Softwr

Log Management · head to head

Loki vs Axiom

Loki logo

Loki

Log Management

Like Prometheus but for Logs

From
Free
Rated
-
Full reviewWebsite
Axiom logo

Axiom

Log Management

Serverless Log Analytics and Observability

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Loki the Grafana Cloud free tier caps log ingestion at 50 GB a month with 14 day retention; Axiom no self-hosted or air-gapped deployment option for compliance-sensitive workloads
  • They diverge on capability: Loki covers Label-based indexing, Axiom covers Serverless architecture.

Where they differ

Only the attributes on which Loki and Axiom actually diverge.

Attributes where Loki and Axiom differ
AttributeLokiAxiom
Pricing modelopen-sourceUnknown
PlatformsWeb, ApiWeb (Chrome, Edge, Firefox, Safari), API
CategoryUnknownLog Management
Founded20142017

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Loki

  • Label-based indexing
  • Real-time log streaming
  • LogQL query language

Only in Axiom

  • Serverless architecture
  • Real-time processing
  • AplLog query language
  • Cost-effective indexing

Both cover

  • Log aggregation
  • API
  • Webhooks
  • REST
  • Web support
  • Api support

What people use each for

The jobs each tool is most often brought in to do.

Loki

  • Aggregating application and infrastructure logs with label based indexingnot Axiom
  • Querying logs alongside metrics in Grafananot Axiom

Axiom

  • Log monitoringnot Loki
  • Application performancenot Loki
  • Security analyticsnot Loki
  • Troubleshootingnot Loki

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Loki

  • The Grafana Cloud free tier caps log ingestion at 50 GB a month with 14 day retention
  • Paid log pricing is split across three separate meters, at $0.050 per GB processed, $0.400 per GB written and $0.100 per GB retained
  • Retaining logs is billed separately from ingesting them, so keeping data costs on an ongoing basis rather than once
  • The Pro plan carries a $19 a month platform fee before any usage charges

Axiom

  • No self-hosted or air-gapped deployment option for compliance-sensitive workloads
  • Vendor lock-in due to APL (Axiom Processing Language) not transferring to other platforms
  • Proprietary storage format limits data portability and external analytics access
  • Complex pricing model with multiple cost dimensions (ingestion, compute, storage) makes budgeting difficult at scale
  • Limited ecosystem integration; does not integrate deeply with existing observability stacks like Grafana for metrics and Jaeger for traces

Pricing, plan by plan

Loki

Free
  • FreeFree
    • Log aggregation
    • Label-based indexing
    • Real-time log streaming

Axiom

Free
  • PersonalFree
    • 500GB/month data loading
    • 10 GB-hours query compute
    • 25GB storage
  • Axiom Cloud$25/month
    • 1TB/month data loading included
    • 100 GB-hours compute included
    • 100GB storage included

Which should you pick?

Choose Loki if

  • You need label-based indexing.
  • You want to start without paying.
  • You work on Web, Api.
  • You also want real-time log streaming.
Loki review

Choose Axiom if

  • You need serverless architecture.
  • You want to start without paying.
  • You work on Web (Chrome, Edge, Firefox, Safari), API.
  • You also want real-time processing.
Axiom review

Questions people ask

Is Loki or Axiom better?
Neither clearly leads. Loki starts at Free and Axiom at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Loki or Axiom?
Loki starts at Free and Axiom at Free.
Does Loki or Axiom run on more platforms?
Loki runs on Web, Api. Axiom runs on Web (Chrome, Edge, Firefox, Safari), API.
Can I use Loki for free?
Both have a free tier, so you can try either at no cost before committing.
What is Loki best used for?
Loki is most often used for aggregating application and infrastructure logs with label based indexing, querying logs alongside metrics in grafana. Of those, aggregating application and infrastructure logs with label based indexing and querying logs alongside metrics in grafana are not what Axiom is typically brought in for.
What can Loki do that Axiom cannot?
Loki covers Label-based indexing, Real-time log streaming, LogQL query language. Axiom covers Serverless architecture, Real-time processing, AplLog query language, Cost-effective indexing. Both handle Log aggregation, API, Webhooks, REST.

Answered from the vendors’ own pages

Axiom: Does Axiom offer a free tier with no time limit?

Yes, Axiom's Personal plan is permanently free and includes 500GB of data ingest per month, 10 GB-hours of query compute, and 25GB storage with 30-day retention. No credit card is required.

Source
Axiom: Can I self-host Axiom or use my own cloud infrastructure?

No, Axiom is cloud-only. There is no self-hosted option, air-gapped deployment, or Bring Your Own Cloud available. The platform is a fully managed service.

Source
Axiom: What is Axiom's query language and does it work with SQL?

Axiom uses APL (Axiom Processing Language), based on Kusto Query Language. It is not standard SQL, and APL skills and queries do not transfer to other platforms, creating vendor lock-in.

Source
Axiom: What integrations does Axiom support for alerting?

Axiom supports pre-built integrations with Slack and PagerDuty, plus custom webhooks. Alerts can be configured via threshold-based, anomaly detection, or match-based monitors.

Source
Axiom: How does Axiom's pricing scale with data volume?

Axiom uses consumption-based pricing with automatic volume discounts. Costs depend on data loading volume, query compute usage (measured in GB-hours), and storage. The Team plan starts at $25/month with included allowances, then overage charges apply per unit with volume-based discounts.

Source
Axiom: What platforms can access Axiom's web interface?

Axiom's web app supports Chrome, Edge, Firefox, and Safari. Mobile access is supported on iOS and Android, but some features like moving dashboard elements are unavailable on mobile.

Source
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