Streaming Analytics
An independent, evidence-based ranking of 8 streaming analytics, scored on public signals with full provenance, never on user reviews or paid placement.
Same facts, re-weighted. Only the weighting changes, never the underlying evidence.
Not ranked: the best-evidenced product here reaches only 0.29 confidence (low), below the 0.35 vioscaleAI requires before ordering a field. The products are listed with their evidence so you can judge; we will not imply a winner we cannot support.
| Software | Score | Confidence |
|---|---|---|
| Hazelcast | 58 | low · 29% |
| RisingWaveStreaming database for processing and analyzing high-frequency data in real time | 54 | medium · 59% |
| Apache StormOpen-source distributed system for real-time data stream processing | 51 | low · 27% |
| MaterializeA SQL-based data layer that continuously ingests and unifies data from multiple sources to power real-time applications and AI agents | 45 | medium · 61% |
| Amazon Managed Service for Apache FlinkFully managed Apache Flink stream processing service with automatic infrastructure provisioning and management | 42 | medium · 62% |
| Timeplus ProtonAn efficient streaming SQL platform for real-time analytics, ETL, and data pipelines | 52 | low · 4% |
| Azure Stream AnalyticsServerless real-time analytics for cloud and edge environments | 48 | low · 6% |
| Google Cloud DataflowManaged platform for real-time and batch data processing | 46 | low · 5% |
Scored on independent signals, not user reviews, but not ranked: see the note above. See the method.
Streaming Analytics compared
Head-to-head on the attributes that matter here, with a source and date on every value.
- Apache StormvsHazelcast52/59
- HazelcastvsRisingWave59/52
- HazelcastvsTimeplus Proton59/51
- Azure Stream AnalyticsvsHazelcast46/59
- HazelcastvsMaterialize59/46
- Apache StormvsRisingWave52/52
- Apache StormvsAzure Stream Analytics52/46
- Apache StormvsMaterialize52/46
- RisingWavevsTimeplus Proton52/51
- Azure Stream AnalyticsvsRisingWave46/52
Streaming Analytics: common questions
How does vioscaleAI rank Streaming Analytics?
vioscaleAI ranks streaming analytics on a confidence-weighted blend of independent signals, weighted most on development activity, developer q&a activity, security posture. Scores come from public evidence such as adoption, activity and security posture, never from user reviews or paid placement.
How many tools does vioscaleAI list in Streaming Analytics?
vioscaleAI currently lists 8 in Streaming Analytics, each with a dated, sourced profile.
Can a vendor pay to rank higher in Streaming Analytics?
No. Vendors can claim and correct their profile, but placement can never be bought. That independence is what makes the ranking trustworthy for buyers and AI.