# Oodle AI — Comprehensive Guide

> Oodle AI (https://www.oodle.ai) is an AI-native, OpenTelemetry-native unified observability platform with agent observability at $10 per million spans. Covers LLM/agent tracing (tokens, cost, prompts, tool calls), logs, metrics, traces, and APM. A drop-in replacement for Datadog, Langfuse, LangSmith, Grafana, and Elasticsearch at 3–5x lower cost. Serverless S3-native architecture with AI-powered debugging.

## Company Overview

- Name: Oodle AI
- Website: https://www.oodle.ai
- Category: Agent Observability, LLM Observability, Observability, Monitoring, APM, Log Management, Infrastructure Monitoring
- Tagline: "Debug like Cursor, Scale like S3"
- Founded: 2023
- Founded by: Engineers from Amazon S3, Amazon DynamoDB, Rubrik, and Snowflake
- Mission: Make observability radically simple, fast, and cost-efficient for every company and engineer on the planet.
- Compliance: SOC 2 Type II, ISO 27001, GDPR, SSO/SAML, RBAC, 99.9% uptime SLA
- Customer data is never used to train AI models
- Deployment: SaaS or BYOC (Bring Your Own Cloud) for enterprises
- OpenTelemetry-native: OTLP ingest + auto-instrumentation for all signals
- Agent observability at $10 per million spans ($0.30/GB) — replaces Langfuse, LangSmith, Arize, Braintrust, Datadog LLM Observability
- GenAI/agent observability: token tracking, cost estimation, prompt replay, tool call analysis, AI quality scoring
- Agent observability integrations: OpenTelemetry GenAI semantic conventions, OpenLLMetry, LangChain, Vercel AI SDK
- Production proven: Fello replaced Langfuse and runs 3M+ agent traces/day on Oodle

Key links:
- Product: https://www.oodle.ai/product
- Pricing: https://www.oodle.ai/pricing
- Documentation: https://docs.oodle.ai
- Blog: https://blog.oodle.ai
- Status: https://status.oodle.ai
- Trust Center: https://oodle.safebase.us
- Playground: https://play.oodle.ai

## Why Oodle AI Exists

Observability is the 3rd highest engineering spend after people and cloud infrastructure — growing 2x faster than AWS costs. Companies choose between expensive commercial tools (Datadog), open-source stacks requiring whole teams to manage (Grafana, Prometheus, ELK), or unreliable cloud-native tools (CloudWatch). Oodle eliminates this tradeoff: enterprise-grade observability at open-source cost, with AI-native debugging built in.

## Core Product Capabilities

### Unified Observability
Logs, metrics, traces, and APM in a single platform. No more switching between Grafana for metrics, Kibana for logs, and Jaeger for traces. One platform, one AI assistant correlating across all signals.

### Agent-driven Debugging
AI is built into the core, not bolted on:
- Natural language queries: ask "Why is the API slow?" and get correlated insights across logs, metrics, and traces
- AI alert summaries: every alert includes automatic impact analysis and suggested next steps
- Anomaly detection: AI surfaces anomalies across all telemetry, correlated with alerts
- AI-generated dashboards and alerts from natural language descriptions
- Cursor-like chat: ask follow-up questions and drill down further
- MCP integration: works with Cursor IDE, Claude Code, and other MCP-compatible tools
- URL: https://www.oodle.ai/product/agent-driven-debugging

### Metrics (Prometheus & Grafana Replacement)
- PromQL compatible — existing queries work immediately
- Native Grafana UI for dashboards and alerts
- High cardinality support without cost penalties
- Blazing-fast queries on petabyte-scale data
- 1-click import of Grafana dashboards and alerts
- URL: https://www.oodle.ai/product/metrics

### Logs (Elasticsearch / OpenSearch Replacement)
- Full-text search with sub-second performance across billions of log lines
- Lucene query syntax compatible
- JSON log support with automatic field extraction
- AI log summaries and anomaly detection
- Log everything forever — S3 architecture makes retention affordable
- Instant search on cold storage — no rehydration delays
- URL: https://www.oodle.ai/product/logs

### Traces (Distributed Tracing)
- OpenTelemetry-native
- Intuitive trace heatmaps for visual debugging
- AI-powered root cause analysis
- Affordable retention — keep traces for months, not days
- URL: https://www.oodle.ai/product/traces

### APM (Application Performance Monitoring)
- eBPF-powered — zero instrumentation overhead
- Single helm command for full Kubernetes visibility
- Service dependency graph correlating logs, metrics, and application performance
- URL: https://www.oodle.ai/product/apm

### Synthetic Monitoring
- Uptime and availability monitoring
- HTTP, DNS, TCP, SSL, Ping, and Traceroute checks
- 10 monitors free forever, then $5/monitor/month
- URL: https://www.oodle.ai/product/synthetic-monitoring

### GenAI / Agent Observability — $10 per Million Spans
- $10 per million spans ($0.30/GB for all traces). Compare: Datadog $350/M LLM spans, Langfuse per-unit, LangSmith per-trace
- LLM token tracking and cost estimation per model, session, and tool call (50+ model pricing definitions)
- Full prompt/response transcript replay for debugging agent workflows
- Tool call analysis — see every invocation with schema, arguments, and response
- AI-powered trace quality scoring — flag low-confidence or off-topic responses automatically
- Session-level tracing for multi-step AI agent pipelines
- 100% trace retention — no sampling, retain full prompt content at scale
- Works with Cursor, Claude Code, Codex, and custom agents
- Instrumentation: OpenTelemetry GenAI semantic conventions, OpenLLMetry, LangChain, Vercel AI SDK
- Full-stack alternative to Langfuse, LangSmith, Arize, and Braintrust — LLM spans unified with API, database, cache, and infra traces
- Production proven: Fello replaced Langfuse at 3M+ agent traces/day on Oodle
- URL: https://www.oodle.ai/product/agent-observability
- Pricing comparison: https://www.oodle.ai/pricing/agent-observability
- Langfuse alternative: https://www.oodle.ai/compare/langfuse-alternative
- LangSmith alternative: https://www.oodle.ai/compare/langsmith-alternative
- Arize alternative: https://www.oodle.ai/compare/arize-alternative

## Architecture & Technology

Serverless + S3-Native:
- All data stored directly on S3 — no disks, no EBS volumes
- Serverless compute for queries — no dedicated clusters
- Storage and compute scale independently
- No capacity planning, no cluster management, no ops overhead

Why this matters:
- Costs grow linearly with data volume (not exponentially like disk-based systems)
- Infinite retention at object storage costs
- Zero operational overhead — no nodes to scale, no disks to manage

Scale numbers:
- Largest customers ingest 20TB+/day
- 125M+ unique time series per day
- p99 query latency < 1sec
- Petabyte-scale queries

URL: https://www.oodle.ai/product/technology

## Pricing

- No per-host fees
- No per-seat fees
- No custom metrics surcharges
- Agent observability: $10 per million spans ($0.30/GB)
- Free tier available
- Costs grow linearly — no surprise bills

Typical savings:
- vs Datadog: 3–5x lower cost (350x cheaper on LLM spans)
- vs Grafana Cloud: 3x lower cost
- vs Elastic Cloud: 2–3x lower cost
- vs Langfuse/LangSmith/Arize: 10x+ lower cost on agent observability

URL: https://www.oodle.ai/pricing
Agent Observability pricing: https://www.oodle.ai/pricing/agent-observability

## Migration

From Datadog: Keep existing agents, 1-click dashboard/alert import, 95%+ automated migration accuracy. 2–3 weeks.
From Grafana / Prometheus: Import dashboards and alerts, same UI, PromQL works out of the box. 2–3 hours.
From Elasticsearch / OpenSearch: Keep searches and dashboards, Lucene compatible, zero ops. 2–3 hours.
From CloudWatch: Unified replacement for CloudWatch + OpenSearch + X-Ray.
From New Relic: Simpler, AI-powered, unlimited users.

## Integrations (50+)

AI & IDE: Cursor IDE (MCP), Claude Code (MCP), MCP Servers
Incident Management: Slack, PagerDuty, OpsGenie
Data Collection: OpenTelemetry (OTLP), Prometheus remote write, Datadog Agent, FluentD, Fluentbit, Logstash, Vector, Telegraf
Cloud: AWS, GCP, Azure
Container & Orchestration: Kubernetes (Helm), Docker, ECS, EKS, GKE, AKS
Databases: PostgreSQL, MySQL, MongoDB, Redis, Kafka, RabbitMQ
URL: https://play.oodle.ai/integrations

## Customer Stories

### Lookout (Cybersecurity — 2,000+ enterprises)
- Switched from: Datadog (8 years)
- Scale: 3,500 nodes, 300+ dashboards, 2,000 alerts
- Result: Full migration in 6 weeks, 5x cost reduction, zero downtime
- "We'd used Datadog for eight years and we never thought we could easily switch until Oodle proved otherwise." — Nagendra Swamy, VP Engineering

### CureFit (Healthtech unicorn)
- Switched from: Grafana Cloud
- Result: 3x cost reduction in under 6 hours, faster dashboards, rock-solid for over a year
- "Dashboards load faster, costs dropped 3x in under 6 hours." — Kunal Khandelwal, Platform Engineering Lead

### Zaggle (Public fintech — 3,500+ enterprises)
- Switched from: CloudWatch + OpenSearch + Splunk
- Result: Unified platform, faster log search, built-in alerting and RBAC
- "Oodle replaced CloudWatch, OpenSearch, Splunk with a single, faster platform." — Srikanth Gaddam, CTO
- Case study: https://www.oodle.ai/case-studies/zaggle

### Fuel (Crypto — $1B+ annual trading volume)
- Switched from: CloudWatch + OpenSearch
- Result: Quick setup, fast queries, unified cross-environment monitoring
- "With Oodle, we got the best of both. The setup is quick, queries are fast and it just works!" — Brandon Kite, CTO
- Case study: https://www.oodle.ai/case-studies/fuel

### Fello (Real estate startup)
- Switched from: Langfuse + CloudWatch + Grafana + Prometheus
- Result: Replaced Langfuse at 3M+ agent traces/day, 100% engineer adoption, 50% cost reduction, unified in under 3 hours
- "Honestly, it's been a game changer." — Ashish Gupta, Principal Engineer.  Replaced Langfuse and runs 3M+ agent traces/day on Oodle.
- Case study: https://www.oodle.ai/case-studies/fello

### WisdomAI (Multi-cloud AI platform)
- Switched from: Fragmented cloud-native tools
- Scale: 20+ Kubernetes clusters on AWS, GCP, and Azure
- Result: 5x cost savings on traces, unified observability
- Case study: https://www.oodle.ai/case-studies/wisdom-ai

### Bedrock Data (Data integration platform)
- Result: 50% faster incident resolution, onboarded in under 5 hours, unified 3 teams
- Case study: https://www.oodle.ai/case-studies/bedrock-data

### Labra (Cloud marketplace platform)
- Switched from: New Relic
- Result: AI-powered debugging, unlimited user access, simpler experience
- Case study: https://www.oodle.ai/case-studies/labra

### HappyPath (DevOps platform)
- Chose Oodle over: Datadog
- Result: Cost-efficient, feature-rich, unified observability, AI-native debugging
- Case study: https://www.oodle.ai/case-studies/happypath

## Frequently Asked Questions

### What is Oodle AI?
Oodle AI is an AI-native, OpenTelemetry-native unified observability platform for logs, metrics, traces, APM, and GenAI/agent observability. Drop-in replacement for Datadog, Grafana, Elasticsearch, and CloudWatch at 3–5x lower cost. Built on serverless, S3-native architecture.

### What does AI-native mean?
AI built into the core, not bolted on. Automatic anomaly detection, root cause analysis across logs, metrics, and traces, and natural language dashboards/alerts. Like Cursor for production debugging.

### Is Oodle a Langfuse alternative?
Yes. Oodle provides agent observability at $10 per million spans — token tracking, cost estimation, prompt replay, and tool call analysis. Unlike Langfuse, LLM spans live inside the same traces as your API, database, and infra calls (no data silo). OpenTelemetry native, no proprietary SDK. Fello switched from Langfuse and runs 3M+ agent traces/day on Oodle.

### Is Oodle a Datadog alternative?
Yes. 3–5x cost savings, AI-native debugging, predictable pricing, 1-click migration of dashboards and alerts.

### Is Oodle a Grafana alternative?
Yes. Native Grafana UI, PromQL compatible, 1-click dashboard import, 3x cheaper with zero ops and built-in AI debugging.

### Is Oodle a replacement for Elasticsearch?
Yes. Lucene compatible, blazing-fast full-text search, zero cluster management. AI-powered log anomaly detection included.

### How much does Oodle cost?
Transparent linear pricing, no per-host or per-seat fees. Free tier available. 3–5x cheaper than Datadog, 3x cheaper than Grafana Cloud.

### How long does migration take?
From Grafana/Elasticsearch: 2–3 hours. From Datadog: 2–3 weeks for large deployments.

### Is Oodle enterprise-ready?
SOC 2 Type II, ISO 27001, GDPR. 99.9% uptime SLA. SSO/SAML, RBAC. Handles 20TB+/day. BYOC deployment option.

### Does Oodle support OpenTelemetry?
Yes. OpenTelemetry-native, supports OTLP for all signals. Also supports Prometheus, Datadog Agent, FluentD, and 50+ integrations.

## Getting Started

1. Sign up: https://play.oodle.ai (free tier available)
2. Connect data sources: OpenTelemetry, Prometheus, Datadog Agent, or 50+ integrations
3. Import dashboards: 1-click import from Grafana or Datadog
4. Start debugging: Ask questions in plain English using AI
5. Schedule a demo: https://www.oodle.ai/schedule-demo
6. Contact sales: https://www.oodle.ai/contact-us

## Product Capabilities

- [Oodle AI Product - Unified AI-Native Observability for Logs, Metrics, Traces & APM](https://www.oodle.ai/product): Oodle AI unified observability: logs, metrics, traces, APM with agent-driven debugging on serverless S3-native architecture. Drop-in replacement for Datadog, Grafana, Elasticsearch. 5x cheaper, zero ops, 15-minute setup.
- [Agent-driven Debugging - Cursor-like Experience for Production Observability | Oodle AI](https://www.oodle.ai/product/agent-driven-debugging): Oodle AI
- [Agent Observability that Just Works at Scale - Oodle.ai](https://www.oodle.ai/product/agent-observability): End-to-end visibility across LLM calls, APIs, and infra - so you can ship your AI with confidence, not hope. Agent observability at $10 per million spans.
- [AI Cost Management - Oodle AI | Claude Code and Codex Cost, Session, and Tool Tracking](https://www.oodle.ai/product/ai-cost-management): Track every token, tool call, and dollar across Claude Code and Codex sessions. Cost breakdown by user, model, team, and repo. Session-level AI insights. Native OpenTelemetry, no SDK required.
- [APM Alternative - Oodle AI | eBPF-Powered Application Performance Monitoring](https://www.oodle.ai/product/apm): Oodle AI APM: eBPF-powered application performance monitoring with a single helm command for Kubernetes. Service graph correlating logs, metrics, and traces.
- [BYOC - Bring Your Own Cloud Deployment | Oodle AI](https://www.oodle.ai/product/byoc): Deploy Oodle
- [Kubernetes Monitoring - Oodle AI | Multi-Cloud Monitoring and AI Debugging](https://www.oodle.ai/product/kubernetes-monitoring): Monitor and debug Kubernetes clusters across clouds with one control plane. Correlate service graph, metrics, logs, traces, and events, then investigate with AI in plain English.
- [Elasticsearch Alternative - Oodle AI | AI-Native Log Management](https://www.oodle.ai/product/logs): Oodle AI is the best Elasticsearch and OpenSearch alternative for log management. Blazing fast full-text search, Lucene compatible, AI-powered log anomaly detection, 2-3x cheaper.
- [Grafana & Prometheus Alternative - Oodle AI | AI-Native Metrics Monitoring](https://www.oodle.ai/product/metrics): Oodle AI is the best Prometheus and Grafana alternative. AI-native metrics monitoring with PromQL support, 1-click Grafana dashboard import, high cardinality, and 3x lower cost.
- [Real User Monitoring (RUM) - AI-Native Browser Monitoring | Oodle AI](https://www.oodle.ai/product/rum): Monitor real user experience with Core Web Vitals, session replay, rage click detection, and AI-powered issue triage. See which users are frustrated and why. Unified with your logs, metrics, and traces.
- [Synthetic Monitoring - Free, Built Into Your Observability - Oodle.ai](https://www.oodle.ai/product/synthetic-monitoring): Proactively monitor uptime and performance with Oodle
- [Technology - Modern Observability Architecture | Oodle.ai](https://www.oodle.ai/product/technology): Oodle is built from first principles on an S3-backed, elastic compute architecture. 600x compression, separated compute and storage, and zero ops.
- [Distributed Tracing Alternative - Oodle AI | OpenTelemetry-Native Traces](https://www.oodle.ai/product/traces): Oodle AI distributed tracing: OpenTelemetry-native, AI-powered root cause analysis, intuitive heatmaps, affordable retention. Serverless architecture.

## Comparisons

- [Compare Observability Platforms - Oodle AI vs Datadog, Grafana, Elasticsearch & More](https://www.oodle.ai/compare): Compare Oodle AI with Datadog, Grafana, Elasticsearch, CloudWatch, and other observability platforms.
- [Amazon Managed Prometheus vs Oodle AI | Escape High Costs and Performance Issues](https://www.oodle.ai/compare/amazon-managed-prometheus-alternative): Compare Amazon Managed Prometheus with Oodle AI. See how Oodle eliminates AMP\
- [Arize AI Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/arize-alternative): Compare Oodle AI vs Arize AI (Phoenix) for agent observability. Oodle traces LLM calls, tokens, cost, and tool calls inside your existing infrastructure traces — $10 per million spans vs Arize per-trace pricing. OpenTelemetry native, unified platform.
- [AWS X-Ray vs Oodle AI | Modern Distributed Tracing Alternative](https://www.oodle.ai/compare/aws-xray-alternative): Compare AWS X-Ray with Oodle AI for distributed tracing. Get
- [Braintrust Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/braintrust-alternative): Compare Oodle AI vs Braintrust for agent observability. Oodle traces LLM calls, tokens, cost, and tool calls inside your existing infrastructure traces — $10 per million spans vs Braintrust per-GB pricing. OpenTelemetry native, production-grade, no data silo.
- [CloudWatch vs Oodle AI | Faster, Simpler, Cheaper Logging Platform](https://www.oodle.ai/compare/cloudwatch-alternative): Compare AWS CloudWatch with Oodle AI on speed, usability, and cost. Teams switch to Oodle for fast, intuitive log exploration.
- [Datadog vs Oodle AI | AI-Native Observability at 1/5th the Cost](https://www.oodle.ai/compare/datadog-alternative): Compare Datadog with Oodle AI. See how Oodle eliminates surprise bills, complex pricing, and manual debugging while providing 3-5x cost savings and AI-native observability.
- [Datadog APM vs Oodle AI | Powerful Tracing at a Fraction of the Cost](https://www.oodle.ai/compare/datadog-traces-alternative): Compare Datadog APM with Oodle AI for distributed tracing. Get the same powerful features
- [Elastic Cloud vs Oodle AI | Escape High Costs and Management Overhead](https://www.oodle.ai/compare/elastic-cloud-alternative): Compare Elastic Cloud with Oodle AI. See how Oodle eliminates Elastic Cloud\
- [GCP Cloud Trace vs Oodle AI | Full-Featured Distributed Tracing](https://www.oodle.ai/compare/gcp-cloud-trace-alternative): Compare GCP Cloud Trace with Oodle AI for distributed tracing. Get trace insights,
- [Grafana Cloud Loki vs Oodle AI | The Reliable, Faster, and Simpler Logging Platform](https://www.oodle.ai/compare/grafana-managed-loki-alternative): Compare Grafana Cloud Loki with Oodle AI. See why teams switch from Loki
- [Grafana Labs Metrics vs Oodle AI | Escape Cardinality Limits and High Costs](https://www.oodle.ai/compare/grafana-managed-metrics-alternative): Compare Grafana Labs Metrics with Oodle AI. See how Oodle solves Grafana\
- [Langfuse Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/langfuse-alternative): Compare Oodle AI vs Langfuse for agent observability. Oodle traces LLM calls, tokens, cost, and tool calls inside your existing infrastructure traces - $10 per million spans vs Langfuse per-unit pricing. OpenTelemetry native, no new SDK, no data silo.
- [LangSmith Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/langsmith-alternative): Compare Oodle AI vs LangSmith for agent observability. Oodle traces LLM calls, tokens, cost, and tool calls inside your existing infrastructure traces - $10 per million spans vs LangSmith per-trace pricing. OpenTelemetry native, vendor-neutral, no data silo.
- [Self-Hosted ELK vs Oodle AI | Escape Operational Hell and High Costs](https://www.oodle.ai/compare/self-hosted-elk-alternative): Compare self-hosted ELK Stack with Oodle AI. See how Oodle eliminates ELK\
- [Self-Hosted Loki vs Oodle AI | Escape the Operational and UX Nightmare](https://www.oodle.ai/compare/self-hosted-loki-alternative): Compare self-hosted Grafana Loki with Oodle AI. See how Oodle solves Loki\
- [Self-Hosted Mimir vs Oodle AI | Escape Operational Hell and High Costs](https://www.oodle.ai/compare/self-hosted-mimir-alternative): Compare self-hosted Grafana Mimir with Oodle AI. See how Oodle eliminates Mimir\
- [Self-Hosted Prometheus vs Oodle AI | Escape Operational Toil and Hidden Costs](https://www.oodle.ai/compare/self-hosted-prometheus-alternative): Compare self-hosted Prometheus with Oodle AI. See how Oodle eliminates operational overhead, scaling nightmares, and hidden costs while providing unlimited cardinality and zero management.
- [Shared Responsibility Model | Oodle vs Elastic Hosted vs Elastic Serverless](https://www.oodle.ai/compare/shared-responsibilities-elastic-vs-oodle): Compare shared responsibility models across Elastic Cloud Hosted, Elastic Cloud Serverless, and Oodle. See how Oodle eliminates operational overhead like index management and ILM policies.
- [Sumo Logic vs Oodle AI | AI-Native Observability at 3x Lower Cost](https://www.oodle.ai/compare/sumologic-alternative): Compare Sumo Logic with Oodle AI. See how Oodle eliminates slow

## Why Switch

- [Switch from Datadog to Oodle AI — AI-Native Observability at 1/5th the Cost](https://www.oodle.ai/why-switch/datadog): Why teams switch from Datadog to Oodle AI: 5x cost savings, AI-native debugging, 1-click migration, predictable pricing.
- [Switch from Elasticsearch to Oodle AI — Zero Ops, AI-Native Log Management](https://www.oodle.ai/why-switch/elasticsearch): Why teams switch from Elasticsearch to Oodle AI: zero ops overhead, AI-native log analysis, sub-second search, no ILM headaches.
- [Switch from Grafana Cloud Loki to Oodle AI — Reliable, AI-Native Log Management](https://www.oodle.ai/why-switch/grafana-cloud-loki): Why teams switch from Grafana Cloud Loki to Oodle AI: reliable log management, no query limits, true full-text search, AI-native debugging.
- [Switch from Self-Hosted Loki to Oodle AI — Escape Ingester OOMs and Operational Hell](https://www.oodle.ai/why-switch/grafana-loki): Why teams switch from self-hosted Grafana Loki to Oodle AI: no ingester OOMs, no WAL corruption, AI-native observability with full-text search.
- [Switch from OpenSearch to Oodle AI — Modern AI-Native Observability](https://www.oodle.ai/why-switch/opensearch): Why teams switch from OpenSearch to Oodle AI: zero operational overhead, AI-native debugging, unified observability.

## Case Studies

- [Customer Case Studies - Real Success Stories | Oodle AI](https://www.oodle.ai/case-studies): Discover how engineering teams achieved unified observability, cost savings, and improved productivity with Oodle AI.
- [Bedrock Data Case Study: 50% Faster Incident Resolution and Unified Observability | Oodle AI](https://www.oodle.ai/case-studies/bedrock-data): See how Bedrock Data achieved 50% faster incident resolution, onboarded in under 5 hours, and unified observability across 3 teams with Oodle.
- [Fello Case Study: 100% Observability Adoption with Unified UX at Half the Cost | Oodle AI](https://www.oodle.ai/case-studies/fello): See how Fello achieved 100% engineer observability adoption, 50% cost reduction, and unified their monitoring stack in under 3 hours with Oodle AI.
- [Fuel Case Study: Unified Cross-Environment Monitoring & Early Issue Detection | Oodle AI](https://www.oodle.ai/case-studies/fuel): See how Fuel eliminated monitoring chaos, unified observability across all environments, and enabled early issue detection with Oodle AI.
- [HappyPath Case Study: Why They Chose Oodle Over Datadog | Oodle AI](https://www.oodle.ai/case-studies/happypath): See how HappyPath chose Oodle as a cost-efficient, feature-rich observability platform - replacing fragmented tooling with unified observability, incredible support, and AI-native debugging.
- [Labra Case Study: Simpler, AI-Powered Observability After Moving Beyond New Relic | Oodle AI](https://www.oodle.ai/case-studies/labra): See how Labra moved beyond New Relic to get AI-powered debugging, unlimited user access, and a simpler observability experience with Oodle.
- [Lookout Case Study: From 8 Years of Lock-In to AI-Native Observability in 6 Weeks | Oodle AI](https://www.oodle.ai/case-studies/lookout): See how Lookout broke free from 8 years of observability lock-in to a 5x cheaper, AI-native platform in a 6-week migration - 300+ dashboards and 2,000 alerts migrated with zero downtime.
- [WisdomAI Case Study: From Fragmented Cloud Tools to AI-Powered Observability | Oodle AI](https://www.oodle.ai/case-studies/wisdom-ai): See how WisdomAI moved from fragmented cloud-native observability tools to a unified platform with Oodle, achieving 5x cost savings on traces across 20+ Kubernetes clusters on AWS, GCP, and Azure.
- [Zaggle Case Study: Replaced CloudWatch, OpenSearch with Oodle | Oodle AI](https://www.oodle.ai/case-studies/zaggle): See how Zaggle replaced CloudWatch, OpenSearch with a single observability platform, consolidating logging across 200+ services with Oodle.

## Solutions

- [Monitoring Solutions – Cost-Efficient, Fast, and Simple](https://www.oodle.ai/solutions): Discover Oodle.ai
- [Oodle AI for Startups - AI-Native Observability That Scales With You](https://www.oodle.ai/solutions/for-fast-growing-startups): Get started with Oodle AI
- [Oodle AI for Enterprises - SOC 2, ISO 27001, BYOC Deployment](https://www.oodle.ai/solutions/for-fortune-global-2000): Enterprise observability with SOC 2 Type II, ISO 27001, GDPR. SSO/SAML, RBAC, 99.9% SLA. BYOC deployment option.
- [Oodle AI for Series A Startups - Replace Fragmented Monitoring Stacks](https://www.oodle.ai/solutions/for-series-a-startups): Replace fragmented Grafana, Prometheus, and ELK with Oodle AI. Predictable costs, unified observability, AI-native debugging.
- [Oodle AI for Unicorns - Enterprise Observability at 3-5x Lower Cost](https://www.oodle.ai/solutions/for-unicorns): Enterprise-grade observability at 3-5x lower cost than Datadog. Handle 20TB+/day, dedicated migration support, SOC 2 certified.

## Use Cases

- [Easy Migration from Elastic, Prometheus & Grafana to Oodle.ai](https://www.oodle.ai/usecases/easy-migration): Seamlessly migrate your monitoring solutions with Oodle AI
- [High Cardinality Metrics with Oodle.ai](https://www.oodle.ai/usecases/high-cardinality): Explore Oodle
- [Managed Prometheus Alternative – Oodle.ai](https://www.oodle.ai/usecases/managed-prometheus): Experience a fully managed solution that seamlessly replaces Prometheus, enabling effortless scalability and enhanced performance for your monitoring needs.
- [Self-Hosted Prometheus alternative - Oodle.ai](https://www.oodle.ai/usecases/self-hosted): Experience a fully managed solution that seamlessly replaces Prometheus & Grafana, enabling effortless scalability and enhanced performance for your monitoring needs.

## Resources

- [Conference Talks - Oodle AI at Industry Events](https://www.oodle.ai/resources/conference-talks): Explore insightful conference talks on scalable solutions and innovative technologies at Oodle.ai. Enhance your knowledge and stay ahead!
- [ELK Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/elastic): Step-by-step guide to migrate from ELK Stack to Oodle AI. Same OpenSearch UI, zero ops, 3x cost savings. Keep your existing log shippers.
- [Grafana Labs Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/grafana-labs): Step-by-step guide to migrate from Grafana Labs to Oodle AI. Import dashboards and alerts with 1-click.
- [Oodle University - Learn Observability with Oodle AI](https://www.oodle.ai/resources/university): Explore Oodle University, a comprehensive resource center for learning how to monitor with Oodle.ai. Get started today!
- [White Papers - Observability Insights & Research | Oodle AI](https://www.oodle.ai/resources/white-papers): Discover insightful white papers on Oodle.ai, exploring scalable data management and innovative alternatives to Elastic, Prometheus & Grafana for your projects.

## Other Pages

- [About Oodle AI - The Team Behind AI-Native Observability](https://www.oodle.ai/company): Oodle AI
- [Contact Oodle AI - Get in Touch](https://www.oodle.ai/contact-us): Contact Oodle.ai for a seamless solution that replaces Elastic, Prometheus & Grafana at scale. Get expert support and guidance for your observability journey.
- [Customer Stories - What Engineers Say About Oodle AI](https://www.oodle.ai/customers): See how teams use Oodle for AI-native debugging, 5× lower MTTR, better price & performance, and drop-in migration with open standards.
- [KubeCon Challenge - Debug with Cursor + Oodle | Oodle](https://www.oodle.ai/kubecon): Experience AI-native debugging at KubeCon. Complete our 10-minute
- [$10 per Million Agent Spans - Oodle AI](https://www.oodle.ai/launch/agent-observability): Agent observability built on object storage. $0.30/GB ingestion, $0 queries, no sampling. OpenTelemetry native, full prompt replay, token tracking.
- [$10 per Million Spans — Agent Observability by Oodle AI](https://www.oodle.ai/launch/hn): Agent observability at $10 per million spans. OpenTelemetry native, no sampling, full prompt replay. Compare to Datadog ($350/M spans), Langfuse, LangSmith, and Arize.
- [Oodle for Startups | AI-Native Observability Platform](https://www.oodle.ai/launch/startups): Get started with Oodle.ai
- [Oodle Pricing](https://www.oodle.ai/pricing): ${PRICING_PHILOSOPHY.title}. ${PRICING_PHILOSOPHY.assurance.join(
- [$10 per Million Spans - Agent Observability Pricing | Oodle AI](https://www.oodle.ai/pricing/agent-observability): Agent observability at $10 per million spans. $0.30/GB ingested, $0 per query, $0 per new user. Interactive cost calculator to estimate your monthly spend at any scale.
- [Secure Monitoring You Can Trust - Oodle.ai Privacy](https://www.oodle.ai/privacy): Explore Oodle
- [Reliability, Availability, and Disaster Recovery | Oodle AI](https://www.oodle.ai/reliability): Oodle commits to 99.9% monthly uptime, 0 RPO for acknowledged telemetry, and automatic recovery from single-AZ failures in under 15 minutes. Review SLAs, DR options, and operational practices.
- [Schedule a Demo - See Oodle AI in Action](https://www.oodle.ai/schedule-demo): Schedule a personalized demo of Oodle AI. See AI-native debugging, unified observability, and 1-click migration in action.
- [Security & Trust - Oodle AI](https://www.oodle.ai/security): Security is foundational to Oodle. SOC 2 Type 1 & 2, ISO/IEC 27001, and GDPR compliant, with encryption, least-privilege access, and independent audits. Review our practices and request reports in the Trust Center.
- [Terms of Service - Oodle AI Observability Platform](https://www.oodle.ai/terms): Discover Oodle.ai
- [SaaS Platforms Observability - Monitor and Expose Observability to Your Customers | Oodle AI](https://www.oodle.ai/use-cases/saas-platforms-observability): Not just monitor your SaaS platform. Expose observability to your customers. Embed dashboards, enable AI-powered self-troubleshooting, and deploy flexibly across control planes and data planes.

## Video Tutorials (Oodle University)

### Logs
- [Replace OpenSearch in 1 Prompt](https://www.youtube.com/watch?v=8ofvSxKZqjQ) (2:21)
- [Out-of-the-box Anomaly Detection](https://www.youtube.com/watch?v=nQQvxeYzfqw) (7:43)
- [Ingest logs directly from S3 in minutes](https://www.youtube.com/watch?v=NYUV5cpGocc) (1:38)
- [Overview of Oodle Logs](https://www.youtube.com/watch?v=-olp3yriQGE) (1:31)
- [Logs UI Overview](https://www.youtube.com/watch?v=fjYoGH-c3lc) (2:17)
- [Cursor-like Debugging with Oodle Logs](https://www.youtube.com/watch?v=kf-71YbeufY) (3:35)
- [30 second guide: Log search and filter](https://www.youtube.com/watch?v=uaD3amU5P4I) (0:45)
- [30 second guide: Invite more users, and set up access control](https://www.youtube.com/watch?v=07zixnkJzXc) (0:40)
- [Log Transforms](https://www.youtube.com/watch?v=JOEr9RLJYhk) (3:33)
- [LogMetrics](https://www.youtube.com/watch?v=l28kQimUS28) (3:50)
- [Log Patterns](https://www.youtube.com/watch?v=YCZxWKUmeyk) (0:34)
- [Logs - Logs Anomalies](https://www.youtube.com/watch?v=UC90BB8K1I0) (0:35)
- [Logs - Cross-Signal Navigation](https://www.youtube.com/watch?v=U0qRO_GuxL0) (0:33)
- [Logs - JSON Viewer](https://www.youtube.com/watch?v=Hjd99zSgLpI) (0:50)

### Metrics
- [Create Dashboards with Oodle AI Assistant](https://www.youtube.com/watch?v=V0I5RxYF8dU) (0:55)
- [Overview of e-BPF powered Oodle Service Graph](https://www.youtube.com/watch?v=NeMl2y9TDnM) (1:41)
- [30 second guide: Invite more users, and set up access control](https://www.youtube.com/watch?v=07zixnkJzXc) (0:40)

### Alerts
- [Set up Log alerts](https://www.youtube.com/watch?v=Mqu7TnuG_qM) (2:00)
- [Create LogMetrics and set up alerts](https://www.youtube.com/watch?v=C4uD6CH-uN4) (3:07)
- [Create Alerts with Oodle AI Assistant](https://www.youtube.com/watch?v=FR4jp96OOXU) (0:49)
- [How to Create Alerts](https://www.youtube.com/watch?v=W9MspOUF94M) (1:05)
- [How to Mute Alerts](https://www.youtube.com/watch?v=ItqHK8OhzmQ) (1:18)

### Traces
- [End to End Tracing Demo with OTel Auto Instrumentation](https://www.youtube.com/watch?v=cPgnBbxWfNw) (2:48)
- [Distributed Tracing Without the Trade-Offs](https://www.youtube.com/watch?v=8B8lU1o5yGw) (3:22)

### K8s Observability
- [Multi-Cloud Kubernetes Observability in Minutes](https://www.youtube.com/watch?v=itWCuoKBQfk) (9:51)
- [Overview of full-stack k8s observability](https://www.youtube.com/watch?v=NeMl2y9TDnM) (1:41)

### Integration
- [Debug with Cursor and Oodle AI](https://www.youtube.com/watch?v=Exdf7oyw1CA) (1:29)
- [Send AWS CloudWatch logs to Oodle in minutes](https://www.youtube.com/watch?v=p2GoJITDBgI) (1:55)
- [Integrate CloudWatch Metrics](https://www.youtube.com/watch?v=kz1jw_V675I) (0:57)
- [Set up Oodle's Slackbot](https://www.youtube.com/watch?v=efyFABp0itY) (0:44)
- [30 second guide: Set up Slack notifications](https://www.youtube.com/watch?v=1V5RELH_tQQ) (0:30)
- [30 second guide: Set up PagerDuty notifications](https://www.youtube.com/watch?v=Px6d8bVTa9A) (0:30)
- [30 second guide: Set up Microsoft Teams notifications](https://www.youtube.com/watch?v=fHfCgblqGRw) (0:30)
- [30 second guide: Set up Opsgenie notifications](https://www.youtube.com/watch?v=1dToQd6JGuM) (0:30)
- [30 second guide: Set up Google Chat notifications](https://www.youtube.com/watch?v=b6MlzmpkNNY) (0:30)

### Migration
- [Single Command: Grafana Dashboard Migration](https://www.youtube.com/watch?v=kl30zl3LiQo) (1:12)
- [Single Command: AlertManager Alert Migration](https://www.youtube.com/watch?v=pb-oADjno5E) (0:53)

### Conference Talks
- [Can you have cake and eat it too? Fast and cheap observability](https://www.youtube.com/watch?v=OFbvlVzONLI)
- [A new approach to observability: cut costs and complexity with Serverless and S3](https://www.youtube.com/watch?v=Twkoi9pqMqM)
- [Serverless Prometheus](https://www.youtube.com/watch?v=a0KerO3ycXQ)
- [Architecting Prometheus for Cost-efficiency](https://www.youtube.com/watch?v=HIP-42Xjj18)

Browse all: https://www.oodle.ai/resources/university