Imply

Imply is a cloud-native real-time analytics platform built by the original creators of Apache Druid. In 2026, it remains the market leader for operational analytics, specializing in high-concurrency workloads where sub-second query responses are required on multi-petabyte datasets. The architecture centers around Imply Polaris, a fully managed Database-as-a-Service (DBaaS) that abstracts the complexity of Druid management while offering integrated data visualization through Imply Pivot. Technically, Imply utilizes a unique storage-compute separation combined with a multi-stage query (MSQ) engine, allowing it to bridge the gap between low-latency streaming ingestion (from Kafka or Kinesis) and high-throughput batch processing. Its 2026 market position is solidified by its 'total observability' suite, which integrates deeply with AI/ML pipelines to provide real-time feedback loops for model performance and automated fraud detection systems. By providing a serverless experience for Druid, Imply enables enterprises to transition from legacy, slow-moving data warehouses to proactive, event-driven decision engines.