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Netflix Graph Search's AI Evolution: From Structured Queries to Natural Language

·2026.01.27 04:01

Key point

Netflix is leveraging LLMs to evolve its existing structured query-based Graph Search into natural language search.

Details

Netflix's Graph Search platform is used to search distributed data sets within the corporate ecosystem. Currently, this platform offers high scalability and ease of configuration, but it still has the limitation that users must directly input a structured query language.

Natural language-based search was possible before as well, but it required a lot of effort to implement. However, the recent emergence of LLM(Large Language Models) has opened a path to integrating highly accurate AI search functionality with less investment.

In particular, to handle the complex distributed data structures within the GraphQL ecosystem, Netflix is building an innovative Text-to-Query solution that goes beyond simple Text-to-SQL. This series covers the implementation process, performance evaluation, and the evolution into a self-managed platform in detail.

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