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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture 投稿は個人の意見です。
Joined May 2026
258 Following    220 Followers
# Neo4j Features and Practical Usage 🔍 A query that becomes a five-way JOIN in SQL can be written in a single line of arrow-drawing — Cypher is the declarative query language for graphs. 🏷️ Title: Cypher (Declarative Graph Query Language) 🔗 URL: 📘 Overview Cypher is a declarative graph query language designed for Neo4j. Instead of specifying "how to retrieve," you express "what data you want" using ASCII-art-like patterns. It is the common language of graphs, shared across application, analytics, and operations. ⚙️ How It Works The core of Cypher is pattern matching. ・Nodes are written in parentheses `(node)` ・Relationships use square brackets and arrows `-[rel]->`, with direction shown by the arrow ・Labels, types, and properties can be written directly inside the pattern (`(:User {id: $id})`) The main clauses are: ・`MATCH`: search for patterns within the graph ・`RETURN`: project the results to return ・`WHERE`: filter with conditions ・`CREATE` / `MERGE`: create / create-if-not-exists-else-match ・`WITH`: compose multi-step pipelines Cypher aligns with GQL (the ISO graph query language standard) while keeping Neo4j extensions. As of Neo4j 2025.06, new features are added exclusively to Cypher 25, while Cypher 5 is frozen. 🛠️ Practical Usage A query that becomes multiple JOINs in SQL can be written as a single pattern. ```cypher MATCH (c:Customer {id: $id})-[:ORDERED]->(o:Order)-[:CONTAINS]->(p:Product) RETURN count(*) AS times ORDER BY times DESC ``` Always use parameters (`$id`) in queries. This helps with both injection prevention and execution-plan caching. 💡 Use Cases It is the foundation for any domain that asks questions about connections: aggregating customer purchase history, recommendations, tracing paths in fraud detection, and walking org charts. It is highly readable and expresses complex traversals in fewer lines than SQL. ⚠️ Caveats ・Do not build queries by string concatenation; always parameterize. ・Watch for version differences. New features center on Cypher 25, and Cypher 5 is frozen. Verify compatibility. ・Because it is declarative, how you write a query can change the execution plan significantly. Check heavy queries with PROFILE/EXPLAIN. #Neo4j# #Cypher#
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