Paying too much for Managing your Loki Cluster?

Full-text search, AI-native debugging, and predictable pricing — no query limits, no LogQL.

Oodle can help you if

  • Your Grafana Cloud Loki bill is growing faster than your log volume
  • Query performance degrades during incidents when you need it most
  • You need full-text search but Loki's label model is limiting
  • You want AI-native debugging without learning LogQL

Oodle is probably not for you if

  • You don't want to reduce your costs
  • You are happy with the performance of your Loki cluster
  • You don't need AI-native debugging capabilities

Cureskin
HappyPath
Wisdom AI
Fuel
Lookout
Zaggle
CureFit
Fello
Distacart
Workorb
Effective AI
different.ai
Bedrockdata
Cureskin
HappyPath
Wisdom AI
Fuel
Lookout
Zaggle
CureFit
Fello
Distacart
Workorb
Effective AI
different.ai
Bedrockdata
Cureskin
HappyPath
Wisdom AI
Fuel
Lookout
Zaggle
CureFit
Fello
Distacart
Workorb
Effective AI
different.ai
Bedrockdata

Trusted by startups, unicorns and public companies

Scroll

What engineers are actually saying about Grafana Cloud Loki

Real feedback from Hacker News, GitHub issues, and engineering blogs.

1

Expensive Log Ingestion & Hidden Costs

Grafana Cloud charges $0.50/GB for log ingestion plus $0.10/GB/month for retention. At scale, costs balloon — and that's before you add user seats and query read charges.

"Grafana Cloud is a great product but the pricing scheme really scared me away. With 10 physical servers and standard metrics setup, Grafana Cloud costs ~$728/month versus ~$300/month for AWS managed Prometheus."

Hacker News
2

No Full-Text Search & Slow Queries

Loki scans all log chunks for every query. No full-text indexing means searching for a trace ID across days of data is painfully slow — even in Grafana Cloud.

"It is very slow on 'needle in the haystack' queries such as 'search for logs containing some rarely seen trace_id', since it needs to read, unpack and scan all the logs at object storage."

Hacker News
3

Query Timeouts & Degraded Performance Under Load

Even in Grafana Cloud, Loki queries time out on wide time ranges. High-cardinality labels explode RAM, and "context deadline exceeded" errors are a regular occurrence.

"Loki cannot process raw logs and build graphs in more than 30 minutes, maximum 1 hour, and even then, some of the visualizations do not load."

RTFM.co.ua (Migration Blog)
4

LogQL Lock-in & Poor Developer Experience

LogQL is unintuitive, dashboards and alerts are tied to Grafana, and there's no AI-powered debugging. Engineers spend more time writing queries than solving problems.

"Loki query language is the most inconvenient language for logs I've seen: it can't calculate multiple stats in a single query, its syntax for aggregate functions is unintuitive, it requires putting an annoying "|=" separator between search terms."

Hacker News

Additional reported issues

Structured metadata is experimental and half-baked
Query acceleration requires specific LogQL patterns
Context deadline exceeded errors on wide time ranges
High-cardinality labels cause memory spikes and query failures
Per-user seat pricing adds up for large teams
Adaptive Logs requires constant tuning to reduce costs

Oodle: Built for logs at any scale

S3-based architecture from the team behind Amazon S3, DynamoDB, Rubrik, and Snowflake

Up to 3×
Cost Reduction
Zero
Query Limits
15 min
Setup Time

Why engineers switch to Oodle

Modern observability without query limits or pricing surprises

Predictable, transparent pricing

  • Simple per-GB pricing — no per-series penalties or seat charges
  • No fair-use query limits — search as much as you need
  • No surprise cardinality bills from Kubernetes defaults
  • Sub-linear pricing as you scale — costs grow slower than data

Know your bill before it arrives. No surprises, no gotchas.

True full-text search at any scale

  • Full-text indexing across all log fields — not just labels
  • Search for trace IDs, user IDs, or error messages in seconds
  • Query across days or weeks without timeouts or rate limits

Find the needle in the haystack in seconds, not minutes

AI-native debugging

  • Ask questions in plain English — no LogQL to learn or master
  • AI assistant available in UI, Slack, Cursor, and Claude Code
  • Automated root cause analysis across logs, metrics, and traces
  • Debug incidents faster by letting AI validate your hypothesis

Debug in minutes, not hours. AI does the heavy lifting.

No vendor lock-in

  • Keep your existing log shippers — Alloy, Vector, Fluent Bit, OTel
  • OpenSearch-compatible query API — no proprietary query language
  • Export your data anytime with standard APIs
  • No ecosystem tax — use any visualization or alerting tool

Your data, your choice. Switch in or out freely.

Up to 3× lower cost than Grafana Cloud Loki

See how your current Grafana Cloud costs compare with Oodle's simple pricing.

Daily Log Volume
GB
Retention
days

Total Cost of Ownership

42% savings vs Grafana Labs
Grafana Labs

Grafana Labs

Grafana Cloud

$7,775/mo
Oodle

Oodle

Fully managed

$4,500/mo
View Cost Breakdown

*Assumptions: 30d retention. Oodle pricing is usage-based with no minimum commitment.

Grafana Cloud pricing adds up fast — log ingestion, query volume, active series, user seats, and Kubernetes monitoring are all billed separately. Oodle keeps it simple: per-GB pricing with no per-user or per-query charges.

Get started in minutes

Keep your existing log shippers. Just add Oodle as a second output — or replace Grafana Cloud Loki entirely.

Your existing instrumentation works out of the box with Oodle.

Dual-Ship Migration

Keep sending data to Grafana Cloud Loki while shipping to Oodle in parallel. Cut over when ready — zero downtime.

Dual-ship migration: log shippers send data to both Grafana Cloud Loki and Oodle simultaneously

Migrate in Under a Week

Keep shipping logs to Grafana Cloud while you verify Oodle. Zero data loss, zero downtime.

How to Switch

1

Configure Dual-Ship

15 mins

Add Oodle as a second output in your Grafana Alloy, Vector, Fluent Bit, or OTel Collector config. Logs flow to both Grafana Cloud and Oodle in parallel.

View docs
2

Verify & Compare

1-3 days

Use Oodle's UI alongside Grafana Cloud. Verify log completeness, search speed, and compare query experience side-by-side.

3

Cutover

15 mins

Remove Grafana Cloud Loki output from your shipper config. Cancel your Grafana Cloud Logs subscription.

Who is Switching

Cure.fit
Switching to Oodle has been remarkable — dashboards load much faster. It took less than 6 hours to achieve 4x cost reduction.

Kunal Khandelwal

Platform Engineering Lead, Cure.fit

Switched fromAmazon CloudWatchCloudWatch
Previously using:GrafanaGrafanaGrafana LabsGrafana LabsOpenSearchOpenSearchSplunkSplunkAmazon CloudWatchCloudWatch
Full-text search from day one
No query limits or metering
AI-native debugging included

Proven at enterprise scale

20 TB/day
Log Volume
10+
Integrations
< 1 week
Full Migration

What changes when you switch

From query limits and pricing surprises to observability freedom

Before
With Oodle
Query timeouts and "context deadline exceeded" on wide ranges
Fast queries over any time range — no timeouts, no limits
Scanning all chunks for a single trace ID across days
Full-text search across all fields in seconds
Writing complex LogQL with |= separators and JSON hacks
Plain English queries or intuitive visual query builder
Surprise bills from cardinality spikes and query overages
Predictable per-GB pricing with no hidden charges
Manually debugging across 10 Grafana tabs and LogQL queries
AI assistant finds the root cause for you

Capabilities Grafana Cloud Loki doesn't have

Oodle isn't just a replacement — it's an upgrade with capabilities built for modern observability.

AI-Native Debugging

  • Ask questions in plain English, get answers instantly
  • AI-powered root cause analysis across logs, metrics, and traces
  • Native Cursor, Claude Code, and MCP integration

No Query Timeouts or Rate Limits

  • Fast queries across any time range — no "context deadline exceeded"
  • No rate limiting during incidents when you need logs most
  • High-cardinality fields indexed natively.

True Full-Text Search

  • Search any field without label restrictions or LogQL syntax
  • High-cardinality fields work natively
  • Fast search over days or weeks, not just minutes

Enterprise-ready from day one

Security and compliance built without compromise

SOC2 Type IIGDPRISO 27001
SOC 2 Type II certified
GDPR compliant
ISO 27001 certified
99.9% uptime SLA
SSO/SAML support
Role-based access control
Data encryption at rest and in transit
Single-tenant deployment available

Ready to leave Grafana Cloud Loki behind?

Go live in 15 minutes. Full-text search. No query limits.

Up to 3×
Cost Reduction
Zero
Query Limits
15 min
Setup Time