Fast, reliable, fully managed graph database service by AWS.
They need a scalable, managed infrastructure to build complex knowledge graphs without managing database servers.
They require real-time traversal of connected data points to identify suspicious patterns and relationship anomalies.
They need to implement social networking features or recommendation engines that rely on deep relational data.
The absence of a free tier and high baseline costs make it prohibitive for early-stage prototyping.
The steep learning curve associated with graph query languages requires specialized knowledge not needed for standard SQL databases.
AI-powered tools that can replace or augment Amazon Neptune
Amazon Neptune utilizes a pay-as-you-go model based on instance hours, storage consumption, and I/O requests, making it a scalable solution that aligns costs with actual database utilization.
