \ Summer has been a busy time for us. This rainy but extensive release of Memgraph brings you four significant features that are bound to make your life easier. As always, there are also bug fixes and smaller but nice improvements to avoid painful debugging moments as much as possible.\ \ Marko Budiselic\ \ September 28, 2022](https://memgraph.com/blog/memgraph-2-4-is-live) \ \ How We Designed and Implemented Graph Projection Feature \ \ In recent months, users started to ask more frequently about the ability to run algorithms on a subgraph, and we in Memgraph listen to what our users need. Read more in this post How we designed and implemented graph projection feature\ \ Antonio Filipovic\ \ September 27, 2022](https://memgraph.com/blog/how-we-designed-and-implemented-graph-projection-feature) \ \ Data Lineage and Memgraph Internship Projects \ \ Another Graph Data Zagreb is behind us. This time we had two conversations. In the first part, Manta gave us presentation about Data Lineage, and in the second part students who had their summer internships at Memgraph showcased the projects they worked on.\ \ Igor Boroja\ \ September 8, 2022](https://memgraph.com/blog/data-lineage-and-memgraph-internship-projects) \ \ MAGE - A Homage to the Team and the Magic \ \ If you’re familiar with Memgraph or just started exploring its products, you must have heard about MAGE. But how did it all start, who came up with the idea, and who are the masterminds behind the product? Read more in this post!\ \ Petra Marusic\ \ September 2, 2022](https://memgraph.com/blog/mage-a-homage-to-the-team-and-the-magic) \ \ Honest Review - Memgraph \ \ We are super excited to share a real honest review of Memgraph with you! The review was created by Ashleigh Faith, a data scientist and researcher, and she hosted our DevRel Engineers, Katarina Šupe and Ivan Despot.\ \ Zeljko Riha\ \ June 28, 2022](https://memgraph.com/blog/honest-review-memgraph) \ \ Develop Faster and Smarter by Uncovering Insights Lying Low Inside Your Data Streams - Welcome Memgraph Cloud and Lab! \ \ Dive into the new, in browser capabilities that Memgraph Lab and Cloud unlock when analyzing your data streams in the graph domain.\ \ Marko Srsan\ \ June 21, 2022](https://memgraph.com/blog/develop-smarter-by-uncovering-insights-inside-data-streams-memgraph-cloud-lab) \ \ Announcing Memgraph 2.3 - Connect to Other Applications Stacks Fast \ \ Load custom functions, Bolt over WebSocket implementation and FOREACH clause introduction will allow even easier development.\ \ Marko Budiselic\ \ May 5, 2022](https://memgraph.com/blog/memgraph-2-3-release) \ \ MAGE 1.2 - Meet Temporal Graph Networks and Dynamic Graph Analytics \ \ MAGE 1.2 - Full package of dynamic graph algorithms\ \ Josip Matak\ \ April 20, 2022](https://memgraph.com/blog/mage-1-2-release) [\ \ How to Benchmark Memgraph [or Neo4j] with Benchgraph? \ \ Simplify benchmarking with Benchgraph for custom workloads, performance insights, and comparisons on Memgraph or Neo4j.\ \ Ante Javor\ \ April 19, 2022](https://memgraph.com/blog/benchmark-memgraph-or-neo4j-with-benchgraph) \ \ Announcing GQLAlchemy 1.2 - Developing Python Applications With Graph Databases \ \ Say hello to GQLAlchemy 1.2, a Python OGM (Object Graph Mapper) that helps you work with graph databases.\ \ Ivan Despot\ \ April 13, 2022](https://memgraph.com/blog/gqlalchemy-1-2-release) \ \ Announcing Memgraph 2.2 \ \ Memgraph 2.2 is here! Welcome, Apple M1 and WebSocket!\ \ Marko Budiselic\ \ February 25, 2022](https://memgraph.com/blog/memgraph-2-2-release) \ \ 19 Graph Algorithms You Can Use Right Now \ \ The fastest to run any graph algorithm on your data is by using Memgraph and MAGE. It’s super easy. Download Memgraph, import your data, pick one of the most popular graph algorithms, and start crunching the numbers.\ \ Memgraph\ \ February 21, 2022](https://memgraph.com/blog/graph-algorithms-list) \ \ Announcing GQLAlchemy 1.1 \ \ Say hello to GQLAlchemy 1.1, a Python OGM (Object Graph Mapper) that helps you work with graph databases.\ \ Mislav Vuletic\ \ January 27, 2022](https://memgraph.com/blog/gqlalchemy-1-1-release) \ \ Announcing MAGE 1.1 \ \ MAGE 1.1 - Applying Graph Magic to Stream processing\ \ Josip Matak\ \ December 14, 2021](https://memgraph.com/blog/mage-1-1-release) \ \ Announcing Memgraph 2.1 \ \ Memgraph 2.1 is here! Welcome, Pulsar and Redpanda!\ \ Antonio Andelic\ \ November 24, 2021](https://memgraph.com/blog/memgraph-2-1-release) \ \ Memgraph Platform - What Is Under the Hood? \ \ Find out how Memgraph works under the hood\ \ Memgraph\ \ October 7, 2021](https://memgraph.com/blog/memgraph-platform) \ \ Announcing Memgraph 2.0 \ \ Memgraph 2.0 is here! We are finally source available and ready to tame your streams.\ \ Antonio Andelic\ \ October 6, 2021](https://memgraph.com/blog/memgraph-2-0-release) \ \ Announcing Memgraph 1.6 - It's Time for Data Streaming! \ \ Memgraph now includes a few more cool features such as Kafka connections and new isolation levels\ \ Antonio Andelic\ \ July 9, 2021](https://memgraph.com/blog/memgraph-1-6-release) \ \ Announcing Memgraph Cloud 2.0 \ \ We are proud to announce the public launch of Memgraph Cloud 2.0. With a brand new UI, exciting new features, and simple pricing, building real-time graph applications has never been easier!\ \ Memgraph\ \ July 1, 2021](https://memgraph.com/blog/memgraph-cloud-v2) \ \ MAGE Got One More Wizard Called Rust \ \ An overview of the newly added Rust query modules support\ \ Marko Budiselic\ \ June 17, 2021](https://memgraph.com/blog/memgraph-mage-got-one-more-wizard-called-rust) \ \ Announcing the Memgraph 1.5 Release \ \ Memgraph is back and trigger-happy!\ \ Memgraph\ \ May 28, 2021](https://memgraph.com/blog/memgraph-1-5-release) \ \ BitClout - Who Are Content Creators Supported By? (Visualizing HODLers) \ \ Analyze the BitClout network to find out which content creators have the most supporters and are worth investing in\ \ Memgraph\ \ May 21, 2021](https://memgraph.com/blog/bitclout-who-are-content-creators-supported-by) \ \ How to Write Custom Cypher Procedures With NetworkX and Memgraph \ \ Learn how to implement custom Cypher procedures using query modules and the NetworkX Python library.\ \ Memgraph\ \ February 15, 2021](https://memgraph.com/blog/how-to-write-custom-cypher-procedures-with-networkx-and-memgraph) \ \ Implementing Data Replication in Memgraph \ \ Learn about how we implemented replication capabilities in Memgraph. In this post, we discuss our approach, challenges, and solutions.\ \ Memgraph\ \ February 8, 2021](https://memgraph.com/blog/implementing-data-replication) \ \ Announcing the Memgraph 1.3 Release! \ \ Memgraph 1.3 is here and it brings you high availability replication!\ \ Memgraph\ \ January 29, 2021](https://memgraph.com/blog/memgraph-1-3-release) \ \ Memgraph 1.2 Release - Implementing The Bolt Protocol v4 \ \ Memgraph 1.2 is here! One of the biggest changes in this release is the addition of Bolt v4 and v4.1 support. In this post, we will explore what exactly is the Bolt protocol, what it brings to the table, and how we implemented it into Memgraph.\ \ Memgraph\ \ October 29, 2020](https://memgraph.com/blog/memgraph-1-2-release-implementing-the-bolt-protocol-v4) \ \ Memgraph 1.1 Up to 50% Better Memory Usage and Higher Throughput \ \ Learn how by introducing a new storage engine, encoding and compressing properties on both nodes and edges, and leveraging skip lists as an indexing data structure, we were able to reduce memory usage by as much as 50% and improve throughput towards near-linear scalability.\ \ Memgraph\ \ October 1, 2020](https://memgraph.com/blog/memgraph-1-1-benchmarks) \ \ Air Traffic Routing With Memgraph \ \ How Memgraph Lab enhances air traffic control by optimizing flight paths, emergency landings, and storm evasion with graph databases.\ \ Memgraph\ \ September 28, 2020](https://memgraph.com/blog/air-traffic-routing-with-memgraph) \ \ Building a Recommendation System Using Memgraph \ \ Learn how to build a recommendation engine with Memgraph using an objective approach.\ \ Memgraph\ \ September 28, 2020](https://memgraph.com/blog/building-a-recommendation-system-using-memgraph) \ \ Announcing Memgraph 1.0! \ \ Memgraph 1.0 is now production-ready, offering high-performance, in-memory graph database with Cypher support.\ \ Memgraph\ \ May 13, 2020](https://memgraph.com/blog/announcing-memgraph-1-0-enterprise-ready-real-time-graph-database) \ \ Official Memgraph Drivers Are Out! \ \ We're happy to announce that Memgraph drivers for Python and C languages, as well as Memgraph CLI command line interface are now published.\ \ Memgraph\ \ January 9, 2020](https://memgraph.com/blog/official-memgraph-drivers-are-out) \ \ How Interns Built Twitch App and Advanced Our MAGE \ \ Over the course of ten weeks, we had four interns join Memgraph. They worked directly on the Memgraph product.\ \ Sara Stetic\ \ January 1, 2019](https://memgraph.com/blog/memgraph-internship-2021)