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Why I Started Exploring Graph Databases

January 12, 2026
5 min read

Relational databases are powerful, but they struggle when relationships are the data. In my recent work exploring social networking features, I found that SQL `JOIN` operations were becoming a performance bottleneck.

Thinking in Graphs

I started prototyping with Neo4j to model user connections. The difference was immediate. Queries that required complex recursive joins in PostgreSQL became simple, readable Cypher queries in Neo4j.

While I'm still an advocate for RDBMS for transactional data, adding a Graph DB to our stack for relationship-heavy queries has opened up new possibilities for our recommendation engines.