[
  {
    "id": "signoz-docs-1",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/introduction/",
    "excerpt": "Send Traces and APM Data",
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  },
  {
    "id": "signoz-docs-2",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/instrumentation/overview.md",
    "excerpt": "Follow a single request across all microservices with a flamegraph view that shows every span, its duration, and parent-child relationships.",
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  },
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    "id": "signoz-docs-3",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/instrumentation/overview.md",
    "excerpt": "Search and filter traces by service, operation, duration, or any span attribute.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-4",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/instrumentation/overview.md",
    "excerpt": "Visualize dependencies between services, databases, and messaging systems, and spot which endpoint is receiving failed calls, sized by incoming call rate.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
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    "id": "signoz-docs-5",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/instrumentation/overview.md",
    "excerpt": "Analyze how requests flow through a sequence of services or spans and identify drop-off points.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-6",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/logs-management/overview.md",
    "excerpt": "Collect logs from files, stdout, FluentBit/FluentD/Logstash, OpenTelemetry SDKs, HTTP endpoints, and cloud services.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-7",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/logs-management/overview.md",
    "excerpt": "Search, filter, and analyze logs with List, Time Series, and Table views. Stream live logs in real time.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-8",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/logs-management/overview.md",
    "excerpt": "Parse, transform, and enrich logs before storage using SigNoz's functional pipeline builder.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-9",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/logs-management/overview.md",
    "excerpt": "Set up alerts on log patterns, counts, or attribute values.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-10",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/metrics-management/overview.md",
    "excerpt": "Collect metrics from applications, infrastructure, and existing Prometheus setups. SigNoz also derives APM metrics from traces automatically.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-11",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/metrics-management/overview.md",
    "excerpt": "Use the Metrics Explorer to query and visualize data with a visual builder or advanced query languages like PromQL and ClickHouse SQL.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-12",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Build panels in a dedicated editor: seven panel types with a live preview, switchable mid-edit without losing your formatting, units or thresholds.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-13",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Filter everything with variables: dynamic, query, custom and textbox variables.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-14",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Drill down from any panel: jump into the underlying logs and traces, break out by an attribute, create an alert seeded from the panel, or download it as PNG, SVG or CSV.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-15",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Publish a dashboard publicly: a separate flow that generates a public URL anyone can open without logging in.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-16",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Manage dashboards as code",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-17",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/dashboards/overview.md",
    "excerpt": "Edit a dashboard as JSON: read, copy, download or hand-edit the whole spec in the app, without going through the API.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-18",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/migration/migrate-from-datadog-to-signoz.md",
    "excerpt": "Complete guide to migrating from Datadog to SigNoz. How to migrate metrics, traces/APM, logs, dashboards, and alerts.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-19",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/migration/migrate-from-datadog-to-signoz.md",
    "excerpt": "The process can be done incrementally—you can migrate one signal type at a time while running both platforms in parallel.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-20",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/migration/migrate-from-datadog-to-signoz.md",
    "excerpt": "Bridge Solution: Datadog Receiver",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-21",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/manage/administrator-guide/iam/roles.md",
    "excerpt": "Roles are the core unit of access control in SigNoz. A role groups transactions together — when a principal is assigned a role, they receive all the transactions that role contains.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-22",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/manage/administrator-guide/iam/service-accounts.md",
    "excerpt": "Service accounts provide a secure way to grant programmatic API access to SigNoz without tying credentials to individual users. Use them for CI/CD pipelines, automation scripts, external integrations",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-23",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/llm-observability.md",
    "excerpt": "Your application emits gen_ai.* spans and metrics through standard OpenTelemetry libraries, exports them over OTLP, and SigNoz stores and queries them next to the rest of your application telemetry.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-24",
    "tier": "claimed-docs",
    "url": "https://signoz.io/skill.md",
    "excerpt": "SigNoz publishes Agent Skills that teach AI coding assistants to work with SigNoz: search the docs, generate queries over traces, logs, and metrics, write ClickHouse queries, create and modify dashboards, manage alerts and saved Explorer views",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-25",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/ai/signoz-mcp-server.md",
    "excerpt": "Connect Claude, Cursor, Copilot, and other AI agents to SigNoz via MCP for natural language access to metrics, logs, traces, and alerts.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-26",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/ai/use-cases.md",
    "excerpt": "Investigate What Changed After a Deploy",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-27",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/ai/use-cases.md",
    "excerpt": "Tune a Noisy Alert",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-docs-28",
    "tier": "claimed-docs",
    "url": "https://signoz.io/docs/ai/use-cases.md",
    "excerpt": "Dashboard Creation from Natural Language",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-gh-1",
    "tier": "github",
    "url": "https://github.com/SigNoz/signoz",
    "excerpt": "Free open-source SigNoz that runs in your own infrastructure. Deploy with Docker, Kubernetes, or Linux and keep full control of your data plane.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-gh-2",
    "tier": "github",
    "url": "https://github.com/SigNoz/signoz",
    "excerpt": "Monitor service latency, error rate, throughput, Apdex, top endpoints, database calls, and external calls.",
    "fetchedAt": "2026-09-15T17:28:07.006Z"
  },
  {
    "id": "signoz-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=33049046",
    "excerpt": "Wanted to give signoz a try, but the sheer amount of services in the docker-compose file discouraged me, especially having to reconfigure them all to work with my setup (network, traefik, etc.).",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=33049046",
    "excerpt": "I tried installation on Windows 10 via Rancher-Desktop using 'other platform' docs but ran into issues with dependencies on sh/bash. Are there any windows specific instructions?",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=33049046",
    "excerpt": "This will be the 3rd or 4th time I have looked at the docs to figure out basic setup. Each time, I look for how it can report CPU/Memory/Disk of systems at large, but all I find is application-stack integration. The documentation has a huge hole for basic host-level metrics.",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39560215",
    "excerpt": "I would love to self host this for a small project, but looking at the self hosting option, there's more containers there than my whole application.",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=38074535",
    "excerpt": "All content that resides under the 'ee/' directory of this repository, if that directory exists, is licensed under the license defined in 'ee/LICENSE' — doesn't that make it 'open-core'?",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34500822",
    "excerpt": "What schema does SigNoz use with Clickhouse? ...I found out that accessing map attributes is much slower (10-50x) compared to regular columns. I expected some slow down but this is too much.",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34500822",
    "excerpt": "Keeping Vector out of the benchmark game shows that Signoz couldn't beat it.",
    "fetchedAt": "2026-09-15T17:32:52.085Z"
  },
  {
    "id": "signoz-probe-1",
    "tier": "probe",
    "url": "https://signoz.io/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://signoz.io/llms.txt # SigNoz\n\n> SigNoz Cloud brings your traces, metrics, and logs into one OpenTelemetry-native platform. Simple usage-base",
    "fetchedAt": "2026-09-15T17:38:25.994Z"
  },
  {
    "id": "signoz-probe-2",
    "tier": "probe",
    "url": "https://signoz.io/docs/introduction/.md",
    "excerpt": "PROBE docs-md: HTTP 200 at https://signoz.io/docs/introduction/.md # Welcome to SigNoz Docs\n\nLearn about SigNoz, an open-source observability platform that helps you monitor your applicat",
    "fetchedAt": "2026-09-15T17:38:25.994Z"
  },
  {
    "id": "signoz-probe-3",
    "tier": "probe",
    "url": "https://signoz.io/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://signoz.io/openapi.json, https://signoz.io/swagger.json, https://signoz.io/api/openapi.json, https://signoz.io/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T17:38:25.994Z"
  },
  {
    "id": "signoz-probe-4",
    "tier": "probe",
    "url": "https://signoz.io/docs/ai/signoz-mcp-server/",
    "excerpt": "official MCP server documented at https://signoz.io/docs/ai/signoz-mcp-server/",
    "fetchedAt": "2026-09-15T17:38:25.994Z"
  }
]
