Which log management platforms offer the fastest search performance and most flexible parsing for unstructured JSON logs generated by distributed Go services?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which log management platforms offer the fastest search performance and most flexible parsing for unstructured JSON logs generated by distributed Go services?
4 real searches · 1 real-search pass
log management platforms benchmark search performance parsing JSON logs ClickHouse Elasticsearch Splunk Loki Datadog OpenSearch 2025Google ↗
OBSERVEDComparison
Vector.dev VRL parsing JSON logs Go services OpenTelemetry log platforms query performance comparisonGoogle ↗
OBSERVEDComparison
Vector Remap Language VRL documentation parsing JSON regex grok transforms officialGoogle ↗
OBSERVEDOther / navigational
Elastic ingest pipelines grok dissect JSON processor documentation officialGoogle ↗
OBSERVEDOther / navigational
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). 3 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
log management platforms benchmark search performance parsing JSON logs ClickHouse Elasticsearch Splunk Loki Datadog OpenSearch 2025 Google ↗
Vector.dev VRL parsing JSON logs Go services OpenTelemetry log platforms query performance comparison Google ↗
Vector Remap Language VRL documentation parsing JSON regex grok transforms official Google ↗
Elastic ingest pipelines grok dissect JSON processor documentation official Google ↗
- VictoriaLogs · victoriametrics.com
- Do you still need Elasticsearch for log analytics? ClickHouse says no. · clickhouse.com
- ClickHouse · clickhouse.com
- Ingest processor reference · elastic.co
- VictoriaLogs vs Loki, Elasticsearch, OpenSearch, SigNoz and ClickStack on structured log ingestion · victoriametrics.com
- Elasticsearch · elastic.co
- Axiom · axiom.co
- Datadog Log Management · datadoghq.com
- Remap with VRL · vector.dev
- Vector Remap Language (VRL) · vector.dev
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
log management platforms benchmark search performance parsing JSON logs ClickHouse Elasticsearch Splunk Loki Datadog OpenSearch 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Vector.dev VRL parsing JSON logs Go services OpenTelemetry log platforms query performance comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Vector Remap Language VRL documentation parsing JSON regex grok transforms official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Elastic ingest pipelines grok dissect JSON processor documentation official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |