Data sources · Updated 2026-10-18
How threat hunting tools reach your data
Named sources and published data-access models.
Editorial assessment · From vendor product pages, docs and announcements · Updated 2026-10-18
Which sources does each tool name?
- Named
- Not named
| Tool | SIEM | EDR | Identity provider | Cloud logs | Data lake or warehouse | SaaS apps | Named | How it reaches the data |
|---|---|---|---|---|---|---|---|---|
| Mars Security | NamedSplunk | NamedCrowdStrike Falcon | Namedidentity providers | NamedAWS telemetry, Wiz | NamedSnowflake, Databricks | Not named | 5 of 6 | Queries in place, no ingestion For cloud logs: "No new data copy. No second retention clock." "The SIEM keeps its compliance and retention jobs." Source: marssec.ai/guides/cloud-threat-hunting · Read 2026-10-18 · marssec.ai/guides/ai-threat-hunting · Read 2026-10-18 · Source dates shown above |
| Nebulock | NamedMicrosoft Sentinel | NamedCrowdStrike, Microsoft Defender, SentinelOne | NamedOkta, Microsoft Entra, Duo | NamedAWS CloudTrail | Not named | NamedJamf, GitHub | 5 of 6 | Federated search Helix federated search "to get data just-in-time, not just-in-case". Public pages do not say what data is retained in the platform. Source: nebulock.io/platform · Read 2026-10-18 · Source dates shown above |
| Anvilogic | NamedSplunk, Microsoft Sentinel, CrowdStrike NG-SIEM, Elastic | Not named | Not named | NamedS3, Azure Blob, GCS object storage | NamedSnowflake, Databricks, Azure Data Explorer, Amazon Security Lake, Microsoft Fabric | Not named | 3 of 6 | Queries in place; standalone mode also offered "One query across Splunk, Snowflake, Sentinel, S3, and more, without moving the data"; augment, standalone or combined deployment. Source: www.anvilogic.com · Read 2026-10-18 · Source dates shown above |
| Cotool | NamedSplunk, Panther | NamedCrowdStrike, Microsoft Defender, SentinelOne | NamedOkta | Not named | NamedSnowflake, Databricks | NamedCode42, Kandji, Jira | 5 of 6 | Stores some logs, queries the rest "Logs you store in Cotool are optimized for agents" and "a detection can run against logs in Cotool or directly against the tools where your data already lives." Source: www.cotool.ai · Read 2026-10-18 · www.cotool.ai/detect · Read 2026-10-18 · Source dates shown above |
| Vega | Not named | Not named | Not named | Not named | Not named | Not named | 0 of 6 | Queries in place "No migration, ingestion, or egress." Source: vega.io · Read 2026-10-18 · Source dates shown above |
| Artemis Security | NamedSplunk, Microsoft Sentinel, Google SecOps and others | NamedCrowdStrike, Defender XDR, SentinelOne | NamedEntra ID, Okta | NamedAWS Security Lake, AWS Athena | NamedSnowflake, BigQuery | Namedthe homepage names SaaS among the sources it correlates | 6 of 6 | Ingests hot-path data, queries the rest "Hot-path data ingested, high-volume data queried where it lives." Its connectors page lists Splunk, Microsoft Sentinel, Exabeam, LogRhythm and CrowdStrike NG-SIEM among ingested sources. Source: artemissecurity.com/connectors · Read 2026-10-19 · Source dates shown above |
| CardinalOps | NamedSIEM via native APIs (platforms not named) | NamedEDR via native APIs; CrowdStrike Marketplace | Not named | Not named | Not named | Not named | 2 of 6 | Works inside the SIEM and EDR Connects through native APIs and delivers rules in their native syntax; a separate data store is not described. Source: cardinalops.com · Read 2026-10-18 · Source dates shown above |
Notes and sources
- Mars Security
Source: securityboulevard.com · marssec.ai/guides/ai-threat-hunting · Reviewed Sep 2026
- Nebulock
Source: docs.nebulock.io · Reviewed Sep 2026
- Anvilogic: EDR and identity sources are not named on the pages we reviewed.
Source: anvilogic.com · Reviewed Sep 2026
- Cotool
Source: cotool.ai/hunt · Reviewed Sep 2026
- Vega: Vega's pages describe querying sources in place but do not name connectors.
Source: vega.io/platform/connectors · Reviewed Sep 2026
- Artemis Security: Splunk and Microsoft Sentinel are listed as ingested; other sources are queried where they live.
Source: artemissecurity.com/connectors · Read 2026-10-19 · Source dates shown above
- CardinalOps: Works inside the SIEM and EDR a team runs; individual platforms are not named on the pages reviewed.
Source: cardinalops.com/platform · Reviewed Sep 2026
Ingestion or federated search: why it matters
Some tools query each source where it sits, often called federated search. Others copy some of the data into their own platform first, which is ingestion. Copying data in adds a second pipeline and a second store to run and pay for, next to a SIEM that already collects, stores and correlates the same events. Querying in place leaves the SIEM as the system of record. We score this under 'Works across existing SIEM and data lakes' (20%). This site does not rank or compare SIEM products; they appear only as data sources.
Where a tool ingests, ask which sources are copied, what the ingested data costs (none of these tools publishes a price) and how much of that work your SIEM already does. Artemis Security, for example, ingests hot-path data and lists five SIEM platforms among its ingested connectors, so the same events can be stored and processed in two places. Where a tool says it queries in place, ask which sources it names and how queries are written for each one.