# Honeycomb Docs ## Docs - [List Authorizations](https://docs.honeycomb.io/api/auth/list-authorizations.md): Returns metadata about the API Key used to call the API. Note: a Honeycomb Classic API key will return an empty string for both of the `environment` values. - [List Authorizations V2](https://docs.honeycomb.io/api/auth/list-authorizations-v2.md): Returns metadata about the Management API Key used to call the API. - [Authentication](https://docs.honeycomb.io/api/authentication.md): Authenticate Honeycomb API requests with Ingest, Management, or Configuration keys. Find out which key type each endpoint requires. - [Create a Board](https://docs.honeycomb.io/api/boards/create-a-board.md): Create a Board comprised of one or more Panels (Query, SLO, or Text). **Note**: Each board is limited to a maximum of 5 preset filters. - [Create a Board View](https://docs.honeycomb.io/api/boards/create-a-board-view.md): Create a new view for a board with the specified filters. **Note**: Each board is limited to a maximum of 50 views. Attempting to create more than 50 views will result in an error. - [Delete a Board](https://docs.honeycomb.io/api/boards/delete-a-board.md): Delete a public Board by specifying its ID. - [Delete a Board View](https://docs.honeycomb.io/api/boards/delete-a-board-view.md): Delete a Board View by specifying its ID. - [Get a Board](https://docs.honeycomb.io/api/boards/get-a-board.md): Get a single Board by ID. - [Get a Board View](https://docs.honeycomb.io/api/boards/get-a-board-view.md): Retrieve a single Board View by ID. - [List All Boards](https://docs.honeycomb.io/api/boards/list-all-boards.md): Retrieves a list of all non-secret Boards within an environment. **Note**: For Honeycomb Classic users, all boards within Classic will be returned. - [List Board Views](https://docs.honeycomb.io/api/boards/list-board-views.md): Retrieve a list of all views for a board. **Note**: Each board is limited to a maximum of 50 views. - [Update a Board](https://docs.honeycomb.io/api/boards/update-a-board.md): Update a Board by specifying its ID and full details. **Note**: Queries can be added to, removed from, and re-ordered by updating the board itself. It is not possible to reference individual queries via the API. **Note**: Each board is limited to a maximum of 5 preset filters. Attempting to update a… - [Update a Board View](https://docs.honeycomb.io/api/boards/update-a-board-view.md): Update a Board View by specifying its ID and full details. - [Create a Burn Alert](https://docs.honeycomb.io/api/burn-alerts/create-a-burn-alert.md): Create a Burn Alert against a specified SLO. - [Delete a Burn Alert](https://docs.honeycomb.io/api/burn-alerts/delete-a-burn-alert.md): Delete a Burn Alert by specifying its ID. - [Get a Burn Alert](https://docs.honeycomb.io/api/burn-alerts/get-a-burn-alert.md): Get a single Burn Alert by ID. - [List All Burn Alerts for an SLO](https://docs.honeycomb.io/api/burn-alerts/list-all-burn-alerts-for-an-slo.md): Get all burn alerts associated with the SLO specified in the `slo_id` query param. It is not currently possible to retrieve all burn alerts for a dataset, environment, or team. - [Update a Burn Alert](https://docs.honeycomb.io/api/burn-alerts/update-a-burn-alert.md): Update a Burn Alert by specifying its ID and full details. - [Create a Calculated Field](https://docs.honeycomb.io/api/calculated-fields/create-a-calculated-field.md): Create a Calculated Field (also called a Derived Column). Calculated Fields allow you to run queries based on the value of an expression that is calculated from the fields in an event. - [Delete a Calculated Field](https://docs.honeycomb.io/api/calculated-fields/delete-a-calculated-field.md): Delete a Calculated Field (also called a Derived Column). **Note**: A Calculated Field used by a SLO, Trigger, or Board cannot be deleted without removing or modifying the SLO, Trigger, or Board first. - [Get a Calculated Field](https://docs.honeycomb.io/api/calculated-fields/get-a-calculated-field.md) - [List all Calculated Fields](https://docs.honeycomb.io/api/calculated-fields/list-all-calculated-fields.md): Get all the Calculated Fields (also called Derived Columns) in a dataset or environment. With the `?alias=X` query parameter, can return a single Calculated Field by its `alias`. - [Update a Calculated Field](https://docs.honeycomb.io/api/calculated-fields/update-a-calculated-field.md): Update a Calculated Field (also called a Derived Column). - [Create a Column](https://docs.honeycomb.io/api/columns/create-a-column.md): Create a column by providing corresponding details for that type. - [Delete a Column](https://docs.honeycomb.io/api/columns/delete-a-column.md): Delete a column. **Note**: Deleted columns are no longer queryable, but data in existing permalinks (query results and trace views) will remain stored and available at those links. - [Get a Column](https://docs.honeycomb.io/api/columns/get-a-column.md) - [List all Columns](https://docs.honeycomb.io/api/columns/list-all-columns.md): Get all the Columns in a dataset or environment. Use `__all__` as the dataset slug to retrieve all Columns across all datasets in the environment (not available for classic environments). - [Update a Column](https://docs.honeycomb.io/api/columns/update-a-column.md): Update a column - [Get all Dataset Definitions](https://docs.honeycomb.io/api/dataset-definitions/get-all-dataset-definitions.md): Get all definitions for a Dataset. The response returns an object with a Dataset Definition for each set Dataset Definition type. - [Set or Update Dataset Definitions](https://docs.honeycomb.io/api/dataset-definitions/set-or-update-dataset-definitions.md): Set or update one or more definitions for a Dataset. **Note**: While the PATCH payload can include the `column_type`, Honeycomb does not use this field when updating Dataset Definitions. - [Create a Dataset](https://docs.honeycomb.io/api/datasets/create-a-dataset.md): Create a Dataset in the environment associated with your API key. If a Dataset already exists by that name (or slug), then the existing dataset will be returned. - [Delete a Dataset](https://docs.honeycomb.io/api/datasets/delete-a-dataset.md): Deletes the Dataset. This is an irreversible operation. It may take several minutes for the deletion process to complete. - [Get a Dataset](https://docs.honeycomb.io/api/datasets/get-a-dataset.md): Get a single Dataset by slug. - [List All Datasets](https://docs.honeycomb.io/api/datasets/list-all-datasets.md): Lists all Datasets for an environment. **Note**: For Honeycomb Classic users, all datasets in Classic are returned. - [Update a Dataset](https://docs.honeycomb.io/api/datasets/update-a-dataset.md): Update a Dataset's settings. - [Create an Environment](https://docs.honeycomb.io/api/environments/create-an-environment.md) - [Delete an Environment](https://docs.honeycomb.io/api/environments/delete-an-environment.md): This deletes and immediately deactivates the Environment. This is an irreversible operation. - [Get an Environment](https://docs.honeycomb.io/api/environments/get-an-environment.md) - [List all Environments](https://docs.honeycomb.io/api/environments/list-all-environments.md) - [Update an Environment](https://docs.honeycomb.io/api/environments/update-an-environment.md) - [Errors](https://docs.honeycomb.io/api/errors.md): Handle Honeycomb API errors using standard HTTP status codes and structured error responses. - [Create an Event](https://docs.honeycomb.io/api/events/create-an-event.md): Using this endpoint for anything more than testing is highly discouraged. - [Create Events](https://docs.honeycomb.io/api/events/create-events.md): Supports batch creation of events. - [Welcome](https://docs.honeycomb.io/api/introduction.md): Build integrations and automate workflows with the Honeycomb API. Programmatically manage datasets, queries, triggers, SLOs, environments, API keys, and more. - [Create an API Key](https://docs.honeycomb.io/api/key-management/create-an-api-key.md): This creates an API Key, which will return the API Key components in the response. The Key ID will be found at `data.id` and the Key Secret will be found at `data.attributes.secret`. For security reasons the Key Secret will only be available during creation so make sure to save it. - [Delete an API Key](https://docs.honeycomb.io/api/key-management/delete-an-api-key.md): This deletes and immediately deactivates the API Key. This is an irreversible operation. - [Get an API Key](https://docs.honeycomb.io/api/key-management/get-an-api-key.md): Fetches an environment API Key, either a key of type `ingest` or type `configuration` based on the ID given. - [List all API Keys](https://docs.honeycomb.io/api/key-management/list-all-api-keys.md): List all API Keys for a Team. - [Update an API Key](https://docs.honeycomb.io/api/key-management/update-an-api-key.md): Updates an API Key. The expected attributes depend on the key type: - **Ingest Keys** (prefix `hcxik_`): Support `name` and `enabled` attributes - **Configuration Keys** (prefix `hcxlk_`): Support `name`, `enabled`, and `permissions` attributes - [Create Kinesis Events](https://docs.honeycomb.io/api/kinesis-events/create-kinesis-events.md): This endpoint processes events and metrics coming from AWS through Kinesis Firehose. - [Create a Marker Setting](https://docs.honeycomb.io/api/marker-settings/create-a-marker-setting.md) - [Delete a Marker Setting](https://docs.honeycomb.io/api/marker-settings/delete-a-marker-setting.md) - [Get a Marker Setting](https://docs.honeycomb.io/api/marker-settings/get-a-marker-setting.md) - [Update a Marker Setting](https://docs.honeycomb.io/api/marker-settings/update-a-marker-setting.md): A marker setting's `type` may not be changed after creation. - [Create a Marker](https://docs.honeycomb.io/api/markers/create-a-marker.md): Create a Marker in the specified dataset. To create an environment marker, use the `__all__` keyword and an API key associated with the desired environment. - [Delete a Marker](https://docs.honeycomb.io/api/markers/delete-a-marker.md) - [List All Markers](https://docs.honeycomb.io/api/markers/list-all-markers.md): Lists all Markers for a dataset. - [Update a Marker](https://docs.honeycomb.io/api/markers/update-a-marker.md): Update a Marker in the specified dataset. To update an environment marker, use the `__all__` keyword and an API key associated with the desired environment. - [Pagination](https://docs.honeycomb.io/api/pagination.md): Navigate paginated Honeycomb API responses using cursor-based pagination. - [Permissions](https://docs.honeycomb.io/api/permissions.md): Reference for required API key types and permission scopes for each Honeycomb API endpoint group - [Create a Query](https://docs.honeycomb.io/api/queries/create-a-query.md): Create a query from a specification. DOES NOT run the query to retrieve results. - [Get a Query](https://docs.honeycomb.io/api/queries/get-a-query.md): Retrieve a query by its ID. - [Create a Query Annotation](https://docs.honeycomb.io/api/query-annotations/create-a-query-annotation.md): Create a Query Annotation for the specified query ID. - [Delete a Query Annotation](https://docs.honeycomb.io/api/query-annotations/delete-a-query-annotation.md): Delete a Query Annotation by specifying its ID. - [Get a Query Annotation](https://docs.honeycomb.io/api/query-annotations/get-a-query-annotation.md): Get a Query Annotation by its ID. - [List Query Annotations](https://docs.honeycomb.io/api/query-annotations/list-query-annotations.md): List all Query Annotations in the specified dataset. - [Update a Query Annotation](https://docs.honeycomb.io/api/query-annotations/update-a-query-annotation.md): Update a Query Annotation by specifying its ID. The Query ID associated with the Query Annotation cannot be updated. Partial updates are not supported. - [Create a Query Result](https://docs.honeycomb.io/api/query-data/create-a-query-result.md): Kick off processing of a Query to then get back the Query Results. Once the Query Result has been created, the query will be run asynchronously, allowing the result data to be fetched from the GET query result endpoint. A maximum duration of 7 days of data can be queried. Any queries with a `start_t… - [Get Query Result](https://docs.honeycomb.io/api/query-data/get-query-result.md): Get the Query Result details for a specific Query Result ID. This endpoint is used to fetch the results of a query that had previously been created. It is recommended to follow the Location header included in the Create Query Result output, but the URL can also be constructed manually with the <q… - [Rate Limits](https://docs.honeycomb.io/api/rate-limit.md): Find out how Honeycomb API rate limits work, which response headers tell you your current usage, and how to handle 429 rate-limited errors. - [Create a Recipient](https://docs.honeycomb.io/api/recipients/create-a-recipient.md): Unlike many resources, Recipients are not linked to a specific Environment or Dataset. The Recipient will be created for the Team associated with your API key. The `details` fields will vary depending on the `type` of Recipient. Use the drop-down to view the specific fields for each `type` value. Be… - [Delete a Recipient](https://docs.honeycomb.io/api/recipients/delete-a-recipient.md): Delete a recipient by specifying the recipient ID. A Recipient can only be deleted if it is NOT in use by any Triggers or Burn Alerts associated to the team. - [Get a single Recipient](https://docs.honeycomb.io/api/recipients/get-a-single-recipient.md): Retrieve a Recipient by recipient ID. - [List all Recipients](https://docs.honeycomb.io/api/recipients/list-all-recipients.md): Retrieve all recipients for a team. - [Update a Recipient](https://docs.honeycomb.io/api/recipients/update-a-recipient.md): Update a Recipient by specifying the recipient ID and full recipient details. (Partial PUT is not supported.) Updates to the Recipient Type is not supported. For example, changing an existing Recipient from PagerDuty to Email is not allowed. **Important**: Modifying an existing recipient will change… - [Get SLO History](https://docs.honeycomb.io/api/reporting/get-slo-history.md): Get a weekly breakdown of historical data for a list of SLOs for a given time range. - [Create a Map Dependency Request](https://docs.honeycomb.io/api/service-maps/create-a-map-dependency-request.md): Create a Map Dependency Request. - [Get Map Dependencies](https://docs.honeycomb.io/api/service-maps/get-map-dependencies.md): Get the dependencies for a previously created Map Dependencies Request. Note: This endpoint returns a single page of results and uses pagination. Even if you specified a large limit in the initial POST request, you will receive up to the page size limit per request and must use the pagination links… - [Create an SLO](https://docs.honeycomb.io/api/slos/create-an-slo.md): Create an SLO on the provided dataset. - [Delete an SLO](https://docs.honeycomb.io/api/slos/delete-an-slo.md): Delete an SLO by specifying its ID. - [Get all SLOs](https://docs.honeycomb.io/api/slos/get-all-slos.md): Get all SLOs for a dataset or environment (using `__all__`). This action returns any SLOs, including those applied with multiple datasets. - [Get an SLO](https://docs.honeycomb.io/api/slos/get-an-slo.md): Get an SLO by ID. - [Get SLO Hourly Counts History](https://docs.honeycomb.io/api/slos/get-slo-hourly-counts-history.md): Get hourly-bucketed total and error event counts for an SLO from the persistent historical store. Use this endpoint to retrieve completed historical hours; pair with the [Get SLO Realtime Counts endpoint](https://api-docs.honeycomb.io/api/slos/getslorealtimecounts/) for the current in-progress hour. - [Get SLO Realtime Counts](https://docs.honeycomb.io/api/slos/get-slo-realtime-counts.md): Get per-minute success and failure event counts for an SLO, updated approximately once per minute from a rolling 24-hour window. - [Update an SLO](https://docs.honeycomb.io/api/slos/update-an-slo.md): Update an SLO by specifying its ID and full SLO details. - [Create a Trigger](https://docs.honeycomb.io/api/triggers/create-a-trigger.md): Create a trigger on the provided dataset or environment. - [Delete a Trigger](https://docs.honeycomb.io/api/triggers/delete-a-trigger.md): Delete a trigger by specifying the trigger ID. The body of the DELETE request should be empty. - [Get a Trigger](https://docs.honeycomb.io/api/triggers/get-a-trigger.md): Fetch details for a single Trigger by Trigger ID. - [Get Triggers Associated with a Recipient](https://docs.honeycomb.io/api/triggers/get-triggers-associated-with-a-recipient.md): List all triggers that will alert a given Recipient. **Important:** This request will return all Triggers associated with the specific Recipient across your entire Honeycomb team rather than being scoped to a dataset or environment. - [List All Triggers](https://docs.honeycomb.io/api/triggers/list-all-triggers.md): List all triggers on the provided dataset or environment. - [Update a Trigger](https://docs.honeycomb.io/api/triggers/update-a-trigger.md): Update a trigger by specifying the trigger ID and the same fields used when creating a new trigger. - [Configure Honeycomb](https://docs.honeycomb.io/configure.md): Set up and manage your Honeycomb Teams, Environments, and Datasets. - [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. - [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 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 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. - [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. - [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 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 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. - [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. - [Log in with SAML SSO](https://docs.honeycomb.io/configure/teams/configure-access/log-in-with-saml-sso.md): Access a Honeycomb Team that requires SAML SSO authentication, whether you are a new user accepting an invitation or an existing user switching login methods. - [SAML Certificate Rotation](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. - [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 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. - [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. - [Investigate Team Activity](https://docs.honeycomb.io/configure/teams/investigate-activity.md): Use Honeycomb features with team activity logs to track configuration changes, audit resource access, and monitor how your team uses Honeycomb. - [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. - [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 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 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 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. - [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. - [Get Started](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. - [Observability Fundamentals](https://docs.honeycomb.io/get-started/basics/observability.md): Build a foundation in the concepts of modern observability: high cardinality, distributed tracing, and structured events, and how they apply to debugging production systems. - [Observability Concepts](https://docs.honeycomb.io/get-started/basics/observability/concepts.md): Explore the core concepts behind observability at Honeycomb. - [Core Analysis Loop](https://docs.honeycomb.io/get-started/basics/observability/concepts/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. - [Distributed Tracing](https://docs.honeycomb.io/get-started/basics/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. - [eBPF](https://docs.honeycomb.io/get-started/basics/observability/concepts/ebpf.md): Extend the Linux kernel to collect observability, security, and networking data without changing kernel source code or loading additional modules. - [Events, Metrics, and Logs](https://docs.honeycomb.io/get-started/basics/observability/concepts/events-metrics-logs.md): Compare structured events, metrics, and logs side by side, and see why Honeycomb's event-based model gives you more debugging power than metrics or logs alone. - [High Cardinality](https://docs.honeycomb.io/get-started/basics/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/basics/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. - [Services](https://docs.honeycomb.io/get-started/basics/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. - [Introduction to Observability](https://docs.honeycomb.io/get-started/basics/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. - [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 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. - [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 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 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. - [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, how overages are predicted and handled, and how data retention works across your plan. - [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 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. - [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. - [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 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. - [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. - [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. - [Honeycomb 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. - [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. - [Anthropic Usage & Cost Monitoring](https://docs.honeycomb.io/integrations/anthropic-usage-monitoring.md): Monitor Anthropic API token consumption, feature usage, and cost attribution in real time using a custom OpenTelemetry collector and Honeycomb Board Templates. - [Integrations for Amazon Web Services (AWS)](https://docs.honeycomb.io/integrations/aws.md): Send logs, metrics, and traces from your AWS services to Honeycomb using CloudWatch, Lambda, S3, Kinesis, and other AWS-native collection methods. - [Connect to Honeycomb with AWS PrivateLink](https://docs.honeycomb.io/integrations/aws-privatelink.md): Send telemetry to Honeycomb over a private AWS network connection without exposing traffic to the public internet using AWS PrivateLink. - [Send Data from AWS via AWS CloudFormation](https://docs.honeycomb.io/integrations/aws/aws-cloudformation.md): Set up Honeycomb's AWS integrations using AWS CloudFormation as your IaC method to provision the resources needed to send data to Honeycomb. - [Send Data from AWS via HashiCorp Terraform](https://docs.honeycomb.io/integrations/aws/hashicorp-terraform.md): Set up Honeycomb's AWS integrations using HashiCorp Terraform as your IaC method to provision the resources needed to send data to Honeycomb. - [How Honeycomb's AWS Integrations Work](https://docs.honeycomb.io/integrations/aws/how-aws-integrations-work.md): Find out how Honeycomb's AWS integrations collect logs and metrics, which AWS services use which collection methods, and how the data flows to Honeycomb. - [Send Data from AWS Lambda](https://docs.honeycomb.io/integrations/aws/lambda.md): Choose how to instrument your AWS Lambda functions and send telemetry to Honeycomb: the OpenTelemetry Lambda Layer or the Honeycomb Lambda Extension. - [Export Data with AWS Lambda + Honeycomb Lambda Extension](https://docs.honeycomb.io/integrations/aws/lambda/honeycomb-lambda-extension.md): Receive log messages from your Lambda function and send them to Honeycomb as events using the Honeycomb Lambda Extension, available as a layer or container. - [Export Data with AWS Lambda Layer + OpenTelemetry](https://docs.honeycomb.io/integrations/aws/lambda/opentelemetry.md): Instrument your Lambda functions with the AWS-managed OpenTelemetry Lambda Layer and export trace data asynchronously to Honeycomb without blocking function execution. - [Generate Traces from Build Pipelines](https://docs.honeycomb.io/integrations/build-pipelines.md): Generate distributed traces from your CI/CD build pipelines using Honeycomb's Buildevents tool and analyze build performance in Honeycomb. - [Open Source Contributions](https://docs.honeycomb.io/integrations/community-contrib.md): Find integrations contributed by the Honeycomb community, including open source connectors, exporters, and tools built by users and partners. - [Integrations Directory](https://docs.honeycomb.io/integrations/directory.md): Search the full directory of available Honeycomb integrations to find connectors for your infrastructure, platforms, and tooling. - [Gate Deployments with GitHub Actions Deployment Protection Rules](https://docs.honeycomb.io/integrations/github-deployment-protection-rules.md): Use Honeycomb query data to automatically gate deployments in GitHub Actions workflows, promoting or blocking based on real telemetry. - [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. - [Integrate to Send Logs to Honeycomb](https://docs.honeycomb.io/integrations/logs.md): Send logs to Honeycomb from Fastly, Fluentd, Logstash, and other log producers using native integrations or the OpenTelemetry Collector. - [Stream Logs from Fastly](https://docs.honeycomb.io/integrations/logs/fastly.md): Stream logs from your Fastly CDN to Honeycomb using Fastly's log streaming feature for deeper visibility into your content distribution system behavior. - [Forward Fluentd Data](https://docs.honeycomb.io/integrations/logs/fluentd.md): Forward structured logs from Fluentd to Honeycomb using Fluentd's out_http plugin or the OpenTelemetry Collector for richer telemetry context. - [Filter and Send Logstash Data](https://docs.honeycomb.io/integrations/logs/logstash.md): Fork your Logstash pipeline to send a copy of all log traffic to Honeycomb using Logstash's flexible plugin architecture and HTTP output plugin. - [Honeycomb Model Context Protocol (MCP)](https://docs.honeycomb.io/integrations/mcp.md): Connect AI agents to your Honeycomb observability data using the Honeycomb MCP server, an implementation of the open Model Context Protocol standard. - [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. - [Connecting AI Agents to Honeycomb MCP](https://docs.honeycomb.io/integrations/mcp/configuration-guide.md): Connect your AI agent to the Honeycomb MCP Server using OAuth or API key authentication, with step-by-step setup for popular MCP hosts. - [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. - [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. - [Integrate to Send Metrics to Honeycomb](https://docs.honeycomb.io/integrations/metrics.md): Send metrics to Honeycomb from CloudWatch, Prometheus, HashiCorp Consul, Nomad, and Vault using the OpenTelemetry Collector or native metric streams. - [Send Metrics from AWS CloudWatch](https://docs.honeycomb.io/integrations/metrics/aws-cloudwatch.md): Stream AWS CloudWatch metrics to Honeycomb using Kinesis Data Firehose to get real-time visibility into your AWS infrastructure alongside your traces and logs. - [Send Metrics from HashiCorp Consul](https://docs.honeycomb.io/integrations/metrics/hashicorp-consul.md): Configure HashiCorp Consul to export metrics to the OpenTelemetry Collector and send them to Honeycomb for visibility into your service networking layer. - [Send Metrics from HashiCorp Nomad](https://docs.honeycomb.io/integrations/metrics/hashicorp-nomad.md): Configure HashiCorp Nomad to export metrics to the OpenTelemetry Collector and send them to Honeycomb for visibility into your workload scheduler. - [Send Metrics from HashiCorp Vault](https://docs.honeycomb.io/integrations/metrics/hashicorp-vault.md): Configure HashiCorp Vault to export metrics to the OpenTelemetry Collector and send them to Honeycomb for visibility into your secrets management infrastructure. - [Send Metrics from Prometheus Clients](https://docs.honeycomb.io/integrations/metrics/prometheus.md): Scrape metrics from your Prometheus client endpoints using the OpenTelemetry Collector and send them to a Honeycomb dataset for analysis. - [Integrate to Send Traces to Honeycomb](https://docs.honeycomb.io/integrations/traces.md): Send trace data to Honeycomb from service meshes, API gateways, and other infrastructure technologies without application-level instrumentation. - [Send Data from Service Meshes and API Gateways](https://docs.honeycomb.io/integrations/traces/service-meshes-api-gateways.md): Collect tracing data from service meshes and API gateways in your production infrastructure and send it to Honeycomb without modifying application code. - [Investigate](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. - [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. - [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. - [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. - [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. - [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. - [Ask Questions with Canvas](https://docs.honeycomb.io/investigate/canvas.md): Ask questions about your telemetry in natural language and get interactive visualizations back. Canvas combines conversational AI with Honeycomb's query engine to speed up investigations. - [Investigate Alerts with Canvas](https://docs.honeycomb.io/investigate/canvas/alert-investigation.md): Jump from a firing Trigger or SLO alert directly into an AI-powered Canvas investigation that automatically queries your data and surfaces the likely cause. - [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. - [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. - [Define a Query via JSON](https://docs.honeycomb.io/investigate/collaborate/share-query/define-query-json.md): Define Honeycomb queries in JSON to use with the Query API, Boards API, Triggers API, and query template links. Reference for supported syntax and structure. - [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. - [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 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. - [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 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. - [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. - [Create Custom Boards](https://docs.honeycomb.io/investigate/observe/boards.md): Create centralized workspaces in Honeycomb to organize queries, monitor SLOs, collaborate with teammates, and save visualizations for reuse and sharing. - [Customize Boards](https://docs.honeycomb.io/investigate/observe/boards/customize.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 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. - [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. - [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. - [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. - [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. - [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. - [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](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. - [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. - [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. - [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. - [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. - [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. - [Query Math](https://docs.honeycomb.io/investigate/query/math.md): Build queries from multiple statements, perform math between them, and visualize the final result. - [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. - [Manage Data Volume](https://docs.honeycomb.io/manage-data-volume.md): Keep costs predictable and queries fast by filtering telemetry, configuring sampling, and right-sizing your Refinery cluster for your data volume. - [Metrics-to-Event Mapping](https://docs.honeycomb.io/manage-data-volume/adjust-granularity/metrics-event-mapping.md): Find out how Honeycomb converts incoming metrics data points into events, including how data points are combined and stored in the columnar data store. - [Manage Metrics Events](https://docs.honeycomb.io/manage-data-volume/adjust-granularity/metrics-events.md): Control how many events your metrics data generates in Honeycomb by adjusting capture intervals, label counts, and which metrics you send. - [Filter Processor for OpenTelemetry Collector](https://docs.honeycomb.io/manage-data-volume/filter/filter-processor.md): Filter spans, metrics, and logs based on conditions before they reach Honeycomb using the OpenTelemetry Collector filter processor. - [Sampling](https://docs.honeycomb.io/manage-data-volume/sample.md): Choose the right sampling strategy for your telemetry data. Compare head sampling and tail sampling and find out which approach fits your system and cost goals. - [When to Sample](https://docs.honeycomb.io/manage-data-volume/sample/guidelines.md): Get Honeycomb's recommendations for when sampling makes sense, why it reduces costs without sacrificing insight, and which sampling approach fits your use case. - [Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery.md): Deploy and operate Refinery, Honeycomb's trace-aware, tail-based sampling proxy. Set up your cluster, define sampling rules, and monitor performance. - [Configure Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery/configure.md): Customize your Refinery configuration with general settings, peer management, and storage options beyond the default installation values. - [Monitor Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery/monitor.md): Use Refinery's built-in metrics to monitor cluster health, identify performance bottlenecks, and decide when to adjust your configuration or sampling rules. - [Specify Sampling Methods in Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery/sampling-methods.md): Define how Refinery samples your traces. Learn how to combine multiple sampling methods for more precise control over which data you keep. - [Scale and Size Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery/scale-size.md): Size and scale your Refinery cluster using Honeycomb's recommended configuration options and the Refinery Operations Board Template to track performance. - [Set Up Honeycomb Refinery](https://docs.honeycomb.io/manage-data-volume/sample/honeycomb-refinery/set-up.md): Install and configure Refinery for the first time, connect it to your data pipeline, and prepare it to start making tail-based sampling decisions. - [Sampled Data in Honeycomb](https://docs.honeycomb.io/manage-data-volume/sample/sampled-data-in-honeycomb.md): Find out how Honeycomb adjusts query results to account for sample rate and what to keep in mind when working with sampled data in your datasets. - [Notify](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. - [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. - [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. - [Service Level Objectives (SLOs)](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. - [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. - [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. - [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. - [Triggers](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. - [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. - [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. - [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. - [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. - [Honeycomb Private Cloud](https://docs.honeycomb.io/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 Architecture](https://docs.honeycomb.io/private-cloud/architecture.md): Find out how Honeycomb Private Cloud is architected, including AWS services used, infrastructure components, scaling, networking, and high availability. - [Honeycomb Private Cloud Deployment Models](https://docs.honeycomb.io/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/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. - [Calculated Field Formula Reference](https://docs.honeycomb.io/reference/calculated-field-formula.md): Reference for calculated field syntax, operators, and functions, with example formulas to use as inspiration when building your own calculated fields. - [Type Conversion in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/cast.md): Type conversion functions available for calculated field formulas in Honeycomb, including INT, FLOAT, STR, and BOOL casts. - [Comparison Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/comparison.md): Comparison functions available for calculated field formulas in Honeycomb, including LT, GT, LTE, GTE, EQ, and NEQ for values and strings. - [Conditional Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/conditional.md): Conditional functions available for calculated field formulas in Honeycomb, including IF, ELSE, and related boolean expression operators. - [Calculated Field Example Formulas](https://docs.honeycomb.io/reference/calculated-field-formula/example-formulas.md): Example calculated field formulas covering common use cases in Honeycomb, to use as a starting point when building your own. - [Logical Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/logical.md): Logical and boolean functions available for calculated field formulas in Honeycomb, including AND, OR, NOT, and EXISTS. - [Math Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/math.md): Math functions available for calculated field formulas in Honeycomb, including SUM, AVG, CEIL, FLOOR, and arithmetic operators. - [String Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/string.md): String functions available for calculated field formulas in Honeycomb, including CONCAT, LOWERCASE, LENGTH, MATCH, and CONTAINS. - [Calculated Field Syntax](https://docs.honeycomb.io/reference/calculated-field-formula/syntax.md): Syntax rules, operators, and supported value types for calculated field formulas in Honeycomb Datasets and Environments. - [Time Functions in Calculated Fields](https://docs.honeycomb.io/reference/calculated-field-formula/time.md): Time functions available for calculated field formulas in Honeycomb, including UNIX_TIMESTAMP, DATE_STRING, and duration helpers. - [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. - [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. - [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 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 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 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. - [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. - [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. - [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. - [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. - [Keyboard Shortcuts](https://docs.honeycomb.io/reference/honeycomb-ui/keyboard-shortcuts.md): Keyboard shortcuts available in the Honeycomb UI, organized by context. Shortcut availability changes based on where you are in the interface. - [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. - [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. - [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. - [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. - [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. - [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](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. - [Triggers](https://docs.honeycomb.io/reference/honeycomb-ui/triggers.md): Reference for the Triggers page in the Honeycomb UI, which lists your configured Triggers. - [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. - [Security & Compliance](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. - [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 Intelligence](https://docs.honeycomb.io/security-compliance/honeycomb-intelligence.md): Find out how Honeycomb approaches AI feature development and what is included in Honeycomb Intelligence, our suite of AI-powered features. - [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. - [Send Data to Honeycomb](https://docs.honeycomb.io/send-data.md): Instrument your applications or infrastructure and send telemetry to Honeycomb. Start with OpenTelemetry or connect a pre-instrumented system. - [Send Android Data to Honeycomb](https://docs.honeycomb.io/send-data/android.md): Instrument your Android application with the Honeycomb OpenTelemetry Android SDK and send telemetry to Honeycomb to monitor real device performance. - [Attributes in the Honeycomb OpenTelemetry Android SDK](https://docs.honeycomb.io/send-data/android/attributes.md): Reference the standard attributes the Honeycomb OpenTelemetry Android SDK automatically adds to spans, covering environment, runtime, device, and SDK version data. - [Symbolicate Android Stack Traces with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/android/symbolicate.md): Use the Proguard processor in the OpenTelemetry Collector to replace obfuscated names in Android stack traces with readable symbols for easier debugging. - [Send Data from Amazon Web Services (AWS)](https://docs.honeycomb.io/send-data/aws.md): Collect telemetry from AWS workloads, including Lambda, ECS, and other services, and send it to Honeycomb for analysis. - [Send Data from Azure](https://docs.honeycomb.io/send-data/azure.md): Collect telemetry from Azure workloads, including App Services, Function Apps, Service Bus, and Cosmos DB, and send it to Honeycomb for analysis. - [Send Data with the OpenTelemetry .NET SDK](https://docs.honeycomb.io/send-data/dotnet.md): Instrument your .NET application with the OpenTelemetry .NET SDK and send traces, logs, and metrics to Honeycomb. - [Send Data from Google Cloud Platform](https://docs.honeycomb.io/send-data/gcp.md): Collect telemetry from GCP workloads, including Cloud Run, Cloud Functions, App Engine, and Compute Engine, and send it to Honeycomb for analysis. - [Send Data to Honeycomb with Go](https://docs.honeycomb.io/send-data/go.md): Explore available methods for sending telemetry from your Go application to Honeycomb. - [Send Logs with Libhoney for Go](https://docs.honeycomb.io/send-data/go/libhoney.md): Send structured events to Honeycomb from your Go application using Libhoney, Honeycomb's low-level structured logging library for the Events API. - [Send Data with the OpenTelemetry Go SDK](https://docs.honeycomb.io/send-data/go/opentelemetry-sdk.md): Instrument your Go application with the OpenTelemetry Go SDK and send traces and metrics to Honeycomb. - [Send iOS Data to Honeycomb with Swift](https://docs.honeycomb.io/send-data/ios.md): Instrument your iOS application with the Honeycomb OpenTelemetry Swift SDK and send telemetry to Honeycomb to monitor real device performance. - [Attributes in the Honeycomb OpenTelemetry Swift SDK](https://docs.honeycomb.io/send-data/ios/attributes.md): Reference the standard attributes the Honeycomb OpenTelemetry Swift SDK automatically adds to spans. - [Symbolicate iOS Stack Traces with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/ios/symbolicate.md): Use the dSYM processor in the OpenTelemetry Collector to replace obfuscated names in iOS stack traces with readable symbols for easier debugging. - [Send Data to Honeycomb with Java](https://docs.honeycomb.io/send-data/java.md): Explore available methods for sending telemetry from your Java application to Honeycomb. - [Send Logs with Libhoney for Java](https://docs.honeycomb.io/send-data/java/libhoney.md): Send structured events to Honeycomb from your Java application using Libhoney, Honeycomb's low-level structured logging library for the Events API. - [Send Data with the OpenTelemetry Java Agent](https://docs.honeycomb.io/send-data/java/opentelemetry-agent.md): Instrument your Java application with the OpenTelemetry Java Agent and send traces, logs, and metrics to Honeycomb with minimal code changes. - [Instrument Frontend Web Applications with OpenTelemetry](https://docs.honeycomb.io/send-data/javascript-browser.md): Instrument your frontend web application with the Honeycomb OpenTelemetry Web SDK to capture Core Web Vitals and user interactions and send them to Honeycomb. - [Symbolicate JavaScript Stack Traces with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/javascript-browser/symbolicate.md): Use the source map processor in the OpenTelemetry Collector to resolve minified JavaScript stack traces into readable symbols for easier debugging. - [Send Data to Honeycomb with Node.js](https://docs.honeycomb.io/send-data/javascript-nodejs.md): Explore available methods for sending telemetry from your Node.js application to Honeycomb. - [Send Logs with Libhoney for JavaScript](https://docs.honeycomb.io/send-data/javascript-nodejs/libhoney.md): Send structured events to Honeycomb from your JavaScript application using Libhoney, Honeycomb's low-level structured logging library for the Events API. - [Send Data with the OpenTelemetry JavaScript SDK](https://docs.honeycomb.io/send-data/javascript-nodejs/opentelemetry-sdk.md): Instrument your Node.js application with the OpenTelemetry JavaScript SDK and send traces, logs, and metrics to Honeycomb. - [Send Data from Kubernetes](https://docs.honeycomb.io/send-data/kubernetes.md): Instrument your Kubernetes cluster with OpenTelemetry and send traces, logs, and metrics to Honeycomb to monitor workload performance and health. - [Add Automatic Instrumentation (Low Code)](https://docs.honeycomb.io/send-data/kubernetes/opentelemetry/add-automatic-instrumentation.md): Install the OpenTelemetry Operator for Kubernetes to automatically inject instrumentation into your deployed applications with minimal code changes. - [Send Data from Instrumented Code to Collectors](https://docs.honeycomb.io/send-data/kubernetes/opentelemetry/collect-instrumented-code.md): Configure your OpenTelemetry-instrumented applications to export telemetry to the Collectors running in your Kubernetes cluster. - [OpenTelemetry's Kubernetes Components](https://docs.honeycomb.io/send-data/kubernetes/opentelemetry/components.md): Reference the OpenTelemetry Collector components used to gather data from Kubernetes, including receivers, processors, and exporters for cluster telemetry. - [Create a Telemetry Pipeline](https://docs.honeycomb.io/send-data/kubernetes/opentelemetry/create-telemetry-pipeline.md): Set up an OpenTelemetry Collector pipeline for your Kubernetes cluster and start sending traces, logs, and metrics to Honeycomb in under 10 minutes. - [Send Events with the Kubernetes Objects Receiver](https://docs.honeycomb.io/send-data/kubernetes/send-events-objects-receiver.md): Send Kubernetes Events to Honeycomb using the OpenTelemetry Kubernetes Objects Receiver, even if your applications are not instrumented with OpenTelemetry. - [Send Logs with OpenTelemetry's Filelog Receiver](https://docs.honeycomb.io/send-data/kubernetes/send-logs-filelog-receiver.md): Send container logs from your Kubernetes cluster to Honeycomb using the OpenTelemetry Filelog Receiver, even without application-level instrumentation. - [Honeycomb for LLMs](https://docs.honeycomb.io/send-data/llm.md): Instrument LLM-powered applications with OpenTelemetry and send telemetry to Honeycomb to monitor model behavior, latency, and output quality in production. - [Send Logs to Honeycomb](https://docs.honeycomb.io/send-data/logs.md): Parse and send OpenTelemetry, structured, and unstructured logs to Honeycomb and start querying them with high cardinality alongside your traces and metrics. - [Send Logs with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/logs/collector.md): Use the OpenTelemetry Collector to collect and structure logs from Fluentd, AWS, Azure, Cloudflare, MongoDB, and other sources before sending them to Honeycomb. - [Send Logs with OpenTelemetry](https://docs.honeycomb.io/send-data/logs/opentelemetry.md): Send logs to Honeycomb using OpenTelemetry and correlate them with your traces for richer debugging context. - [Send Logs from OpenTelemetry SDKs](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk.md): Configure an OpenTelemetry SDK to produce structured logs directly from your application and send them to Honeycomb, correlated with your existing traces. - [Example: Send OpenTelemetry Logs with the OpenTelemetry .NET SDK](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk/dotnet.md): Configure the OpenTelemetry .NET SDK logger provider to send structured logs from your .NET application to Honeycomb or an OpenTelemetry Collector. - [Example: Send OpenTelemetry Logs with the OpenTelemetry Go SDK](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk/go.md): Configure the OpenTelemetry Go SDK to send structured logs from your Go application to Honeycomb or a Collector. - [Example: Send OpenTelemetry Logs with the OpenTelemetry Java SDK](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk/java.md): Configure the OpenTelemetry Java SDK or Java agent to intercept log messages from your logging framework and send them to Honeycomb as structured OTLP logs. - [Example: Send OpenTelemetry Logs with the OpenTelemetry JavaScript SDK](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk/javascript.md): Configure the OpenTelemetry JavaScript SDK to send structured logs from your JavaScript application to Honeycomb or a Collector. - [Example: Send OpenTelemetry Logs with the OpenTelemetry Python SDK](https://docs.honeycomb.io/send-data/logs/opentelemetry/sdk/python.md): Configure the OpenTelemetry Python SDK logger provider to send structured logs from your Python application to Honeycomb or a Collector. - [Send Structured Logs to Honeycomb](https://docs.honeycomb.io/send-data/logs/structured.md): Send structured logs to Honeycomb and query them with high cardinality alongside your traces and metrics. - [Send Structured Logs with Honeytail](https://docs.honeycomb.io/send-data/logs/structured/honeytail.md): Tail, parse, and send existing structured log files to Honeycomb with Honeytail, Honeycomb's lightweight log ingestion agent. - [Send JSON Logs](https://docs.honeycomb.io/send-data/logs/structured/json.md): Ingest and backfill JSON log files into Honeycomb using Honeytail. Learn how Honeycomb handles nested JSON structures. - [Send Application Logs with Libhoney](https://docs.honeycomb.io/send-data/logs/structured/libhoney.md): Create and send structured application logs to Honeycomb using Libhoney, Honeycomb's suite of low-level structured logging libraries for multiple languages. - [Send MySQL Logs](https://docs.honeycomb.io/send-data/logs/structured/mysql.md): Parse MySQL logs with Honeytail and send them to Honeycomb to analyze database query patterns, slow queries, and traffic across your application. - [Send NGINX Logs](https://docs.honeycomb.io/send-data/logs/structured/nginx.md): Parse NGINX logs with Honeytail and send them to Honeycomb to analyze web traffic, request patterns, and service activity across your infrastructure. - [Send Logs with OpenTelemetry](https://docs.honeycomb.io/send-data/logs/structured/opentelemetry.md): Send structured logs to Honeycomb from your applications using OpenTelemetry SDKs or route them through the OpenTelemetry Collector. - [Send Other Webserver Logs](https://docs.honeycomb.io/send-data/logs/structured/other-webserver.md): Parse Apache, HAProxy, and other webserver logs with Honeytail using a customized NGINX parser configuration and send them to Honeycomb. - [Send PostgreSQL Logs](https://docs.honeycomb.io/send-data/logs/structured/postgresql.md): Parse PostgreSQL logs with Honeytail and send them to Honeycomb to analyze database query patterns, slow queries, and traffic across your application. - [Send Unstructured Logs to Honeycomb](https://docs.honeycomb.io/send-data/logs/unstructured.md): Explore available methods to send unstructured logs to Honeycomb. - [Send Logs with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/logs/unstructured/collector.md): Use the OpenTelemetry Collector to collect, parse, and structure unstructured logs from Fluentd, AWS, Azure, and other sources before sending them to Honeycomb. - [Send Unstructured Logs with Honeytail + Custom Regex](https://docs.honeycomb.io/send-data/logs/unstructured/honeytail-regex.md): Parse unstructured log files using custom regular expressions and Honeytail, then send the parsed events to Honeycomb for high-cardinality querying. - [Send Metrics to Honeycomb](https://docs.honeycomb.io/send-data/metrics.md): Send application and system metrics to Honeycomb and query them alongside your traces and logs. - [Send Application Metrics to Honeycomb](https://docs.honeycomb.io/send-data/metrics/application.md): Instrument your application with OpenTelemetry SDKs to create counters, histograms, and gauges, and send metrics to Honeycomb for analysis. - [Send System Metrics with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/metrics/system.md): Deploy the OpenTelemetry Collector as a host agent to collect system metrics on a regular interval and send them to Honeycomb for analysis. - [Send Data with OpenTelemetry](https://docs.honeycomb.io/send-data/opentelemetry.md): Instrument your applications with OpenTelemetry, the open-source standard for collecting telemetry, and send traces, logs, and metrics to Honeycomb. - [Send Data with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/opentelemetry/collector.md): Deploy the OpenTelemetry Collector as a vendor-agnostic pipeline to gather traces, logs, and metrics from your instrumented applications and send them to Honeycomb. - [Handle Sensitive Information with the OpenTelemetry Collector](https://docs.honeycomb.io/send-data/opentelemetry/collector/handle-sensitive-information.md): Filter and redact PII, credit card numbers, and other sensitive data from your telemetry before it leaves your OpenTelemetry Collector instance. - [Symbolicating Javascript Stack Traces](https://docs.honeycomb.io/send-data/opentelemetry/collector/symbolication.md): Resolve minified JavaScript stack traces into readable symbols using a processor in your OpenTelemetry Collector before sending them to Honeycomb. - [Send Data to Honeycomb with Python](https://docs.honeycomb.io/send-data/python.md): Explore available methods for sending telemetry from your Python application to Honeycomb. - [Send Logs with Libhoney for Python](https://docs.honeycomb.io/send-data/python/libhoney.md): Send structured events to Honeycomb from your Python application using Libhoney, Honeycomb's low-level structured logging library for the Events API. - [Send Data with the OpenTelemetry Python SDK](https://docs.honeycomb.io/send-data/python/opentelemetry-sdk.md): Instrument your Python application with the OpenTelemetry Python SDK and send traces, logs, and metrics to Honeycomb. - [Instrument React Native Applications with OpenTelemetry](https://docs.honeycomb.io/send-data/react-native.md): Instrument your React Native application with the Honeycomb OpenTelemetry React Native SDK to detect slow renders and send telemetry to Honeycomb. - [Send Data to Honeycomb with Ruby](https://docs.honeycomb.io/send-data/ruby.md): Explore available methods for sending telemetry from your Ruby application to Honeycomb. - [Send Logs with Libhoney for Ruby](https://docs.honeycomb.io/send-data/ruby/libhoney.md): Send structured events to Honeycomb from your Ruby application using Libhoney, Honeycomb's low-level structured logging library for the Events API. - [Send Data with the OpenTelemetry Ruby SDK](https://docs.honeycomb.io/send-data/ruby/opentelemetry-sdk.md): Instrument your Ruby application with the OpenTelemetry Ruby SDK and send traces to Honeycomb. - [Add Context](https://docs.honeycomb.io/send-data/standardize/add-context.md): Add metadata to your traces using span annotations to capture additional context, attach performance metrics, and correlate data across distributed systems. - [Add Custom Instrumentation](https://docs.honeycomb.io/send-data/standardize/add-custom-instrumentation.md): Extend automatic OpenTelemetry instrumentation with custom spans, attributes, and events to capture the specific application behavior you need in Honeycomb. - [Honeycomb Dataset Fields](https://docs.honeycomb.io/send-data/standardize/honeycomb-dataset-fields.md): Reference Honeycomb's standard dataset fields by dataset type. - [Map Your Data](https://docs.honeycomb.io/send-data/standardize/map-data.md): Map your dataset fields to Honeycomb's standard source fields manually or automatically, so visualizations like the trace waterfall work correctly. - [Transform Your Data](https://docs.honeycomb.io/send-data/standardize/transform-data.md): Transform your data without making permanent changes to your dataset by defining calculated fields in Honeycomb. - [Honeycomb Telemetry Pipeline](https://docs.honeycomb.io/send-data/telemetry-pipeline.md): Collect, refine, and route metrics, logs, and traces to any destination with the Honeycomb Telemetry Pipeline, an OpenTelemetry-native pipeline tool. - [Pipeline Manager Destinations](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations.md): Browse available destinations for the Honeycomb Telemetry Pipeline Manager to route telemetry data to Honeycomb, S3, and other targets. Enterprise add-on. - [AWS S3](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/aws-s3.md) - [Azure Blob Storage](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/azure-blob.md) - [Bindplane Gateway](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/bindplane-gateway.md) - [Honeycomb](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/honeycomb.md) - [Honeycomb](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/honeycomb-enhance-indexing-s3.md): Export logs and traces to AWS S3 with automatic field indexing for efficient rehydration and querying in Honeycomb. - [Honeycomb Refinery](https://docs.honeycomb.io/send-data/telemetry-pipeline/destinations/honeycomb-refinery.md) - [Enhance with Archive](https://docs.honeycomb.io/send-data/telemetry-pipeline/enhance.md): Store full-fidelity, unsampled telemetry in Amazon S3 and rehydrate it on-demand in Honeycomb for deep-dive investigations beyond your retention window. - [Set Up an Amazon S3 Archive with AWS Console](https://docs.honeycomb.io/send-data/telemetry-pipeline/enhance/aws-console-setup.md): Use the AWS Management Console to configure your Amazon S3 bucket for trace and log rehydration in Honeycomb. - [Collector Export to Amazon S3 Archive](https://docs.honeycomb.io/send-data/telemetry-pipeline/enhance/collector-export-s3.md): Configure an OpenTelemetry Collector to export unsampled trace and log data to Amazon S3 with field-based indexing for fast, cost-effective rehydration in Honeycomb. - [Set Up an Amazon S3 Archive with Terraform](https://docs.honeycomb.io/send-data/telemetry-pipeline/enhance/terraform-setup.md): Use Terraform to configure an Amazon S3 bucket for trace and log rehydration in Honeycomb. - [Install Pipeline Manager](https://docs.honeycomb.io/send-data/telemetry-pipeline/install.md): Set up the Honeycomb Telemetry Pipeline Manager to start collecting and routing telemetry from your infrastructure. - [Pipeline Manager](https://docs.honeycomb.io/send-data/telemetry-pipeline/manager.md): Collect, refine, and route metrics, logs, and traces to any destination with Pipeline Manager, Honeycomb's enterprise-grade OpenTelemetry pipeline tool. - [Pipeline Manager Processors](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors.md): Browse processors for the Honeycomb Telemetry Pipeline Manager to transform, filter, and enrich telemetry before it reaches its destination. Enterprise add-on. - [Add Fields](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/add-fields.md) - [Batch](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/batch.md) - [Coalesce](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/coalesce.md) - [Compute Metric Statistics](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/compute-metric-stats.md) - [Concat](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/concat.md) - [Copy Field](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/copy-field.md) - [Count Telemetry](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/count-telemetry.md) - [Custom](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/custom.md) - [Deduplicate Logs](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/deduplicate-logs.md) - [Delete Empty Values](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/delete-empty-values.md) - [Delete Fields](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/delete-fields.md) - [Resource Detection](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/detect-resource.md) - [Extract Metric](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/extract-metric.md) - [Filter by Condition](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-condition.md) - [Filter by Field](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-field.md) - [Filter HTTP Status](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-http-status.md) - [Filter Metric Name](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-metric-name.md) - [Filter by Regex](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-regex.md) - [Filter Severity](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/filter-by-severity.md) - [Google SecOps Standardization](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/google-secops-standardization.md) - [Group by Attributes](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/group-by-attributes.md) - [Log Sampling](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/log-sampling.md) - [Lookup Fields](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/lookup-fields.md) - [Marshal](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/marshal.md) - [Mask Sensitive Data](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/mask-sensitive-data.md) - [Move Field](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/move-field.md) - [Parse CSV](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-csv.md) - [Parse JSON](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-json.md) - [Parse Key Value](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-key-value.md) - [Parse with Regex](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-regex.md) - [Parse Severity](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-severity.md) - [Parse Timestamp](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-timestamp.md) - [Parse XML](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/parse-xml.md) - [Processor Impact on Agent Performance](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/performance.md) - [Redact Sensitive Data](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/redact-sensitive-data.md) - [Rename Field](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/rename-field.md) - [Rename Metric](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/rename-metric.md) - [Resource Detection](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/resource-detection.md) - [Rewrite Timestamp](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/rewrite-timestamp.md) - [Split](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/split.md) - [Transform](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/transform.md) - [Unroll](https://docs.honeycomb.io/send-data/telemetry-pipeline/processors/unroll.md) - [Pipeline Manager Sources](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources.md): Browse available sources for the Honeycomb Telemetry Pipeline Manager to connect infrastructure, logs, metrics, and traces to your pipeline. Enterprise add-on. - [Active Directory](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/active-directory.md) - [Aerospike](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/aerospike.md) - [Apache Combined](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/apache-combined.md) - [Apache Common](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/apache-common.md) - [Apache HTTP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/apache-http.md) - [Apache Spark](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/apache-spark.md) - [AWS Cloudwatch](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/aws-cloudwatch.md) - [AWS S3 Event](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/aws-s3-event.md) - [AWS S3 Rehydration](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/aws-s3-rehydration.md) - [Azure Blob Rehydration](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/azure-blob-rehydration.md) - [Azure Blob Storage](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/azure-blob-storage.md) - [Azure Event Hub](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/azure-event-hub.md) - [Cassandra](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cassandra.md) - [Cisco ASA](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cisco-asa.md) - [Cisco Catalyst](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cisco-catalyst.md) - [Cisco Meraki](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cisco-meraki.md) - [Cloudflare](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cloudflare.md): Receive logs from Cloudflare LogPush jobs - [CockroachDB](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/cockroachdb.md) - [Common Event Format](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/common-event-format.md) - [Couchbase](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/couchbase.md) - [CouchDB](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/couchdb.md) - [Crowdstrike FDR](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/crowdstrike-fdr.md) - [CSV](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/csv.md) - [Custom](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/custom.md) - [Elasticsearch](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/elasticsearch.md) - [F5 BIG-IP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/f5-big-ip.md) - [File](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/filelog.md) - [Filestats](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/filestats.md) - [Fluent Forward](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/fluent-forward.md) - [Google Cloud PubSub](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/google-cloud-pubsub.md) - [Google Cloud Storage Rehydration](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/google-cloud-storage-rehydration.md) - [Hadoop](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/hadoop.md) - [HAProxy](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/haproxy.md) - [HBase](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/hbase.md) - [Honeycomb Telemetry Pipeline](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/honeycomb-telemetry-pipeline.md) - [Honeycomb Telemetry Pipeline Agent](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/honeycomb-telemetry-pipeline-agent.md) - [Honeycomb Telemetry Pipeline Gateway](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/honeycomb-telemetry-pipeline-gateway.md) - [Host Metrics](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/host-metrics.md) - [HTTP Check](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/http-check.md) - [HTTP Log](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/http-log.md) - [JBoss](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/jboss.md) - [Journald](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/journald.md) - [JVM](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/jvm.md) - [Kafka Cluster](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kafka-cluster.md) - [Kafka Node](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kafka-node.md) - [Kafka OTLP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kafka-otlp.md) - [Kubernetes Cluster Events](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kubernetes-cluster-events.md): Retrieve cluster events as logs - [Kubernetes Cluster Metrics](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kubernetes-cluster-metrics.md): Collect cluster level metrics from the Kubernetes API - [Kubernetes Container Logs](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kubernetes-container-logs.md): Read container logs from Kubernetes nodes - [Kubernetes Kubelet Metrics](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kubernetes-kubelet-metrics.md): 'Collector node, pod, container, and volume metrics from Kubernetes nodes' - [Kubernetes Prometheus Node](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/kubernetes-prometheus-metrics.md): Retrieve metrics from Kubernetes pods using service discovery - [Logstash](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/logstash.md) - [macOS](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/macos.md) - [macOS Unified Logging](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/macos-unified-logging.md) - [Microsoft 365](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/microsoft-365.md) - [Microsoft IIS](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/microsoft-iis.md) - [Microsoft SQL Server](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/microsoft-sql-server.md) - [MongoDB](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/mongodb.md) - [MongoDB Atlas](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/mongodb-atlas.md) - [MySQL](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/mysql.md) - [NetFlow](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/netflow.md) - [Nginx](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/nginx.md) - [Okta](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/okta.md): Collect System Logs from Okta - [OpenTelemetry (OTLP)](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/opentelemetry.md) - [Oracle Database](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/oracle-database.md) - [Packet Capture](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/packet-capture.md) - [PgBouncer](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/pgbouncer.md) - [PostgreSQL](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/postgresql.md) - [Prometheus](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/prometheus.md) - [RabbitMQ](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/rabbitmq.md) - [Redis](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/redis.md) - [SAP HANA](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/sap-hana.md) - [SAP NetWeaver](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/sap-netweaver.md) - [Solr](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/solr.md) - [Splunk (HEC)](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/splunk-hec.md) - [Splunk Search API](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/splunk-search-api.md) - [Splunk (TCP)](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/splunk-tcp.md) - [SQL Query](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/sql-query.md) - [StatsD](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/statsd.md) - [Syslog](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/syslog.md) - [TCP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/tcp.md) - [Telemetry Generator](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/telemetry-generator.md) - [Tomcat](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/tomcat.md) - [Ubiquiti](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/ubiquiti.md) - [UDP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/udp.md) - [VMware ESXi](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/vmware-esxi.md) - [VMware vCenter](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/vmware-vcenter.md) - [W3C](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/w3c.md) - [WildFly](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/wildfly.md) - [Windows DHCP](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/windows-dhcp.md) - [Windows Event Trace (ETW)](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/windows-event-trace-etw.md) - [Windows Events](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/windows-events.md) - [ZooKeeper](https://docs.honeycomb.io/send-data/telemetry-pipeline/sources/zookeeper.md) - [Send Traces to Honeycomb](https://docs.honeycomb.io/send-data/traces.md): Send trace data to Honeycomb using OpenTelemetry, and start analyzing distributed request flows across your services. - [Trace Integrations](https://docs.honeycomb.io/send-data/traces/integrations.md): Connect Honeycomb to service meshes, API gateways, and other infrastructure technologies to collect and send trace data to Honeycomb. - [Send Traces with OpenTelemetry](https://docs.honeycomb.io/send-data/traces/opentelemetry.md): Configure OpenTelemetry in your application to generate and export trace data to Honeycomb using the OTLP exporter. - [Troubleshoot](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. - [Common Issues with Honeycomb Alerts](https://docs.honeycomb.io/troubleshoot/common-issues/alerts.md): Troubleshoot common problems with Honeycomb SLOs and Triggers, 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 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 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 - [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 Queries](https://docs.honeycomb.io/troubleshoot/common-issues/queries.md): Troubleshoot common problems with Query Builder, Query Assistant, and Calculated Fields, including unexpected results, slow queries, and formula 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 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 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. - [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. - [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. - [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](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. - [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 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. - [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 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. - [Migrate from Honeycomb Classic to Environments](https://docs.honeycomb.io/troubleshoot/product-lifecycle/recommended-migrations/migrate-from-honeycomb-classic.md): Move from Honeycomb Classic datasets to the current Environments data model, and take advantage of services and relational structures. - [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 .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. - [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 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 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. - [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 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 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. - [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. - [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. ## OpenAPI Specs - [openapi-public](https://docs.honeycomb.io/api/openapi-public.yaml) ## Optional - [Changelog](https://changelog.honeycomb.io/) - [Status](https://status.honeycomb.io/) - [Blog](https://www.honeycomb.io/blog)