Real ChatGPT answer · index seedSsRWRGGAgKIcompleteB2B software · data and analytics platformscommercial
What is the absolute best real time analytics database right now that can ingest millions of Kafka events per second while maintaining sub second query latencies for our customer facing app?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the absolute best real time analytics database right now that can ingest millions of Kafka events per second while maintaining sub second query latencies for our customer facing app?
4 real searches · 1 real-search pass
2026 real-time analytics databases Kafka millions events per second ClickHouse Pinot StarRocks benchmark customer facing sub second latencyGoogle ↗
OBSERVEDReason
ClickHouse Kafka ingestion materialized views real-time analytics official docs 2026Google ↗
OBSERVEDOther / navigational
Apache Pinot Kafka ingestion real-time query latency official docsGoogle ↗
OBSERVEDOther / navigational
StarRocks Kafka routine load real-time analytics official docsGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 real-time analytics databases Kafka millions events per second ClickHouse Pinot StarRocks benchmark customer facing sub second latency Google ↗
ClickHouse Kafka ingestion materialized views real-time analytics official docs 2026 Google ↗
Apache Pinot Kafka ingestion real-time query latency official docs Google ↗
StarRocks Kafka routine load real-time analytics official docs Google ↗
- Apache Pinot | Real-Time Analytics for Users and AI Agents · pinot.apache.org
- About · pinot.apache.org
- What is Real-Time Analytics? A Complete Guide (2026) | Engineering | ClickHouse Resource Hub · clickhouse.com
- Real-time Analytics with ClickHouse · clickhouse.com
- clickhouse-docs/docs/integrations/data-ingestion/kafka/kafka-table-engine.md at main · ClickHouse/clickhouse-docs · github.com
- ClickHouse · clickhouse.com
- Load data using Routine Load · docs.starrocks.io
- StarRocks · starrocks.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 real-time analytics databases Kafka millions events per second ClickHouse Pinot StarRocks benchmark customer facing sub second latency OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ClickHouse Kafka ingestion materialized views real-time analytics official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Apache Pinot Kafka ingestion real-time query latency official docs OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
StarRocks Kafka routine load real-time analytics official docs OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |