License & Deployment Mix: 30 tools – 19 OSS, 8 SaaS. (OSS and SaaS counts can overlap when an open-source tool also offers a vendor-hosted edition.)

What Is Log Management?

Log management is the practice of collecting, aggregating, storing, searching, and analyzing log data generated by applications, operating systems, network devices, and infrastructure components. Logs are timestamped records of discrete events – application errors, HTTP requests, authentication attempts, configuration changes, and system state transitions.

Observability extends log management by unifying the three telemetry pillars – logs, metrics, and traces – into a coherent picture of system behavior. Where monitoring asks “is it broken?”, observability asks “why is it broken?” by correlating structured logs, time-series metrics, and distributed traces to pinpoint root causes across complex, distributed systems.

Enterprise log management and observability platforms provide:

  • Centralized log aggregation – collect logs from thousands of sources (servers, containers, cloud services, network devices, applications) into a single searchable repository; eliminate SSH-and-grep workflows; enable cross-system correlation
  • Structured logging – parse unstructured log lines into structured fields (JSON, key-value pairs) for efficient querying; normalize disparate log formats into a common schema; enrich logs with metadata (hostname, region, service name)
  • Full-text search – index and search billions of log lines in near real-time; query languages (Lucene, LogQL, SQL, SPL) for ad-hoc exploration; saved searches and scheduled queries
  • Log-based alerting – trigger notifications when log patterns match predefined conditions (error rate spikes, authentication failures, specific error messages); integration with on-call systems (PagerDuty, OpsGenie, GoAlert)
  • Retention and archival – hot/warm/cold storage tiers for cost-effective long-term retention; configurable retention policies per log source; compliance-driven archival to object storage (S3, GCS, MinIO)
  • Data pipelines – route, transform, filter, and enrich log data in transit; reduce storage costs by dropping noise; replicate logs to multiple destinations (analytics, compliance, SIEM)
  • Dashboards and visualization – real-time log exploration; aggregate log data into charts, histograms, and heatmaps; drill from dashboards into individual log lines
  • Correlation – link logs with metrics and traces to build end-to-end request timelines; exemplar links between metrics spikes and corresponding log entries; trace-to-log pivoting for root cause analysis
  • Multi-tenancy – isolate log data by customer, team, or environment; per-tenant retention, access control, and query limits; essential for MSPs and SaaS platforms

Log management is foundational to operations, security, and compliance. Without centralized log management, troubleshooting requires manual log file inspection across dozens of servers, security incidents go undetected, and audit requirements cannot be met.

The information on these pages was researched by a combination of human review and large language models. To suggest an addition or correction, please contact us. Prepared by Rhodium Systems Inc., author of the ResorsIT platform — a unified IT operations management platform for IT teams and MSPs that integrates a curated suite of open-source, commercial, and SaaS applications into a single system with shared identity, single sign-on, access control, and a common audit trail. Use this catalogue only as a starting point for your own research, and review any tool carefully against your own requirements before relying on it. Catalogue data version 2026.197.

Comparison

This evaluation covers the full log management and observability landscape.


Overview Comparison

ToolTypeLicenseDeploymentLanguage / PlatformPricing
Fluent BitLog ShipperApache-2.0Self-hostedCFree
FluentdLog AggregationApache-2.0Self-hostedRuby + CFree
VectorLog PipelineApache-2.0Self-hostedRustFree
LogstashLog PipelineApache-2.0 / ELv2Self-hostedJava (JVM)Free
FilebeatLog ShipperApache-2.0 / ELv2Self-hostedGoFree
PromtailLog ShipperAGPL-3.0Self-hostedGoFree
rsyslogSyslog DaemonGPL-3.0Self-hostedCFree
syslog-ngSyslog DaemonGPL-3.0 / PropSelf-hosted / SaaSCFree (OSS); paid (PE)
CriblLog PipelineProprietarySelf-hosted / SaaSNode.jsFree (< 1 TB/day); per-GB pricing
OpenSearchLog SearchApache-2.0Self-hosted / CloudJavaFree; managed cloud pricing
ElasticsearchLog SearchSSPL / AGPL-3.0Self-hosted / CloudJavaFree (self-hosted); Elastic Cloud per-GB
Grafana LokiLog StorageAGPL-3.0Self-hosted / CloudGoFree; Grafana Cloud per-GB
QuickwitLog SearchApache-2.0Self-hosted / CloudRustFree; Quickwit Cloud pricing TBD
ParseableLog AnalyticsMITSelf-hosted / CloudRustFree; Parseable Cloud per-GB
OpenObserveObservabilityApache-2.0Self-hosted / CloudRustFree; OpenObserve Cloud per-GB
SigNozObservabilityAGPL-3.0Self-hosted / CloudGo + TypeScriptFree; SigNoz Cloud per-GB
GraylogObservabilityAGPL-3.0 / PropSelf-hosted / CloudJavaFree (Open); Enterprise per-GB
Grafana + TempoTracingAGPL-3.0Self-hosted / CloudGoFree; Grafana Cloud per-trace
JaegerTracingApache-2.0Self-hostedGoFree
GoAccessLog AnalysisMITSelf-hostedCFree
SplunkObservabilityProprietarySelf-hosted / CloudC++, PythonPer-GB ingest or workload pricing
Datadog LogsObservabilityProprietarySaaSN/A (SaaS)Per-GB ingest + retention
New Relic LogsObservabilityProprietarySaaSN/A (SaaS)Per-GB ingest (100 GB/mo free)
DynatraceAIOpsProprietarySaaS / ManagedN/A (SaaS)Per-GiB ingest
Elastic ObservabilityObservabilityELv2 / PropSelf-hosted / CloudJavaFree (basic); paid features per-node
Sumo LogicLog AnalyticsProprietarySaaSN/A (SaaS)Per-GB ingest (tiered)
MezmoLog MgmtProprietarySaaSN/A (SaaS)Per-GB ingest
CoralogixObservabilityProprietarySaaSN/A (SaaS)Per-GB ingest (3 tiers)
AxiomLog AnalyticsProprietarySaaSN/A (SaaS)Per-GB ingest (free tier 500 GB/mo)
Falcon LogScaleLog MgmtProprietarySelf-hosted / CloudJavaPer-GB ingest; CrowdStrike bundled

Log Collection & Ingestion

ToolAgent / ShipperSyslogAPI IngestCloud ConnectorsContainer LogsKubernetes
Fluent BitNative (DaemonSet)Yes (TCP/UDP)HTTP inputAWS, GCP, Azure via pluginsDocker, containerdNative K8s DaemonSet; metadata enrichment
FluentdNative (DaemonSet)Yes (TCP/UDP)HTTP inputAWS, GCP, Azure via pluginsDocker, containerdNative K8s DaemonSet; metadata enrichment
VectorNative agentYes (TCP/UDP)HTTP, gRPCAWS S3/SQS/CloudWatch, GCP Pub/SubDocker, PodmanK8s DaemonSet; auto-discovery
LogstashBeats agentsYes (TCP/UDP)HTTP, Kafka, RedisAWS, GCP, Azure input pluginsDocker via FilebeatK8s via Filebeat DaemonSet
FilebeatNative agentNo (use syslog input)N/A (agent)AWS S3, CloudWatch, GCSDocker autodiscoverK8s DaemonSet; autodiscover
PromtailNative agentYes (syslog target)Push API (Loki)NoDocker via journalK8s DaemonSet; label discovery
rsyslogNative daemonYes (native)HTTP (omhttp)NoNoNo (host-level only)
syslog-ngNative daemonYes (native)HTTP, KafkaAWS S3, KafkaDocker driverNo (host-level only)
CriblCribl Edge agentYes (TCP/UDP/TLS)HTTP, HEC, OTLPAWS, GCP, Azure, O365Docker, containerdK8s DaemonSet (Cribl Edge)
OpenSearchVia shippersYes (via Fluent Bit/Logstash)REST API (bulk)Via Data PrepperVia shippersVia shippers
ElasticsearchElastic AgentYes (via Logstash)REST API (bulk)Native cloud integrationsVia Elastic AgentK8s via Elastic Agent/Filebeat
Grafana LokiPromtail, Fluent BitYes (via shipper)Push API (HTTP/gRPC)Via Lambda/functionsVia shipperNative K8s via Promtail/Fluent Bit
QuickwitVia shippersYes (via shipper)REST API, OTLP, KafkaVia shipperVia shipperK8s via shipper
ParseableVia shippersYes (via shipper)REST API, Fluent BitVia shipperVia shipperK8s via shipper
OpenObserveVia shippersYes (via shipper)REST API, OTLP, KinesisAWS, GCP via shipperVia shipperK8s via shipper or OTLP
SigNozOTel CollectorYes (via OTel)OTLP (HTTP/gRPC)AWS, GCP via OTelVia OTel CollectorK8s DaemonSet (OTel Collector)
GraylogGraylog SidecarYes (TCP/UDP/TLS)GELF, REST APIAWS CloudTrail, O365Via sidecarK8s via sidecar/Fluent Bit
Grafana + TempoOTel CollectorN/A (traces)OTLP, Zipkin, JaegerVia OTel CollectorVia OTel CollectorK8s DaemonSet (OTel Collector)
JaegerOTel CollectorN/A (traces)OTLP, Thrift, gRPCVia OTel CollectorVia OTel CollectorK8s DaemonSet (OTel Collector)
GoAccessFile readerNoNoNoNoNo
SplunkUniversal ForwarderYes (TCP/UDP/TLS)HEC (HTTP Event Collector)AWS, GCP, Azure, O365Docker, containerdK8s DaemonSet (Splunk Connect)
Datadog LogsDatadog AgentYes (TCP/TLS)REST API, LambdaAWS, GCP, Azure nativeDocker, containerdK8s DaemonSet (Datadog Agent)
New Relic LogsNR Infrastructure AgentYes (TCP/TLS)Log API (HTTP)AWS, GCP, AzureDocker, containerdK8s DaemonSet (NR agent)
DynatraceOneAgentYes (via OneAgent)Log Ingest APIAWS, GCP, Azure nativeDocker, containerdK8s DaemonSet (OneAgent)
Elastic ObservabilityElastic AgentYes (via Logstash)REST API (bulk)AWS, GCP, Azure modulesVia Elastic AgentK8s via Elastic Agent
Sumo LogicInstalled CollectorYes (TCP/UDP)HTTP SourceAWS, GCP, Azure nativeDocker sourceK8s DaemonSet (Helm chart)
MezmoMezmo AgentYes (TCP/TLS)REST APIAWS, GCP, AzureDocker, K8sK8s DaemonSet
CoralogixVia shippersYes (via shipper)REST API, OTLPAWS, GCP, AzureVia shipperK8s via Fluent Bit/OTel
AxiomVia shippersYes (via shipper)REST API, OTLPAWS, GCP, AzureVia shipperK8s via shipper
Falcon LogScaleLogScale CollectorYes (TCP/UDP/TLS)HEC, REST APIAWS, GCP, AzureDocker, containerdK8s DaemonSet

ToolFull-Text SearchStructured QueryHot/Warm/ColdCompressionRetention Policies
Fluent BitN/A (pipeline)N/AN/AN/AN/A
FluentdN/A (pipeline)N/AN/AN/AN/A
VectorN/A (pipeline)N/AN/AN/AN/A
LogstashN/A (pipeline)N/AN/AN/AN/A
FilebeatN/A (shipper)N/AN/AN/AN/A
PromtailN/A (shipper)N/AN/AN/AN/A
rsyslogN/A (daemon)N/AN/AN/AN/A (file rotation)
syslog-ngN/A (daemon)N/AN/AN/AN/A (file rotation)
CriblN/A (pipeline)N/A (search via Cribl Search)N/AN/AN/A (routes to backends)
OpenSearchLucene (inverted index)SQL, DQL, PPLYes (ISM policies)Zstd, LZ4, best_compressionPer-index ISM lifecycle policies
ElasticsearchLucene (inverted index)SQL, KQL, EQLYes (ILM policies)LZ4, best_compression, Zstd (8.x)Per-index ILM lifecycle policies
Grafana LokiLabel-based (no full-text index)LogQLNo (object storage tiering)Snappy, gzip, LZ4Per-tenant retention; compactor
QuickwitTantivy (inverted index)SQL-likeObject storage native (cold by default)ZstdTime-based retention; auto-delete
ParseableArrow columnar searchSQLObject storage nativeParquet (columnar)Time-based retention
OpenObserveFull-text + columnarSQLObject storage nativeZstd, SnappyPer-stream retention policies
SigNozClickHouse full-textClickHouse SQLTTL-based tieringLZ4, ZstdPer-signal TTL policies
GraylogLucene (via OpenSearch/ES)Query DSL, pipelineYes (index rotation)Via backend (OpenSearch/ES)Index rotation + retention strategies
Grafana + TempoTrace ID lookup (no full-text)TraceQLObject storage nativeSnappy, gzipPer-tenant retention
JaegerTrace ID + tag searchN/ABackend-dependentBackend-dependentTTL via backend
GoAccessNo (real-time parsing)No (predefined reports)NoNoNo (stream processing)
SplunkFull-text (TSIDX index)SPLYes (hot/warm/cold/frozen)GzipPer-index retention; SmartStore to S3
Datadog LogsFull-text indexDQLYes (online archive)Managed3/7/15/30-day live; custom archive
New Relic LogsFull-text indexNRQLN/A (managed)Managed8-day default; custom (30, 90, 395 days)
DynatraceFull-text + GrailDQLManaged tieringManaged35-day default; custom retention
Elastic ObservabilityLucene (inverted index)SQL, KQL, EQLYes (ILM/DSL)LZ4, ZstdILM lifecycle policies
Sumo LogicFull-text indexSumo query languageYes (flex/frequent/infrequent)Managed30-day default; custom to 5,000 days
MezmoFull-text indexMezmo queryN/A (managed)Managed7/14/30-day plans
CoralogixFull-text + TCO tiersLucene, DataPrimeYes (Frequent/Monitor/Comply)Managed + S3 remotePer-tier retention; remote archive
AxiomFull-text indexAPL (Axiom Processing Language)N/A (managed)Managed30-day default; custom
Falcon LogScaleFull-text (event-based index)LogScale query languageLive + on-demand (bucket storage)ZstdPer-repo retention; bucket storage

Observability Features

ToolLogsMetricsTracesAPMDashboardsAlertingCorrelation
Fluent BitCollect/routeCollect/routeNoNoNoNoNo
FluentdCollect/routeCollect/routeNoNoNoNoNo
VectorCollect/routeCollect/routeNoNoNoNoNo
LogstashProcess/routeNoNoNoNoNoNo
FilebeatCollect/shipNoNoNoNoNoNo
PromtailCollect/shipNoNoNoNoNoNo
rsyslogCollect/routeNoNoNoNoNoNo
syslog-ngCollect/routeNoNoNoNoNoNo
CriblRoute/transformRoute/transformRoute/transformNoCribl SearchNo (routes to alerting)N/A (pipeline)
OpenSearchYes (store/search)Yes (via Prometheus plugin)Yes (via Data Prepper)NoOpenSearch DashboardsYes (alerting plugin)Limited (dashboard-level)
ElasticsearchYes (store/search)Yes (TSDB mode 8.x)Yes (via APM Server)Yes (Elastic APM)KibanaYes (Watcher/rules)Yes (APM ↔ logs)
Grafana LokiYes (store/search)No (via Prometheus/InfluxDB)No (via Tempo)NoVia GrafanaVia Grafana alertingVia Grafana (exemplars)
QuickwitYes (store/search)NoYes (OTLP traces)NoVia Grafana pluginVia GrafanaLimited
ParseableYes (store/search)NoNoNoBuilt-in + GrafanaYes (alerts)Limited
OpenObserveYesYesYesNoBuilt-inYesYes (logs-metrics-traces)
SigNozYesYesYesYes (native)Built-inYesYes (native correlation)
GraylogYesNoNoNoBuilt-inYesYes (pipeline-based)
Grafana + TempoVia LokiVia Prometheus/InfluxDBYes (native)Yes (via Beyla)GrafanaGrafana alertingYes (trace ↔ logs ↔ metrics)
JaegerNoNoYes (native)NoBuilt-in trace UINoNo
GoAccessYes (web logs only)NoNoNoTerminal + HTMLNoNo
SplunkYesYes (ITSI)Yes (APM)Yes (Splunk APM)Built-inYesYes (full stack)
Datadog LogsYesYesYesYes (native)Built-inYesYes (unified platform)
New Relic LogsYesYesYesYes (native)Built-inYesYes (unified platform)
DynatraceYesYesYesYes (native)Built-inYes (Davis AI)Yes (AI-driven)
Elastic ObservabilityYesYesYesYes (Elastic APM)KibanaYesYes (APM ↔ logs ↔ metrics)
Sumo LogicYesYesYesYes (traces)Built-inYesYes (unified platform)
MezmoYesNoNoNoBuilt-inYesLimited
CoralogixYesYesYesYesBuilt-in + GrafanaYesYes (full stack)
AxiomYesNoYes (traces)NoBuilt-inYesYes (logs ↔ traces)
Falcon LogScaleYesYes (limited)NoNoBuilt-inYesLimited

Data Pipeline & Routing

ToolTransformationEnrichmentFilteringMulti-DestinationReplay
Fluent BitLua scripts, filtersAdd fields, Kubernetes metadataGrep, Modify filtersMultiple outputsNo
FluentdFilter plugins, record_transformerGeo-IP, Kubernetes metadataFilter pluginsMultiple outputs (copy)No
VectorVRL (Vector Remap Language)Enrichment tables, Geo-IPVRL conditionsMultiple sinksNo
LogstashGrok, Mutate, Ruby filtersGeo-IP, DNS, JDBC lookupConditionals, dropMultiple outputsNo
FilebeatProcessors (limited)Add fields, cloud metadataDrop events processorMultiple outputsNo
PromtailPipeline stagesLabel extraction, tenant IDMatch/drop stagesLoki onlyNo
rsyslogTemplates, mmjsonparseProperty-based enrichmentFilters, conditionalsMultiple actionsNo
syslog-ngParsers, rewriteCSV, JSON, Geo-IP enrichmentFiltersMultiple destinationsNo
CriblFull transform (JS, regex, Grok)Geo-IP, DNS, lookup tablesSampling, suppression, dropAny destination (vendor-neutral)Yes (replay from S3)
OpenSearchIngest pipelinesGeo-IP, user-agent, scriptPipeline processorsN/A (destination)No
ElasticsearchIngest pipelinesGeo-IP, user-agent, enrichPipeline processorsN/A (destination)No
Grafana LokiLogQL pipelineLabel extractionLogQL filtersN/A (destination)No
QuickwitDoc mapping transformsField mappingQuery-time filtersN/A (destination)No
ParseableSchema transformsField enrichmentQuery-time filtersN/A (destination)No
OpenObserveIngest functions (VRL)VRL enrichmentVRL functionsN/A (destination)No
SigNozOTel processorsOTel resource attributesOTel filter processorN/A (destination)No
GraylogPipeline rulesLookup tables, Geo-IPPipeline conditionsVia outputs (limited)No
SplunkSPL transforms, props.confLookups, Geo-IP, KV Storesearch filters, routingHEC + forwardingYes (replay from SmartStore)
Datadog LogsPipelines (Grok, remap)Enrichment tables, Geo-IPExclusion filters, samplingLog archives + rehydrationYes (rehydration from archive)
New Relic LogsParsing rules (Grok, regex)Drop/filter rulesDrop filtersN/A (SaaS destination)No
DynatraceLog processing rulesAuto-enrichment (topology)Log filter rulesN/A (SaaS destination)No
Elastic ObservabilityIngest pipelinesGeo-IP, user-agent, enrichPipeline processorsCross-cluster replicationNo
Sumo LogicField Extraction RulesLookup tables, Geo-IPIngest budgets, filtersData forwardingNo
MezmoLog pipelines (beta)Field parsingExclusion rulesArchive to S3No
CoralogixParsing rulesEnrichment APIsTCO optimizer (tiers)Archive to S3Yes (reindex from archive)
AxiomIngest-time transformsAPL enrichmentFilter at queryN/A (SaaS destination)No
Falcon LogScaleParsers (regex, JSON)Lookup files, Geo-IPParser filtersForwarding rulesNo

SSO / OIDC Comparison

OIDC is the preferred SSO protocol. The table notes each tool’s behaviour with Authentik as the IdP.

ToolOIDCSAMLSCIMAuthentik Notes
Fluent BitNoNoNoPipeline agent; no UI; config-file auth only
FluentdNoNoNoPipeline agent; no UI; config-file auth only
VectorNoNoNoPipeline agent; no UI; config-file auth only
LogstashNoNoNoPipeline agent; no UI; config-file auth only
FilebeatNoNoNoShipper agent; no UI
PromtailNoNoNoShipper agent; no UI
rsyslogNoNoNoSyslog daemon; no UI
syslog-ngNoNoNoSyslog daemon; no UI
CriblYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP
OpenSearchYesYesNoOIDC and SAML via Security plugin; Authentik as IdP
ElasticsearchYesYesNoNative OIDC and SAML (Platinum+); Authentik as IdP
Grafana LokiN/AN/AN/ANo direct UI; accessed via Grafana (native OIDC); Authentik as IdP
QuickwitNoNoNoNo native SSO; reverse proxy auth; API token
ParseableNoNoNoBasic auth; no native SSO; reverse proxy possible
OpenObserveYesNoNoNative OIDC support; Authentik as IdP
SigNozYesNoNoNative OIDC (enterprise); Authentik as IdP
GraylogYes*Yes*NoOIDC and SAML via Enterprise/Security license; Authentik as IdP
Grafana + TempoYesYesYesGrafana native OIDC, SAML, SCIM; Authentik as IdP; Tempo accessed via Grafana
JaegerNoNoNoNo native SSO; reverse proxy auth; often accessed via Grafana
GoAccessNoNoNoCLI/static HTML tool; no SSO needed
SplunkYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP
Datadog LogsYesYesYesNative OIDC and SAML; SCIM directory sync; Authentik as IdP
New Relic LogsYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP
DynatraceYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP
Elastic ObservabilityYesYesNoNative OIDC and SAML (Platinum+); Kibana SSO; Authentik as IdP
Sumo LogicYesYesYesNative OIDC and SAML; SCIM directory sync; Authentik as IdP
MezmoNoYesNoSAML SSO (Enterprise plan); no native OIDC; Authentik as SAML IdP
CoralogixYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP
AxiomYesYesNoNative OIDC and SAML; Authentik as IdP
Falcon LogScaleYesYesYesNative OIDC and SAML; SCIM provisioning; Authentik as IdP

* = requires enterprise or paid license

Best SSO support: Splunk, Datadog, New Relic, Dynatrace, Sumo Logic, Coralogix, Falcon LogScale, Cribl (OIDC + SAML + SCIM)

No SSO needed: Pipeline agents (Fluent Bit, Fluentd, Vector, Logstash, Filebeat, Promtail, rsyslog, syslog-ng) and CLI tools (GoAccess) – no user-facing UI

OIDC among OSS: OpenSearch (Security plugin), OpenObserve, Grafana (for Loki/Tempo access)


Monitoring Integration

How each tool integrates with a Telegraf (metrics) / Fluent Bit (logs) / Grafana (dashboards) monitoring stack.

ToolTelegraf MetricsFluent Bit LogsGrafana Dashboards
Fluent BitTelegraf monitors Fluent Bit process (procstat); Fluent Bit exposes Prometheus metrics endpointN/A (is Fluent Bit)Fluent Bit metrics via InfluxDB data source
FluentdTelegraf monitors Fluentd process; Fluentd exposes Prometheus metricsFluent Bit can replace or complement FluentdFluentd metrics via InfluxDB data source
VectorTelegraf monitors Vector process; Vector exposes internal metrics (Prometheus)Fluent Bit and Vector can coexist or replace each otherVector metrics via InfluxDB data source
LogstashTelegraf monitors JVM metrics; Logstash API exposes pipeline statsFluent Bit collects Logstash application logsLogstash pipeline dashboards via InfluxDB
FilebeatTelegraf monitors Filebeat processFluent Bit and Filebeat serve similar rolesFilebeat metrics via InfluxDB data source
PromtailTelegraf monitors Promtail processFluent Bit and Promtail serve similar rolesPromtail metrics via InfluxDB data source
rsyslogTelegraf monitors rsyslog process (procstat)Fluent Bit can read rsyslog output filesrsyslog impstats via InfluxDB
syslog-ngTelegraf monitors syslog-ng processFluent Bit can read syslog-ng output filessyslog-ng stats via InfluxDB
CriblTelegraf monitors Cribl process; Cribl exposes internal metricsFluent Bit can forward to/from CriblCribl internal metrics via Grafana
OpenSearchTelegraf Elasticsearch input plugin (compatible); cluster health, JVM, indexing statsFluent Bit forwards logs to OpenSearchOpenSearch data source plugin; log exploration in Explore
ElasticsearchTelegraf Elasticsearch input plugin; cluster health, JVM, indexing statsFluent Bit forwards logs to Elasticsearch via es outputElasticsearch data source plugin
Grafana LokiTelegraf monitors Loki process; Loki exposes Prometheus metricsFluent Bit forwards logs to Loki via loki outputNative Loki data source; LogQL in Explore
QuickwitTelegraf monitors Quickwit processFluent Bit can forward to Quickwit via OTLP or HTTPQuickwit data source plugin for Grafana
ParseableTelegraf monitors Parseable processFluent Bit forwards to Parseable via HTTP outputParseable data source or Grafana plugin
OpenObserveTelegraf monitors OpenObserve process; Prometheus remote writeFluent Bit forwards to OpenObserve via HTTP outputOpenObserve has built-in dashboards; Grafana via Prometheus DS
SigNozTelegraf can forward to SigNoz via OTLP; SigNoz exposes metricsFluent Bit forwards to SigNoz via OTLP outputSigNoz has built-in dashboards; Grafana via ClickHouse DS
GraylogTelegraf monitors Graylog JVM + MongoDB; Graylog exposes REST metricsFluent Bit forwards to Graylog via GELF outputGraylog has built-in dashboards; Grafana via Elasticsearch DS
Grafana + TempoTelegraf monitors Tempo process; Tempo exposes Prometheus metricsFluent Bit collects Tempo application logsNative Tempo data source; trace exploration
JaegerTelegraf monitors Jaeger process; Jaeger exposes Prometheus metricsFluent Bit collects Jaeger application logsJaeger data source plugin for Grafana
GoAccessN/A (CLI tool)N/A (CLI tool)N/A (standalone HTML reports)
SplunkTelegraf monitors Splunk process; Splunk exposes REST API metricsFluent Bit forwards to Splunk via splunk output (HEC)Splunk data source plugin for Grafana
Datadog LogsN/A (SaaS; Datadog has own agent)Fluent Bit forwards to Datadog via datadog outputDatadog data source plugin for Grafana
New Relic LogsN/A (SaaS; NR has own agent)Fluent Bit forwards to NR via nrlogs outputNew Relic data source plugin for Grafana
DynatraceN/A (SaaS; Dynatrace has OneAgent)Fluent Bit forwards to Dynatrace via HTTP outputDynatrace data source plugin for Grafana
Elastic ObservabilityTelegraf Elasticsearch input; cluster health and JVM statsFluent Bit forwards to Elasticsearch via es outputElasticsearch data source; Kibana for native
Sumo LogicN/A (SaaS; Sumo has own collector)Fluent Bit forwards to Sumo Logic via HTTP outputSumo Logic data source plugin for Grafana
MezmoN/A (SaaS)Fluent Bit forwards to Mezmo via HTTP outputNo official Grafana plugin; API access
CoralogixN/A (SaaS; routes via shippers)Fluent Bit forwards to Coralogix via HTTP/OTLPCoralogix Grafana plugin; hosted Grafana
AxiomN/A (SaaS)Fluent Bit forwards to Axiom via HTTP outputAxiom data source plugin for Grafana
Falcon LogScaleTelegraf monitors LogScale (self-hosted); REST API metricsFluent Bit forwards to LogScale via HEC or HTTPLogScale Grafana data source plugin

Deployment & Scale

ToolCloud / On-PremHAClusteringIngest Rate (typical)Multi-Tenancy
Fluent BitOn-premN/A (agent)N/A (agent)100K+ events/sec per agentN/A (agent)
FluentdOn-premActive-activeAggregator mode50K+ events/sec per nodeTag-based routing
VectorOn-premActive-activeAggregator mode100K+ events/sec per nodeNamespace routing
LogstashOn-premActive-active (behind LB)No native clustering20K-50K events/sec per nodePipeline isolation
FilebeatOn-premN/A (agent)N/A (agent)50K+ events/sec per agentN/A (agent)
PromtailOn-premN/A (agent)N/A (agent)50K+ events/sec per agentTenant ID header
rsyslogOn-premActive-passiveRelay chains1M+ messages/secN/A
syslog-ngOn-premActive-passiveRelay chains600K+ messages/secN/A
CriblBothActive-activeWorker groups100+ TB/day (enterprise)Worker group isolation
OpenSearchBothActive-activeNative clustering (shards/replicas)TB/day (cluster-dependent)Index-level isolation; fine-grained access
ElasticsearchBothActive-activeNative clustering (shards/replicas)TB/day (cluster-dependent)Index-level isolation; spaces (Kibana)
Grafana LokiBothActive-activeMicroservices modeTB/day (cluster-dependent)Native multi-tenancy (tenant ID header)
QuickwitBothActive-activeNative clusteringTB/day (object-storage-backed)Index-level isolation
ParseableBothActive-activeDistributed modeGB-TB/dayStream-level isolation
OpenObserveBothActive-activeNative clusteringTB/day (object-storage-backed)Native multi-tenancy (orgs)
SigNozBothActive-activeClickHouse clusteringTB/day (ClickHouse-backed)No native multi-tenancy (roadmap)
GraylogOn-prem / CloudActive-activeNative clusteringTB/day (OpenSearch/ES-backed)Streams + index sets
Grafana + TempoBothActive-activeMicroservices modeTB/day (object-storage-backed)Native multi-tenancy (tenant ID)
JaegerOn-premActive-activeBackend-dependentGB-TB/dayNo native multi-tenancy
GoAccessOn-premN/A (single process)N/ASingle log fileN/A
SplunkBothActive-activeSearch head + indexer clusteringPB/day (enterprise)Index-level RBAC; multi-tenant apps
Datadog LogsSaaSManagedManagedPB/day (managed)Native multi-org; child orgs
New Relic LogsSaaSManagedManagedPB/day (managed)Account-level isolation; sub-accounts
DynatraceSaaS / ManagedManagedManagedPB/day (managed)Environment-level isolation
Elastic ObservabilityBothActive-activeNative clusteringTB/day (cluster-dependent)Spaces + API keys; Elastic Cloud orgs
Sumo LogicSaaSManagedManagedPB/day (managed)Org-level isolation; partitions
MezmoSaaSManagedManagedTB/day (managed)Account-level isolation
CoralogixSaaSManagedManagedTB/day (managed)Team-level isolation; sub-accounts
AxiomSaaSManagedManagedTB/day (managed)Org-level isolation; datasets
Falcon LogScaleBothActive-activeNative clusteringPB/day (enterprise)Repo-level isolation; views

Tools

30 tools.

Axiom

Axiom is an observability platform designed around the principle of “store everything, query anything.” Unlike traditional log management platforms that charge per GB of indexed data, Axiom separates ingest costs from query costs by storing…

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

Coralogix

Coralogix is a cloud-native observability platform that differentiates through its Streama technology – an approach that analyzes data in-stream before storage, enabling real-time insights without indexing all data.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

Cribl

Cribl is a commercial observability pipeline platform that routes, reduces, enriches, and transforms data between any source and any destination.

License: Proprietary (proprietary) · Kind: web · Deploy: native, saas · SSO: none

Website

Datadog Logs

Datadog is a leading cloud-native monitoring and observability SaaS platform providing unified infrastructure monitoring, APM, log management, security monitoring, synthetics, and real user monitoring.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

Dynatrace

Dynatrace is an AI-powered, full-stack observability and security platform that provides automatic discovery, dependency mapping, and root cause analysis across hybrid and multi-cloud environments.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

Elastic Observability

Elastic Observability is an integrated observability solution built on the Elastic Stack (Elasticsearch, Kibana, Elastic Agent).

License: Proprietary (proprietary) · Kind: web · Deploy: native · SSO: none

Website

Elasticsearch

Elasticsearch is the original search and analytics engine that defined the modern log management landscape.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Falcon LogScale

Falcon LogScale (formerly Humio) is a log management and observability platform that uses an index-free architecture for streaming ingestion and real-time search.

License: Proprietary (proprietary) · Kind: web · Deploy: native · SSO: none

Website

Filebeat

Filebeat is a lightweight log shipper from the Elastic Beats family, designed to forward log data from servers to Elasticsearch, Logstash, or other destinations.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Fluent Bit

Fluent Bit is a lightweight, high-performance log processor and forwarder designed for resource- constrained environments, IoT, containers, and bare-metal servers.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Fluentd

Fluentd is a CNCF-graduated open-source data collector that unifies logging with a pluggable, tag-based routing architecture and over 1,000 plugins for input, parsing, filtering, and output.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

GoAccess

GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal or generates standalone HTML reports.

License: MIT (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Grafana Loki

Grafana Loki is a horizontally scalable, highly available log aggregation system inspired by Prometheus.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Grafana Tempo

Grafana Tempo is a high-volume, minimal-dependency distributed tracing backend. Like Grafana Loki’s approach to logs, Tempo takes a cost-efficient approach to traces by storing them on object storage (S3, GCS, Azure Blob) without requiring…

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Graylog

Graylog is a centralized log management platform that combines log collection, parsing, search, alerting, and dashboards in a single product.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Jaeger

Jaeger is a CNCF-graduated open-source distributed tracing platform, originally from Uber, for monitoring and troubleshooting microservices with latency analysis, service dependency graphs, and OpenTelemetry support.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Logstash

Logstash is a server-side data processing pipeline that ingests data from multiple sources, transforms it, and sends it to a destination.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Mezmo

Mezmo (formerly LogDNA) is a developer-focused log management platform that emphasizes simplicity, fast search, and real-time log tailing.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

New Relic Logs

New Relic is a full-stack observability platform providing APM, infrastructure monitoring, log management, browser monitoring, mobile monitoring, synthetics, and AI-assisted operations.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

OpenObserve

OpenObserve (formerly ZincObserve, successor to ZincSearch) is a cloud-native observability platform that handles logs, metrics, and traces in a single system.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

OpenSearch

OpenSearch is a community-driven, Apache-2.0 licensed search and analytics engine forked from Elasticsearch 7.10.2 by AWS in 2021 after Elastic changed Elasticsearch’s license from Apache-2.0 to SSPL/ELv2.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Parseable

Parseable is a lightweight, cloud-native log analytics platform built in Rust. It stores log data in Apache Parquet columnar format on object storage (S3, MinIO, GCS, Azure Blob), providing cost-efficient log storage with SQL-based query ca…

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Promtail

Promtail is the default log collection agent for Grafana Loki. It discovers log sources, attaches labels to log streams, and pushes them to a Loki instance via the Loki push API.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Quickwit

Quickwit is a cloud-native search engine designed for log management and distributed tracing. Built in Rust, it stores data directly on object storage (S3, MinIO, GCS, Azure Blob) while providing sub-second search performance.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

rsyslog

rsyslog is a high-performance syslog daemon that serves as the default system logging service on most major Linux distributions including RHEL, CentOS, Ubuntu, Debian, and SUSE.

License: GPL-3.0-only (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

SigNoz

SigNoz is an open-source, OpenTelemetry-native observability platform that provides logs, metrics, and traces in a unified interface.

License: AGPL-3.0-only (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

Splunk

Splunk is a market-leading enterprise log management, search, and security analytics platform, using its SPL query language for analysis, alerting, and SIEM, available self-hosted or as Splunk Cloud.

License: Proprietary (proprietary) · Kind: web · Deploy: native · SSO: none

Website

Sumo Logic

Sumo Logic is a cloud-native machine data analytics platform that provides log management, security analytics, and observability.

License: Proprietary (proprietary) · Kind: web · Deploy: saas · SSO: OIDC

Website

syslog-ng

syslog-ng is a high-performance syslog daemon and log management tool that extends traditional syslog with reliable transport, flexible filtering, content-based routing, and structured logging support.

License: GPL-3.0-only (OSS) · Kind: web · Deploy: native · SSO: none

Website · Source

Vector

Vector is a high-performance observability data pipeline built in Rust by Datadog. It can collect, transform, and route logs, metrics, and traces from any source to any destination.

License: Apache-2.0 (OSS) · Kind: web · Deploy: native, docker · SSO: none

Website · Source

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