# Honeycomb Docs ## Get Started - [Get Started: Overview](https://docs.honeycomb.io/get-started.md): Instrument your app, send telemetry to Honeycomb, and start debugging with high-cardinality observability. Choose your path and get up and running fast. - [Sign Up for Honeycomb](https://docs.honeycomb.io/get-started/create-account.md): Learn how to create a new Honeycomb account, create a new team, and invite your teammates to Honeycomb. - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) ### Start Building - [Get Started with Honeycomb for Kubernetes](https://docs.honeycomb.io/get-started/start-building/kubernetes.md): Add observability to your Kubernetes cluster and send telemetry to Honeycomb using OpenTelemetry, the Collector, or the OpenTelemetry Operator. - [Sandbox](https://docs.honeycomb.io/get-started/start-building/sandbox.md): Try Honeycomb without sending your own data. The Sandbox gives you a pre-loaded environment to run queries and get familiar with the Honeycomb UI. - [Example Applications](https://docs.honeycomb.io/get-started/start-building/example-applications.md): Try pre-instrumented example applications to get hands-on with Honeycomb tracing before adding instrumentation to your own code. #### Honeycomb for Applications - [Get Started with Honeycomb for Applications](https://docs.honeycomb.io/get-started/start-building/application.md): Send unstructured logs, structured logs, or traces to Honeycomb and start analyzing your application's performance and behavior. - [Get Started with Unstructured Logs](https://docs.honeycomb.io/get-started/start-building/application/unstructured-events.md): Send unstructured logs to Honeycomb and start querying them with high cardinality. Find out how Honeycomb parses unstructured data and which ingestion methods work best. - [Get Started with Structured Logs](https://docs.honeycomb.io/get-started/start-building/application/structured-events.md): Send structured logs and events to Honeycomb and start querying with high cardinality. Find out how Honeycomb treats structured data and the best methods for getting it in. - [Get Started with Traces and Wide Events](https://docs.honeycomb.io/get-started/start-building/application/traces.md): Add instrumentation to your application, send traces and wide events to Honeycomb, and start analyzing performance and behavior across your system. ##### Frontend Observability - [Get Started with Honeycomb for Web](https://docs.honeycomb.io/get-started/start-building/application/web.md): Instrument your web application with the Honeycomb Web Instrumentation package, built on OpenTelemetry, and get full visibility into your customer experience. - [Get Started with Honeycomb for Android](https://docs.honeycomb.io/get-started/start-building/application/android.md): Instrument your Android application with the Honeycomb OpenTelemetry Android SDK, send telemetry to Honeycomb, and measure real device performance in production. - [Get Started with Honeycomb for iOS](https://docs.honeycomb.io/get-started/start-building/application/ios.md): Instrument your iOS application with the Honeycomb OpenTelemetry Swift SDK, send telemetry to Honeycomb, and measure real device performance in production. - [Get Started with Honeycomb for React Native](https://docs.honeycomb.io/get-started/start-building/application/react-native.md): Instrument your React Native application with the Honeycomb OpenTelemetry React Native SDK, send telemetry to Honeycomb, and measure real device performance in production. ### Observability Fundamentals - [Introduction to Observability](https://docs.honeycomb.io/get-started/observability/introduction.md): Ask new questions about your distributed system without knowing the answer in advance. Find out what observability is and why it changes how you debug production software. #### Concepts - [Observability Concepts](https://docs.honeycomb.io/get-started/observability/concepts.md): Build a foundation in the concepts of modern observability. - [What is OpenTelemetry?](https://docs.honeycomb.io/get-started/observability/concepts/opentelemetry.md): Learn what OpenTelemetry is, why Honeycomb uses it as the standard for instrumentation, and how it relates to your telemetry data. - [Services](https://docs.honeycomb.io/get-started/observability/concepts/services.md): Find out how Honeycomb organizes telemetry data around services, how services are created from the data you send, and how they appear across the UI. - [Distributed Tracing](https://docs.honeycomb.io/get-started/observability/concepts/distributed-tracing.md): Trace requests across every service in your distributed system. Find out how distributed tracing ties together instrumentation from separate services to surface cross-service failures. - [High Cardinality](https://docs.honeycomb.io/get-started/observability/concepts/high-cardinality.md): Discover why high-cardinality, high-dimensionality data lets you isolate problems that low-cardinality tools like metrics would miss. - [Instrumentation](https://docs.honeycomb.io/get-started/observability/concepts/instrumentation.md): Send wide, structured telemetry to Honeycomb. Find out what makes a good event and how to structure your data so you can query and debug your system effectively. - [eBPF](https://docs.honeycomb.io/get-started/observability/concepts/ebpf.md): Extend the Linux kernel to collect observability, security, and networking data without changing kernel source code or loading additional modules. ### Honeycomb Basics - [Introduction to Honeycomb](https://docs.honeycomb.io/get-started/honeycomb/introduction.md): Learn what Honeycomb is, what problem it solves, and how its core concepts fit together. - [Traces, Metrics, and Logs](https://docs.honeycomb.io/get-started/honeycomb/traces-metrics-logs.md): Understand the telemetry signals Honeycomb supports, how each one works, and how they fit together. - [Logs in Honeycomb](https://docs.honeycomb.io/get-started/honeycomb/logs-in-honeycomb.md): Learn how Honeycomb handles log data, how to get the most out of structured and unstructured logs, and how logs fit alongside your traces and metrics. - [Metrics in Honeycomb](https://docs.honeycomb.io/get-started/honeycomb/metrics-in-honeycomb.md): Learn how Honeycomb handles metrics data, how metrics relate to traces and logs, and when to use metrics in your observability practice. - [Honeycomb Intelligence](https://docs.honeycomb.io/get-started/honeycomb/honeycomb-intelligence.md): AI-powered features that surface insights from your telemetry so you can investigate faster and resolve incidents with confidence. - [Core Analysis Loop](https://docs.honeycomb.io/get-started/honeycomb/core-analysis-loop.md): Cycle through your telemetry dimensions, form hypotheses, and validate them with data. Learn how to debug any system from first principles. - [Pricing Plans](https://docs.honeycomb.io/get-started/honeycomb/pricing.md): Compare Honeycomb's pricing plans and included features. - [2026 Pro Plan Changes](https://docs.honeycomb.io/get-started/honeycomb/2026-pro-plan-changes.md): Learn what is changing in Honeycomb's 2026 Pro plan pricing, including new tiers, a grace period, and what it means for your current plan. #### Getting Around Honeycomb - [Honeycomb Resource Structure](https://docs.honeycomb.io/get-started/honeycomb/resource-structure.md): Understand the organizational structure of Honeycomb: teams, environments, datasets, and events. - [Log in with SAML SSO](https://docs.honeycomb.io/get-started/honeycomb/log-in-with-saml-sso.md): Log in to a Honeycomb Team configured for SAML SSO, whether you are a new user or an existing user switching login methods. - [Keyboard Shortcuts](https://docs.honeycomb.io/get-started/honeycomb/keyboard-shortcuts.md): Keyboard shortcuts available in the Honeycomb UI, organized by context. Shortcut availability changes based on where you are in the interface. ##### UI Reference - [UI Reference](https://docs.honeycomb.io/reference/honeycomb-ui.md): A screen-by-screen reference for the Honeycomb UI, organized to match the left navigation menu. Find details on every page, panel, and setting. - [Home UI](https://docs.honeycomb.io/reference/honeycomb-ui/home.md): Reference for the Honeycomb Home page, including the Traces, Logs, and Explore Data views and how each displays your telemetry data. - [Triggers](https://docs.honeycomb.io/reference/honeycomb-ui/triggers.md): Reference for the Triggers page in the Honeycomb UI, which lists your configured Triggers. - [Service Map](https://docs.honeycomb.io/reference/honeycomb-ui/service-map.md): Reference for the Service Map page in the Honeycomb UI, covering the service count header, traffic flow visualization, and span filtering controls. - [History](https://docs.honeycomb.io/reference/honeycomb-ui/history.md): Reference for the Honeycomb History page, which shows Recent Queries, Recent Boards, and your team's full query activity across all datasets. - [Usage](https://docs.honeycomb.io/reference/honeycomb-ui/usage.md): Reference for the Usage page in the Honeycomb UI, which displays event throughput, warning and danger states, and your team's usage against plan limits. ###### Environment - [Environment](https://docs.honeycomb.io/reference/honeycomb-ui/environment.md): Reference for the Environment menu in the Honeycomb UI, including how to switch environments and access environment-level settings. - [Environment Settings](https://docs.honeycomb.io/reference/honeycomb-ui/environment/environment-settings.md): Reference for the Environment Settings page in the Honeycomb UI, covering the Overview, API Keys, and Markers tabs and available options. - [Manage Environment](https://docs.honeycomb.io/reference/honeycomb-ui/environment/manage-environments.md): Reference for the Manage Environment page in the Honeycomb UI, where you can create, edit, and delete environments for your team. ###### Query - [Query](https://docs.honeycomb.io/reference/honeycomb-ui/query.md): Reference for the Honeycomb Query page, including Query Builder, Query Assistant, and how results are displayed in the query interface. - [Query Results](https://docs.honeycomb.io/reference/honeycomb-ui/query/query-results.md): Reference for the Query Results panel in Honeycomb, including the Overview, BubbleUp, Correlations, Traces, and Explore Data tabs. - [Trace Waterfall](https://docs.honeycomb.io/reference/honeycomb-ui/query/trace-waterfall.md): Reference for the Trace Waterfall view in Honeycomb, covering trace identification, summary metadata, the waterfall display, and span details. ###### Boards - [Boards](https://docs.honeycomb.io/reference/honeycomb-ui/boards.md): Reference for the Boards section of the Honeycomb UI, including Board Listing, Board Detail, Board Templates, and available actions. - [Board Listing](https://docs.honeycomb.io/reference/honeycomb-ui/boards/board-listing.md): Reference for the Board Listing page in the Honeycomb UI, which shows all accessible Boards with key details and filtering options. - [Board Detail](https://docs.honeycomb.io/reference/honeycomb-ui/boards/board-detail.md): Reference for the Board Detail page in the Honeycomb UI, which shows a single Board's queries, SLOs, and options for editing and sharing. - [Board Template Listing](https://docs.honeycomb.io/reference/honeycomb-ui/boards/board-template-listing.md): Reference for the Board Template Listing page in the Honeycomb UI, which shows all accessible Board Templates with key details. - [Board Template Detail](https://docs.honeycomb.io/reference/honeycomb-ui/boards/board-template-detail.md): Reference for the Board Template Detail page in the Honeycomb UI, which provides a focused view of a single Board Template. ###### SLOs - [SLOs](https://docs.honeycomb.io/reference/honeycomb-ui/slos.md): Reference for the SLOs page in the Honeycomb UI, which lists your configured SLOs and their current status. ###### SLO Detail View - [SLO Detail View](https://docs.honeycomb.io/reference/honeycomb-ui/slos/slo-detail-view.md): Reference for the SLO Detail View in the Honeycomb UI, showing SLO parameters, error budget status, and burn alert configuration. - [Burn Alerts for SLO](https://docs.honeycomb.io/reference/honeycomb-ui/slos/slo-detail-view/burn-alerts-for-SLO.md): Reference for the Burn Alerts for SLO page in the Honeycomb UI, which lists configured burn alerts. ###### Manage Data - [Manage Data](https://docs.honeycomb.io/reference/honeycomb-ui/manage-data.md): Reference for the Manage Data menu in the Honeycomb UI, which provides access to Datasets, Environments, and the Send Data setup page. - [Manage Environments](https://docs.honeycomb.io/reference/honeycomb-ui/manage-data/environments.md): Reference for the Manage Environments page in the Honeycomb UI, where you can create and manage environments across your team. - [Send Data](https://docs.honeycomb.io/reference/honeycomb-ui/manage-data/send-data.md): Reference for the Send Data page in the Honeycomb UI, which displays OpenTelemetry auto-instrumentation setup instructions for supported languages. ###### Datasets - [Datasets](https://docs.honeycomb.io/reference/honeycomb-ui/manage-data/datasets.md): Reference for the Datasets page in the Honeycomb UI, which lists datasets in the current environment. - [Dataset Settings](https://docs.honeycomb.io/reference/honeycomb-ui/manage-data/datasets/dataset-settings.md): Reference for the Dataset Settings page in the Honeycomb UI, covering the Overview, Schema, Definitions, Markers, and Delete tabs. ###### Account - [Account](https://docs.honeycomb.io/reference/honeycomb-ui/account.md): Reference for the Account section in the Honeycomb UI, covering both personal settings and settings for team-wide configuration. - [Team Settings](https://docs.honeycomb.io/reference/honeycomb-ui/account/team-settings.md): Reference for the Team Settings page in the Honeycomb UI, covering team name, API keys, SSO, Query Assistant, and notification preferences. #### Honeycomb Private Cloud - [Honeycomb Private Cloud](https://docs.honeycomb.io/get-started/honeycomb/private-cloud.md): Run the full Honeycomb observability platform in your own infrastructure for enhanced data governance, regulatory compliance, and infrastructure control. - [Honeycomb Private Cloud Deployment Models](https://docs.honeycomb.io/get-started/honeycomb/private-cloud/deployment-models.md): Choose between Honeycomb-managed and self-managed Private Cloud deployments based on your team's operational capabilities and compliance requirements. - [Honeycomb Private Cloud Tenancy Options](https://docs.honeycomb.io/get-started/honeycomb/private-cloud/tenancy-options.md): Configure Honeycomb Private Cloud as single-tenant for maximum isolation or multi-tenant for organizational separation. Compare isolation levels and use cases. - [Honeycomb Private Cloud Architecture](https://docs.honeycomb.io/get-started/honeycomb/private-cloud/architecture.md): Find out how Honeycomb Private Cloud is architected, including AWS services used, infrastructure components, scaling, networking, and high availability. #### Security & Compliance - [Security & Compliance: Overview](https://docs.honeycomb.io/security-compliance.md): Find out how Honeycomb secures its infrastructure, protects your data, maintains compliance certifications, and approaches AI features responsibly. - [Security & Data Protection](https://docs.honeycomb.io/security-compliance/security-data-protection.md): Find out how Honeycomb encrypts data at rest and in transit, manages access controls, handles deletions, and secures its infrastructure and integrations. - [Bug Bounty & Vulnerability Research Program](https://docs.honeycomb.io/security-compliance/bug-bounty-program.md): Report security vulnerabilities to Honeycomb through our bug bounty program. - [Compliance & Data Privacy](https://docs.honeycomb.io/security-compliance/compliance-data-privacy.md): Find out which compliance frameworks and certifications Honeycomb maintains, how your data stays private, and how to access Honeycomb's Trust Center. - [Honeycomb AI Policies](https://docs.honeycomb.io/security-compliance/ai-policies.md): Learn how Honeycomb approaches AI feature development, what data Honeycomb Intelligence features use, and how to control AI features for your team. ### Plan + Design #### Best Practices - [Best Practices](https://docs.honeycomb.io/get-started/best-practices.md): Get Honeycomb's recommendations for organizing data, managing API keys, writing effective alerts, working with SLOs, and getting the most out of your implementation - [Best Practices for Organizing Data](https://docs.honeycomb.io/get-started/best-practices/organizing-data.md): Get Honeycomb's recommendations for organizing your data into datasets and environments, including naming conventions and structural patterns for the current data model. - [Best Practices for API Keys](https://docs.honeycomb.io/get-started/best-practices/api-keys.md): Get Honeycomb's recommendations for API key management: when to use Ingest, Management, and Configuration keys, and how to keep them secure across your organization. - [Observability and Working with Micro Frontends](https://docs.honeycomb.io/get-started/best-practices/micro-frontends.md): Get Honeycomb's recommendations for adding observability to micro frontend applications with Honeycomb. Find out the tradeoffs and how to get OpenTelemetry or the Honeycomb Web SDK working in your setup. - [Best Practices for Querying using Relational Fields](https://docs.honeycomb.io/get-started/best-practices/relational-fields.md): Get Honeycomb's recommendations for querying with relational fields, including how to handle warnings and get accurate results from trace-based queries. - [Best Practices for Service Level Objectives (SLOs)](https://docs.honeycomb.io/get-started/best-practices/slos.md): Get Honeycomb's recommendations for SLOs: when to use them across datasets, how to set meaningful targets, and how to avoid common pitfalls. - [Best Practices for Alerts](https://docs.honeycomb.io/get-started/best-practices/alerts.md): Get Honeycomb's recommendations for writing effective alerts: how to name and describe triggers, set thresholds, and reduce alert fatigue with SLO-based alerting. #### Manage Costs - [Manage Costs](https://docs.honeycomb.io/get-started/manage-costs.md): Predict and control your Honeycomb costs. Find out how usage is measured, how overages are handled, and how to optimize your implementation to reduce spend. - [How Honeycomb Calculates Usage](https://docs.honeycomb.io/get-started/manage-costs/how-honeycomb-calculates-usage.md): Track how Honeycomb measures your usage in events per month and metrics data points, how Honeycomb predicts and handles overages, and how data retention works across your plan. - [Send Data (257 pages)](https://docs.honeycomb.io/_llms/send-data.md): Documentation for Send Data. ## Investigate - [Investigate: Overview](https://docs.honeycomb.io/investigate.md): Build queries, identify outliers, correlate changes to incidents, and collaborate with your team. Everything you need to investigate your telemetry data in Honeycomb. - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) ### Investigate with AI - [Agent Skills for AI Coding Assistants](https://docs.honeycomb.io/integrations/agent-skills.md): Give your AI coding assistants deep knowledge of observability, OpenTelemetry instrumentation, production debugging, and Honeycomb features. #### Investigate with Canvas - [Investigate with Canvas](https://docs.honeycomb.io/investigate/canvas.md): Query and investigate your telemetry in a collaborative, AI-powered workspace. - [Investigating Alerts with Canvas](https://docs.honeycomb.io/investigate/canvas/alert-investigation.md): Jump from a firing Trigger or SLO burn alert directly into an AI-powered Canvas investigation that automatically queries your data and surfaces the likely cause. - [Automatic SLO, Trigger, and Anomaly Investigations with Canvas](https://docs.honeycomb.io/investigate/canvas/auto-investigate.md): Automatically start a Canvas investigation when anomalies are detected, trigger alerts fire, or SLO burn alerts fire. - [Connect your GitHub account to Canvas](https://docs.honeycomb.io/investigate/canvas/github.md): Give your Canvas Agents access to GitHub MCP, repositories, pull requests, and issues during investigations. - [Ask Canvas in Slack](https://docs.honeycomb.io/investigate/canvas/slack-app.md): Ask Canvas questions and receive AI-powered investigations directly in Slack. - [Chat About a Page](https://docs.honeycomb.io/investigate/canvas/chat-about-a-page.md): Ask questions about the Honeycomb page you're on with contextual AI chat, without leaving your current workflow. - [Canvas Skills](https://docs.honeycomb.io/investigate/canvas/skills.md): Extend what Canvas can do or what Canvas knows with skills. - [Canvas Keyboard Shortcuts](https://docs.honeycomb.io/investigate/canvas/keyboard-shortcuts.md): Keyboard shortcuts available in Honeycomb Canvas. #### Honeycomb MCP - [Core Concepts of Honeycomb MCP](https://docs.honeycomb.io/integrations/mcp/concepts.md): Find out what Model Context Protocol is, how it works, and how Honeycomb MCP uses it to let AI agents query and analyze your observability data. - [Connect to Honeycomb MCP](https://docs.honeycomb.io/integrations/mcp/configuration-guide.md): Connect your AI agent to the Honeycomb MCP Server. - [Honeycomb MCP Tools Reference](https://docs.honeycomb.io/integrations/mcp/tools.md): Reference for the tools Honeycomb MCP exposes to AI agents, including discovery, query, trace, Board, Trigger, SLO, and Canvas investigation tools. - [Honeycomb MCP Use Cases](https://docs.honeycomb.io/integrations/mcp/use-cases.md): Review real-world examples and strategies for using AI agents to query Honeycomb data via MCP. - [Troubleshooting Honeycomb MCP](https://docs.honeycomb.io/integrations/mcp/troubleshooting.md): Resolve common configuration errors with the Honeycomb MCP Server and verify that your AI agent is connected and receiving observability data correctly. ### Observe - [View General Health](https://docs.honeycomb.io/investigate/observe/honeycomb-home.md): Get a snapshot of your dataset in Honeycomb Home: commonly-used queries, recent traces and events, and key visualizations to orient on system health fast. - [Agent Timeline](https://docs.honeycomb.io/investigate/observe/agent-timeline.md): Monitor conversations, LLM calls, tool invocations, errors, and token usage in your agent workflows. - [Visualize Data Flow](https://docs.honeycomb.io/investigate/observe/service-map.md): Map traffic flow across your services, spot dependencies, and drill into individual service relationships with Honeycomb's Service Map. #### Custom Workspaces - [What is a Board?](https://docs.honeycomb.io/investigate/observe/boards.md): Learn how Boards work as centralized workspaces to organize queries, monitor SLOs, collaborate with teammates, and save visualizations for reuse and sharing. - [Get Started with Boards](https://docs.honeycomb.io/investigate/observe/boards/create.md): Create Boards, add queries and SLOs, interact with panels, and share your work with teammates. - [Manage Boards](https://docs.honeycomb.io/investigate/observe/boards/manage.md): Organize panels, control access, and configure display options on your Honeycomb Boards to create consistent views for your team. - [Use Board Templates](https://docs.honeycomb.io/investigate/observe/boards/templates.md): Start with a pre-configured Board that includes ready-made queries and visualizations for your data, then customize it to fit your team's needs. #### Frontend Launchpad - [Web Launchpad](https://docs.honeycomb.io/investigate/observe/web-launchpad.md): Monitor and investigate frontend web application performance with pre-populated charts and tables tailored to browser telemetry. - [Android Launchpad](https://docs.honeycomb.io/investigate/observe/android-launchpad.md): Monitor and investigate native Android application performance with pre-populated charts and tables tailored to mobile telemetry. - [iOS Launchpad](https://docs.honeycomb.io/investigate/observe/ios-launchpad.md): Monitor and investigate native iOS application performance with pre-populated charts and tables tailored to mobile telemetry. - [React Native Launchpad](https://docs.honeycomb.io/investigate/observe/react-native-launchpad.md): Monitor and investigate React Native application performance with pre-populated charts and tables tailored to mobile telemetry. - [Frontend Errors](https://docs.honeycomb.io/investigate/observe/frontend-errors.md): Identify and analyze errors in your frontend applications without writing queries using the Errors view in your Frontend Launchpad. ### Query - [Query Math](https://docs.honeycomb.io/investigate/query/math.md): Build queries from multiple statements, perform math between them, and visualize the final result. - [Query with Archive](https://docs.honeycomb.io/investigate/query/archive.md): Query rehydrated, unsampled OpenTelemetry trace and log data from your Amazon S3 archive when sampled or expired data is missing from your Honeycomb results. #### Build a Query - [Build a Query](https://docs.honeycomb.io/investigate/query/build.md): Construct queries against your telemetry data using Query Builder. Add filters, breakdowns, and calculations manually or start from a natural language prompt. - [Query with Natural Language](https://docs.honeycomb.io/investigate/query/build/query-assistant.md): Use natural language to generate Honeycomb queries using Query Assistant. - [Use Calculated Fields](https://docs.honeycomb.io/investigate/query/build/calculated-fields.md): Create new fields by applying functions and logic to existing data. Calculated fields let you standardize metrics and run consistent, reusable queries across datasets. - [Calculated Field Reference](https://docs.honeycomb.io/reference/calculated-field-reference.md) - [Visualize Concurrency](https://docs.honeycomb.io/investigate/query/build/visualize-concurrency.md): Use the CONCURRENCY aggregate to chart how many spans are running at any given moment and spot resource contention in your system. - [Visualize Rate](https://docs.honeycomb.io/investigate/query/build/visualize-rate.md): Use RATE_MAX, RATE_AVG, and RATE_SUM aggregates to graph how a field changes over time and spot trends or anomalies in your telemetry data. #### Temporal Aggregation - [Temporal Aggregation Concepts](https://docs.honeycomb.io/investigate/query/temporal-aggregation.md): Find out how Honeycomb uses temporal aggregation to align raw metric data into consistent time steps for accurate analysis and visualization. - [Applying Temporal Aggregation Functions](https://docs.honeycomb.io/investigate/query/apply-temporal-aggregation.md): Apply temporal aggregation functions to your metrics queries and customize how Honeycomb aligns raw data into time steps for precise analysis. #### Analyze Results - [Explore Traces](https://docs.honeycomb.io/investigate/analyze/explore-traces.md): Inspect the full context of a trace, span by span, to find exactly where latency, errors, or unexpected behavior occurred in your system. - [Explore Events](https://docs.honeycomb.io/investigate/analyze/explore-events.md): Drill into the raw events behind any query result to inspect individual spans or log messages and trace a problem back to its source. - [Visualize Events Over Time](https://docs.honeycomb.io/investigate/analyze/visualize-events.md): Use heatmaps to plot the statistical distribution of a field's values over time and spot patterns, outliers, and latency spikes in your telemetry data. - [Identify Outliers](https://docs.honeycomb.io/investigate/analyze/identify-outliers.md): Use BubbleUp to highlight unusual events in your data, isolate the dimensions that explain them, and rapidly identify the root cause of outliers. - [Correlations](https://docs.honeycomb.io/investigate/analyze/correlate.md): Compare query results alongside Board data in a single view to correlate application behavior with infrastructure metrics like CPU, memory, or network usage. #### Query Examples - [Examples: Query for Traces](https://docs.honeycomb.io/investigate/query/examples-traces.md): Copy and adapt example trace queries to analyze the performance and behavior of your application using Honeycomb's Query Builder. - [Examples: Query for Metrics](https://docs.honeycomb.io/investigate/query/examples-metrics.md): Copy and adapt example metrics queries to analyze the performance and behavior of your application using Honeycomb's Query Builder. #### Customize Results - [Customize Results](https://docs.honeycomb.io/investigate/query/customize-results.md): Adjust graph display, annotate query results with markers to flag deployments or incidents, and download your data for use outside of Honeycomb. - [Manage Markers with CLI](https://docs.honeycomb.io/investigate/query/customize-results/marker-cli-reference.md): Add, update, and delete Honeycomb markers from the command line using curl or Honeymarker, Honeycomb's lightweight marker management CLI. ### Collaborate - [Share a Trace](https://docs.honeycomb.io/investigate/collaborate/share-trace.md): Create direct links to any trace in Honeycomb and open them from error trackers, alert systems, or incident response tools for faster, context-rich debugging. - [Share a Query](https://docs.honeycomb.io/investigate/collaborate/share-query.md): Create parameterized query template links to share queries with your team or connect them to runbooks, dashboards, and incident response tools. - [Query Specification Reference](https://docs.honeycomb.io/reference/query-specification-reference.md) - [Explore Team Query History](https://docs.honeycomb.io/investigate/collaborate/explore-team-query-history.md): Search every query your team has run in Honeycomb to reuse effective queries, find out how a teammate debugged a similar issue, or pick up where you left off. ### Diagnose - [Investigate Application Data in Honeycomb](https://docs.honeycomb.io/investigate/debug/application-data-in-honeycomb.md): Analyze application telemetry in Honeycomb to monitor overall health, spot anomalies, and troubleshoot performance problems as they arise. - [Investigate Log Data in Honeycomb](https://docs.honeycomb.io/investigate/debug/log-data-in-honeycomb.md): Analyze log data in Honeycomb to monitor system health, query structured and unstructured logs with high cardinality, and troubleshoot problems faster. - [Investigate Kubernetes Data in Honeycomb](https://docs.honeycomb.io/investigate/debug/kubernetes-data-in-honeycomb.md): Analyze Kubernetes telemetry in Honeycomb to trace application issues to infrastructure causes and pinpoint which users are affected by a given incident. - [Investigate AWS Data in Honeycomb](https://docs.honeycomb.io/investigate/debug/aws-data-in-honeycomb.md): Analyze AWS logs and metrics in Honeycomb to monitor system health, orient on key fields, and troubleshoot infrastructure problems using Query Builder. ## Notify & Alert - [Notify & Alert: Overview](https://docs.honeycomb.io/notify.md): Set up Triggers and SLOs to alert your team when conditions are met, and route notifications to Slack, PagerDuty, Microsoft Teams, or a custom webhook. - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) ### Triggers - [What is a Trigger?](https://docs.honeycomb.io/notify/triggers.md): Get real-time alerts when your data crosses defined thresholds. Use Triggers to detect issues, monitor system health, and respond to anomalies before they impact users. - [Create a Trigger](https://docs.honeycomb.io/notify/triggers/create.md): Define a query, set a threshold, assign recipients, and activate a Trigger in Honeycomb to start receiving alerts when your data crosses the limit you set. - [Modify Triggers](https://docs.honeycomb.io/notify/triggers/modify.md): Edit trigger queries, thresholds, and recipients, or delete Triggers you no longer need using the Honeycomb UI. - [Metrics-based Triggers](https://docs.honeycomb.io/notify/triggers/metrics.md): Monitor key metrics and get alerts based on custom threshold conditions and temporal aggregation functions. - [Trigger Examples](https://docs.honeycomb.io/notify/triggers/examples.md): Copy and adapt example Trigger configurations to start alerting on latency spikes, error rates, cost thresholds, and other common conditions in your data. ### Service Level Objectives (SLOs) - [What is an SLO?](https://docs.honeycomb.io/notify/slos.md): Define reliability targets for your services, track error budgets, and get burn alerts when you are at risk of missing your SLO. - [Create a Service Level Objective (SLO)](https://docs.honeycomb.io/notify/slos/create.md): Define an SLO for a Honeycomb dataset by setting a target reliability percentage, a time window, and a Service Level Indicator (SLI) query. - [Create a Service Level Indicator (SLI)](https://docs.honeycomb.io/notify/slos/create/sli.md): Define the SLI query that your SLO uses to measure success, specifying the conditions that determine whether each request counts as a good or bad event. - [Service Level Indicator (SLI) Formulas](https://docs.honeycomb.io/notify/slos/create/sli-formulas.md): Copy and adapt example SLI formulas to define good and bad request criteria for common reliability scenarios in your Honeycomb datasets. - [Monitor Service Level Objectives (SLOs)](https://docs.honeycomb.io/notify/slos/monitor.md): Configure burn alerts to notify your team when SLO budget consumption accelerates beyond safe thresholds, and assign the recipients who should respond. - [Historical Health of Service Level Objectives (SLOs)](https://docs.honeycomb.io/notify/slos/historical-health.md): Review a time-based report of each SLO's reliability performance to identify patterns, recurring budget burns, and long-term trends. - [Report on Service Level Objectives (SLOs)](https://docs.honeycomb.io/notify/slos/report.md): Pull SLO status data into external dashboards and reports using Honeycomb's SLO reporting API. ### Anomaly Detection - [What is Anomaly Detection?](https://docs.honeycomb.io/notify/anomaly-detection.md): Anomaly Detection watches your services and notifies you when behavior deviates from normal, without requiring you to define thresholds in advance. - [Get Started with Anomaly Detection](https://docs.honeycomb.io/notify/anomaly-detection/get-started.md): Enable monitoring for a service, adjust sensitivity, and choose who gets notified when an anomaly is detected. - [Investigate an Error Rate Anomaly](https://docs.honeycomb.io/notify/anomaly-detection/use-cases/investigate-error-rate.md): Use Anomaly Detection and Canvas together to move from an error rate anomaly to a likely cause. - [Diagnose a Silent Outage](https://docs.honeycomb.io/notify/anomaly-detection/use-cases/diagnose-silent-outage.md): Use the Presence signal to confirm whether a service has gone quiet because of a real problem or an expected change. ### Notification Channels - [Send Alerts to PagerDuty](https://docs.honeycomb.io/notify/pagerduty.md): Route Honeycomb Trigger and SLO burn alerts to PagerDuty to notify on-call responders when your data crosses a defined threshold. - [Send Alerts to Slack](https://docs.honeycomb.io/notify/slack.md): Route Honeycomb Trigger and SLO burn alerts to a Slack channel using the official Honeycomb app for Slack. - [Send Alerts to Microsoft Teams](https://docs.honeycomb.io/notify/microsoft-teams.md): Route Honeycomb Trigger and SLO burn alerts to a Microsoft Teams channel to notify your team when data crosses a defined threshold. #### Webhooks - [Send Alerts to Webhooks](https://docs.honeycomb.io/notify/webhooks.md): Route Honeycomb Trigger and SLO burn alerts to any service that accepts a JSON payload, including third-party tools and custom integrations. - [Examples: Webhook Templates](https://docs.honeycomb.io/notify/webhooks/example-templates.md): Copy and adapt example webhook payload templates for Discord, OpsGenie, and incident.io to customize how Honeycomb alert data is delivered to your tools. - [Custom Webhook Functions](https://docs.honeycomb.io/notify/webhooks/functions.md): Transform JSON template data in your Honeycomb webhook payloads using Go template functions to format, filter, and restructure alert content before delivery. - [Custom Webhook Variables](https://docs.honeycomb.io/notify/webhooks/variables.md): Customize Honeycomb webhook payloads with dynamic variables that populate alert context for precise, actionable notifications. ## Configure - [Configure Honeycomb](https://docs.honeycomb.io/configure.md): Set up and manage your Honeycomb Teams, Environments, and Datasets. - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) ### Environments - [Manage Environments](https://docs.honeycomb.io/configure/environments/manage.md): Create, delete, and update Honeycomb Environments, which partition your data and organize your resources across datasets and API keys. - [Manage Environment API Keys](https://docs.honeycomb.io/configure/environments/manage-api-keys.md): Create and manage Ingest and Configuration API keys at the Environment level, and control which permissions each key type can grant. - [Manage Environment Calculated Fields](https://docs.honeycomb.io/configure/environments/calculated-fields.md): Create, update, and delete calculated fields that apply across all datasets in an Environment, so you can standardize metrics and reuse logic team-wide. - [Manage Environment Markers](https://docs.honeycomb.io/configure/environments/manage-markers.md): Create, delete, and style markers at the Environment level to flag deployments, incidents, and feature flag changes across all datasets in that environment. ### Datasets - [Manage Datasets](https://docs.honeycomb.io/configure/datasets/manage.md): Create, delete, and update Honeycomb Datasets, which group related events into queryable collections organized within your Environments. - [Manage Dataset Structure](https://docs.honeycomb.io/configure/datasets/structure.md): Adjust schema settings and field display options to control how incoming data is organized and presented within a Honeycomb Dataset. - [Define Dataset Fields](https://docs.honeycomb.io/configure/datasets/definitions.md): Designate which fields in your dataset have special meaning in Honeycomb, including trace IDs, durations, and error fields used in the trace waterfall. - [Manage Dataset Calculated Fields](https://docs.honeycomb.io/configure/datasets/calculated-fields.md): Create, update, and delete calculated fields scoped to a specific dataset to simplify queries and apply consistent logic to your telemetry data. - [Manage Dataset Markers](https://docs.honeycomb.io/configure/datasets/manage-markers.md): Create, delete, and style markers scoped to a specific dataset to flag deployments, incidents, and feature flag changes within that dataset's views. ### Teams - [Manage Teams](https://docs.honeycomb.io/configure/teams/manage.md): Create and manage Honeycomb Teams, which represent your organization, group users, grant data access, and build a shared query history. - [Manage Team API Keys](https://docs.honeycomb.io/configure/teams/manage-api-keys.md): Create and manage Team-level Management API keys to control API keys across all Environments in your Team and set the scopes each key can access. - [Customize Telemetry Schema](https://docs.honeycomb.io/configure/teams/customize-telemetry-schema.md): Define a custom telemetry schema so that MCP tools understand your team's telemetry data and give AI agents accurate, team-specific context. - [Manage Team Behavior](https://docs.honeycomb.io/configure/teams/manage-behavior.md): Set your Team's default environment, enable or disable the Query Assistant, and manage which external URLs appear as links across your Honeycomb Team. - [Manage Team Notifications](https://docs.honeycomb.io/configure/teams/manage-notifications.md): Control which Team Owners receive usage notifications and configure integrations and webhooks to route Honeycomb alerts to your preferred channels. - [Manage Team Members](https://docs.honeycomb.io/configure/teams/manage-members.md): Invite, remove, and update roles for members of your Honeycomb Team, and restrict who can join. - [Manage Team Permissions](https://docs.honeycomb.io/configure/teams/manage-permissions.md): Apply roles and permissions to Honeycomb Team members to control access to datasets, environments, and administrative functions across your organization. - [Monitor Team Use](https://docs.honeycomb.io/configure/teams/monitor-use.md): Track your Team's event volume and throughput trends, and access enhanced usage reporting to monitor costs and plan capacity. - [Investigate Team Activity](https://docs.honeycomb.io/configure/teams/investigate-activity.md): Monitor how your team uses Honeycomb. Track team activity such as configuration changes, user logins & sessions, and statistics about the telemetry you send. - [Change Pricing Plan](https://docs.honeycomb.io/configure/teams/pricing-plan.md): Upgrade, downgrade, or switch your Honeycomb pricing plan at any time to match your team's event volume and feature requirements. #### Configure Access - [Configure Team Access](https://docs.honeycomb.io/configure/teams/configure-access.md): Let team members authenticate with SSO using Google, Okta SAML, or Microsoft Entra ID. - [Configure Access with Google SSO](https://docs.honeycomb.io/configure/teams/configure-access/sso-google.md): Require your Honeycomb Team to authenticate with Google SSO, or allow individual members to opt in to Google login without a team-wide requirement. - [Configure Access with Okta/SAML SSO](https://docs.honeycomb.io/configure/teams/configure-access/sso-okta-saml.md): Require your Honeycomb Team to authenticate via Okta or another SAML 2.0 identity provider. - [Configure Access with Microsoft Entra ID/SAML SSO](https://docs.honeycomb.io/configure/teams/configure-access/sso-microsoft-entra-id-saml.md): Require your Honeycomb Team to authenticate via Microsoft Entra ID, formerly Azure Active Directory. - [Rotate Your SAML Certificate](https://docs.honeycomb.io/configure/teams/configure-access/saml-certificate-rotation.md): Update your Honeycomb SAML Service Provider certificate when Honeycomb releases a new one to keep SSO authentication working without interruption. ### Manage Honeycomb with Terraform - [Provision and Manage Resources with HashiCorp Terraform](https://docs.honeycomb.io/integrations/hashicorp-terraform.md): Use the Honeycomb Terraform provider to programmatically create and manage datasets, triggers, SLOs, boards, and other Honeycomb resources as code. ## Troubleshoot - [Troubleshoot: Overview](https://docs.honeycomb.io/troubleshoot.md): Find solutions to common issues, get customer support, track recommended migrations, and stay up to date on product lifecycle and release stages. - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) ### Get Support - [Customer Support](https://docs.honeycomb.io/troubleshoot/customer-support.md): Get help with Honeycomb through the Support Knowledge Base, the Pollinators Community, or by contacting the Honeycomb support team directly. - [Honeycomb Community](https://docs.honeycomb.io/troubleshoot/community.md): Expand your network, find opportunities for speaking and writing about observability, and connect on using Honeycomb in the workplace. ### Common Issues - [Common Issues with Sending Data to Honeycomb](https://docs.honeycomb.io/troubleshoot/common-issues/sending-data.md): Troubleshoot common problems when sending data to Honeycomb, including authentication errors, missing telemetry, and SDK or Collector configuration issues. - [Common Issues with Data in Honeycomb](https://docs.honeycomb.io/troubleshoot/common-issues/data-in-honeycomb.md): Troubleshoot common data ingest problems in Honeycomb, including missing events, unexpected field values, and data that does not appear as expected. - [Common Issues with Queries](https://docs.honeycomb.io/troubleshoot/common-issues/queries.md): Troubleshoot common problems with building queries, including Relational Fields, Query Assistant, and Calculated Fields, unexpected results, slow queries, and formula errors. - [Common Issues when Investigating](https://docs.honeycomb.io/troubleshoot/common-issues/investigating.md): Troubleshoot common problems with Honeycomb's investigation tools, including trace views, BubbleUp, Correlations, and Canvas not behaving as expected. - [Common Issues with Visualization](https://docs.honeycomb.io/troubleshoot/common-issues/visualization.md): Troubleshoot common problems with Honeycomb Home, Board Templates, Service Map, and other visualization features not displaying data as expected. - [Common Issues with Honeycomb Alerts](https://docs.honeycomb.io/troubleshoot/common-issues/alerts.md): Troubleshoot common problems with Honeycomb SLOs, Triggers, and Anomaly Detection, including misconfigured thresholds, missing notifications, and burn alert behavior. - [Common Issues with Configuring Honeycomb](https://docs.honeycomb.io/troubleshoot/common-issues/configuring-honeycomb.md): Troubleshoot common problems with configuring Honeycomb Environments, Datasets, and Teams, including access issues, missing data, and SSO configuration errors. - [Common Issues with Honeycomb Refinery](https://docs.honeycomb.io/troubleshoot/common-issues/refinery.md): Troubleshoot common Refinery problems, including configuration errors, sampling rule issues, cluster connectivity, and data not reaching Honeycomb as expected. - [Common Issues with Integrations](https://docs.honeycomb.io/troubleshoot/common-issues/integrations.md): Troubleshoot common problems with Honeycomb integrations, including AWS, Terraform, webhook delivery, and third-party tool connectivity issues ### Honeycomb Product Lifecycle - [Release Stages](https://docs.honeycomb.io/troubleshoot/product-lifecycle/release-stages.md): Find out how Honeycomb stages, releases, and retires product functionality, from Early Access and Beta through General Availability and End of Life. - [Supported Product Versions](https://docs.honeycomb.io/troubleshoot/product-lifecycle/supported-versions.md): Check which versions of Honeycomb SDKs, agents, and tools are actively supported, in maintenance, or approaching end of life. - [Early Access & Beta Experiences](https://docs.honeycomb.io/troubleshoot/product-lifecycle/experimental-features.md): Try experimental features before general release through Honeycomb's Early Access and Beta programs, and give feedback that shapes the final product. - [Migration Process](https://docs.honeycomb.io/troubleshoot/product-lifecycle/migration-process.md): Understand Honeycomb's migration process and find out what to expect from Honeycomb during a migration. #### Recommended Migrations - [Recommended Migrations](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations.md): Review Honeycomb's recommended migrations, understand their impact, and access resources to help you migrate. - [Migrating to Time Series Metrics FAQ](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-to-time-series-metrics-faq.md): Learn what changes when Honeycomb migrates your metrics from events-based storage to native time series metrics, and how to update your queries, Boards, and Triggers - [Environments & Services Migration FAQ](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/environments-and-services-in-place.md): Learn what changes when Honeycomb migrates your existing Classic environment into an Environments & Services (E&S) environment. - [Upgrading Refinery](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/upgrade-refinery.md): Upgrade Refinery across major versions to access new features and improvements. Use the configuration conversion tool to update your existing config files. - [Migrate to Flexible Boards](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-to-flexible-boards.md): Migrate your existing Honeycomb Boards to the Flexible Boards format using the UI, API, or Terraform. Legacy Board support ended August 15, 2025. ##### Migrate from Honeycomb OpenTelemetry Distribution to OpenTelemetry - [Migrate from Honeycomb OTel Distributions to OpenTelemetry](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions.md): Replace Honeycomb OpenTelemetry Distributions with the official OpenTelemetry SDKs to reduce vendor dependency and stay current with OTel tooling. - [Send Data with the Honeycomb Distribution for Go](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions/go/honeycomb-distribution.md): Reference documentation for the Honeycomb Distribution for Go, a deprecated wrapper for the OpenTelemetry Go SDK. Migrate to the OpenTelemetry Go SDK instead. - [Send Data with Honeycomb Distribution for Node.js](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions/javascript-nodejs/honeycomb-distribution.md): Reference documentation for the Honeycomb Distribution for Node.js, a deprecated wrapper for the OpenTelemetry JavaScript SDK. Migrate to the OpenTelemetry SDK instead. - [Send Data with the Honeycomb Distribution for Python](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions/python/honeycomb-distribution.md): Reference documentation for the Honeycomb Distribution for Python, a deprecated wrapper for the OpenTelemetry Python SDK. Migrate to the OpenTelemetry Python SDK instead. - [Send Data with the Honeycomb Distribution for Java](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions/java/honeycomb-distribution.md): Reference documentation for the Honeycomb Distribution for Java, a deprecated wrapper for the OpenTelemetry Java Agent. Migrate to the OpenTelemetry Java Agent instead. - [Send Data with the Honeycomb Distribution for .NET](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-distributions/dotnet/honeycomb-distribution.md): Reference documentation for the Honeycomb Distribution for .NET, a deprecated wrapper for the OpenTelemetry .NET SDK. Migrate to the OpenTelemetry .NET SDK instead. ##### Migrate to Stabilized OpenTelemetry Semantic Conventions - [Migrate to Stabilized OpenTelemetry HTTP Semantic Conventions](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-to-opentelemetry-semantic-conventions.md): Update your instrumentation to the stable OpenTelemetry HTTP semantic conventions to avoid breaking changes introduced when conventions were stabilized in 2023. - [OpenTelemetry HTTP Semantic Conventions Compatibility](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-to-opentelemetry-semantic-conventions/compatibility.md): Check whether your OpenTelemetry instrumentation packages use the stable HTTP semantic conventions or the old semantics that require migration. ##### Migrate from Honeycomb Kubernetes Agent - [Honeycomb Kubernetes Agent Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-kubernetes-agent/honeycomb-kubernetes-agent.md): Reference documentation for the Honeycomb Kubernetes Agent, currently in maintenance. For new Kubernetes integrations, use the recommended OpenTelemetry-based paths instead. ##### Migrate from Beelines to OpenTelemetry - [Migrate from Beelines to OpenTelemetry](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines.md): Replace Honeycomb Beelines with OpenTelemetry instrumentation to avoid end-of-life SDKs and gain vendor-agnostic, standards-based telemetry collection. - [Beeline for Go Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines/go.md): Reference documentation for Beeline for Go, Honeycomb's legacy auto-instrumentation SDK. Beelines reached end of life on August 12, 2025. Migrate to OpenTelemetry. - [Beeline for Python Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines/python.md): Reference documentation for Beeline for Python, Honeycomb's legacy auto-instrumentation SDK. Beelines reached end of life on August 12, 2025. Migrate to OpenTelemetry. - [Beeline for Ruby Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines/ruby.md): Reference documentation for Beeline for Ruby, Honeycomb's legacy auto-instrumentation SDK. Beelines reached end of life on August 12, 2025. Migrate to OpenTelemetry. - [Beeline for Node.js Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines/nodejs.md): Reference documentation for Beeline for Node.js, Honeycomb's legacy auto-instrumentation SDK. Beelines reached end of life on August 12, 2025. Migrate to OpenTelemetry. - [Beeline for Java Reference](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-beelines/java.md): Reference documentation for Beeline for Java, Honeycomb's legacy auto-instrumentation SDK. Beelines reached end of life on August 12, 2025. Migrate to OpenTelemetry. ## Integrations - [Supported Integrations](https://docs.honeycomb.io/integrations.md): Connect Honeycomb to your existing infrastructure and tooling. Find integrations for AWS, HashiCorp, Prometheus, log forwarders, service meshes, build pipelines, and more. - [Full Integrations Directory](https://docs.honeycomb.io/integrations/honeycomb-integrations-directory.md) - [Community Contributions](https://docs.honeycomb.io/integrations/community-contributions.md) - [UI Changelog](https://docs.honeycomb.io/ui-changelog.md) - [API Changelog](https://docs.honeycomb.io/api-changelog.md) - [API Reference (108 pages)](https://docs.honeycomb.io/_llms/api-reference.md): Documentation for API Reference. ## OpenAPI Specs - [openapi-public](/api/openapi-public.yaml) ## Optional - [Blog](https://www.honeycomb.io/blog) - [Honeycomb Academy](https://academy.honeycomb.io/) > The links below point to documentation indexes. Follow each `/_llms/` index recursively until you reach documentation pages. ## Indexes - [Send Data (257 pages)](https://docs.honeycomb.io/_llms/send-data.md): Documentation for Send Data. - [API Reference (108 pages)](https://docs.honeycomb.io/_llms/api-reference.md): Documentation for API Reference.