Stateful computations over unbounded and bounded data streams.
Needs to build scalable, fault-tolerant pipelines for real-time data ingestion and transformation.
Requires low-latency event processing for building reactive, stateful microservices.
Looking for a unified framework to handle both batch processing and streaming analytics efficiently.
The infrastructure overhead and engineering expertise required are excessive for simple data tasks.
Direct SQL-based ad-hoc querying is better served by simpler, managed warehouse solutions.
AI-powered tools that can replace or augment Apache Flink