Best Streaming Analytics Software in 2026
Updated
In short: Apache Druid is ranked #1 of 24 as of 4 October 2026, ahead of Confluent Cloud and Materialize. The best-ranked option with a free plan is Confluent Cloud. The lowest first paid tier on this page is Materialize at $0.13/mo.
Streaming analytics software processes data as events arrive, with options here ranked for comparison across a range of processing and deployment characteristics. Look at event-time and stateful processing, exactly-once processing, and watermarks, as well as each product’s SQL interface and supported languages. Deployment, free plans, and starting prices are also included for comparison. Apache Druid, Confluent Cloud, and Materialize are among the first entries, followed by Ververica Platform and Apache Beam. Consider the processing behavior and interfaces your workloads call for, then compare how the listed options address those requirements.
24 streaming analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Recognised 40% · Phone app 26% · Documented 20% · Free plan 14% of the score
- 1 Apache Druid No phone app RecognisedPhone appDocumentedFree plan 6.4Free Deployment: self_hosted
- 2 Confluent Cloud No phone app RecognisedPhone appDocumentedFree plan 6.4$385/mo
- 3 Materialize No phone app RecognisedPhone appDocumentedFree plan 6.4$0.13/mo
- 4 Ververica Platform No phone app RecognisedPhone appDocumentedFree plan 6.4Free Deployment: hybridSQL interface: YesEvent-time processing: Yes
- 5 Apache Beam No phone app RecognisedPhone appDocumentedFree plan 6.3Free Deployment: hybrid
- 6 Apache Flink No phone app RecognisedPhone appDocumentedFree plan 6.3Free
- 7 Apache Pinot No phone app RecognisedPhone appDocumentedFree plan 6.3Free Deployment: self_hosted
- 8 Apache Samza No phone app RecognisedPhone appDocumentedFree plan 6.3Free
- 9 Apache Spark No phone app RecognisedPhone appDocumentedFree plan 6.3Free Deployment: self_hosted
- 10 Apache Storm No phone app RecognisedPhone appDocumentedFree plan 6.3Free
- 11 Feldera No phone app RecognisedPhone appDocumentedFree plan 6.3Free
- 12 Pathway Live Data Framework No phone app RecognisedPhone appDocumentedFree plan 6.3Free
- 13 Timeplus No phone app RecognisedPhone appDocumentedFree plan 6.3$199/mo Deployment: hybrid
- 14 Tinybird Cloud No phone app RecognisedPhone appDocumentedFree plan 6.3$49/mo
- 15 RisingWave No phone app RecognisedPhone appDocumentedFree plan 5.8$0.23/mo
- 16 Tencent Cloud CDN No phone app RecognisedPhone appDocumentedFree plan 5.6CNY 21/mo Deployment: cloudSQL interface: YesEvent-time processing: Yes
- 17 Amazon Managed Service for Apache Flink No phone app RecognisedPhone appDocumentedFree plan 5.5
- 18 Alibaba Cloud Realtime Compute for Apache Flink No phone app RecognisedPhone appDocumentedFree plan 5.4 Deployment: cloudSQL interface: YesEvent-time processing: Yes
- 19 Tencent Cloud Oceanus No phone app RecognisedPhone appDocumentedFree plan 5.4CNY 2,352/mo Deployment: cloudSQL interface: YesEvent-time processing: Yes
- 20 TIBCO BusinessWorks No phone app RecognisedPhone appDocumentedFree plan 5.4 Deployment: hybridSQL interface: No
- 21 kdb+ No phone app RecognisedPhone appDocumentedFree plan 5.1
- 22 TIBCO Streaming No phone app RecognisedPhone appDocumentedFree plan 5.1 Deployment: hybridSQL interface: No
- 23 Apache Heron No phone app RecognisedPhone appDocumentedFree plan 4.9 Deployment: self_hosted
- 24 Apache Kafka No phone app RecognisedPhone appDocumentedFree plan 4.9
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which streaming analytics software is ranked first on Samsung Mobile US Press?
Apache Druid is ranked #1 of 24 with a score of 6.4. Confluent Cloud is second and Materialize third.
How many of these have a free plan?
14 of the 24 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Materialize has the lowest first paid tier we found: $0.13/mo.
How is this list ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation. Paid placements never change a rank.