[
  {
    "id": "motherduck-docs-1",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Connect to MotherDuck using official drivers and APIs for various programming languages.",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-2",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Install the DuckDB CLI and connect directly to MotherDuck",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-3",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Run Python jobs on a schedule for ingest, transformation, and operational tasks",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-4",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Generate interactive, shareable dashboards from natural language prompts",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-5",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Analyze your data with natural language using the remote MCP Server",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-6",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Load your data from other databases and object storage",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-7",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/integrations/transformation/dbt.md",
    "excerpt": "The only change needed for motherduck is the path: setting.",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-8",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/authenticating-and-connecting-to-motherduck/authenticating-to-motherduck.md",
    "excerpt": "you can securely save your credentials locally",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-9",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/authenticating-and-connecting-to-motherduck/authenticating-to-motherduck.md",
    "excerpt": "You can limit MotherDuck's ability to interact with your local environment using SaaS Mode",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-10",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/sharing-data.md",
    "excerpt": "Grant read access to users or roles for multi-tenant applications and collaboration.",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-11",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/sharing-data.md",
    "excerpt": "Limit which tables and views a Share exposes with an include pattern.",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-12",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "Execute read-only and read-write SQL against your databases",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-13",
    "tier": "claimed-docs",
    "url": "https://github.com/motherduckdb/mcp-server-motherduck",
    "excerpt": "Local MCP server for DuckDB and MotherDuck",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-14",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "Build a Dive with a chart of our top 10 products by sales volume. Use MotherDuck's brand colors",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-15",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "Add a filter for the US region only",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-16",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started.md",
    "excerpt": "Upload a local DuckDB database file to MotherDuck cloud storage.",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-17",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/concepts/architecture-and-capabilities.md",
    "excerpt": "Use any Postgres-compatible tool, no DuckDB install needed",
    "fetchedAt": "2026-09-06T23:58:15.143Z"
  },
  {
    "id": "motherduck-docs-18",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started.md",
    "excerpt": "Develop and iterate locally, then share and scale in the cloud when you need it.",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-19",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/integrations/transformation/dbt.md",
    "excerpt": "dbt-duckdb is the adapter which allows dbt to use DuckDB and MotherDuck.",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-20",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/authenticating-and-connecting-to-motherduck/authenticating-to-motherduck.md",
    "excerpt": "If you are using Python or CLI and don't want to authenticate every session, you can securely save your credentials locally.",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-21",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/authenticating-and-connecting-to-motherduck/authenticating-to-motherduck.md",
    "excerpt": "You can limit MotherDuck's ability to interact with your local environment using \\`SaaS Mode\\`",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-22",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "For local DuckDB databases, custom configurations, or self-hosted scenarios, use the local MCP server",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-23",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "you iterate conversationally (\"add a filter for US region\", \"switch to a bar chart\") and the Viewer updates in place.",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-24",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/mcp-getting-started.md",
    "excerpt": "Attach this db 'md:_share/hacker_news/de11a0e3-9d68-48d2-ac44-40e07a1d496b' give me some analytics.",
    "fetchedAt": "2026-09-07T00:00:14.263Z"
  },
  {
    "id": "motherduck-docs-25",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/concepts/architecture-and-capabilities.md",
    "excerpt": "DuckDB SDKs: Python, Node.js, Go, Rust, R, Java",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-26",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/mcp-getting-started.md",
    "excerpt": "The MotherDuck remote MCP Server lets you analyze your data using natural language and generate interactive visualizations, all without writing SQL.",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-27",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "you can refine it through conversation: \"Add a filter for the US region only\"",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-28",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "use the **local MCP server** (mcp-server-motherduck)",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-29",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/loading-data-into-motherduck.md",
    "excerpt": "Load a DuckDB database into MotherDuck: Upload a local DuckDB database file to MotherDuck cloud storage.",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-30",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "Read and write Guides \u2014 markdown documents that capture your org's metric definitions, join conventions, and domain context, so agents produce accurate SQL without repetitive prompting",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-31",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "To restrict your AI assistant to read-only access, see Restricting to read-only access",
    "fetchedAt": "2026-09-07T00:01:36.314Z"
  },
  {
    "id": "motherduck-docs-32",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/integrations/transformation/dbt.md",
    "excerpt": "The only change needed for motherduck is the `path:` setting.",
    "fetchedAt": "2026-09-07T00:22:25.192Z"
  },
  {
    "id": "motherduck-docs-33",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/authenticating-and-connecting-to-motherduck/authenticating-to-motherduck.md",
    "excerpt": "You can limit MotherDuck's ability to interact with your local environment using `SaaS Mode`",
    "fetchedAt": "2026-09-07T00:22:25.192Z"
  },
  {
    "id": "motherduck-docs-34",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/concepts/architecture-and-capabilities.md",
    "excerpt": "Sub-100ms cold start with read replicas for horizontal scaling",
    "fetchedAt": "2026-09-07T00:22:25.192Z"
  },
  {
    "id": "motherduck-docs-35",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "You iterate conversationally (_\"add a filter for US region\"_, _\"switch to a bar chart\"_) and the Viewer updates in place.",
    "fetchedAt": "2026-09-07T00:22:25.192Z"
  },
  {
    "id": "motherduck-docs-36",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/getting-started/",
    "excerpt": "Use DuckLake to build a data lake on top of your own files",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-37",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/sharing-data.md",
    "excerpt": "You can securely share data in MotherDuck.",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-38",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "The remote MCP server exposes both read-only and read-write tools.",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-39",
    "tier": "claimed-docs",
    "url": "https://motherduck.com",
    "excerpt": "Size each instance to its job, Pulse through Giga.",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-40",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/ai-and-motherduck/dives/",
    "excerpt": "Change the chart to a stacked bar chart",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-41",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/product/pricing/",
    "excerpt": "Moving to MotherDuck, a billed by-the-second cloud offering is a no-brainer for us, considering the elegance and efficiency of a single node system compared to traditional OLAP solutions.",
    "fetchedAt": "2026-09-07T00:24:32.674Z"
  },
  {
    "id": "motherduck-docs-42",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/loading-data-into-motherduck.md",
    "excerpt": "Learn to load a table from your PostgreSQL or MySQL database into MotherDuck.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-43",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/integrations/cloud-storage/amazon-s3.md",
    "excerpt": "Secrets are scoped to your user account and are not shared with other users in your organization.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-44",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/about-motherduck/billing/monitoring-usage.md",
    "excerpt": "MotherDuck provides SQL views and a billing dashboard to help you understand your compute and storage consumption.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-45",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/product/ducklake/",
    "excerpt": "Spin up a fully managed lakehouse with MotherDuck handling both metadata and storage, or bring your own cloud object storage.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-46",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/query-performance.md",
    "excerpt": "read scaling adds read-only Ducklings so concurrent users don't queue behind each other.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-47",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/key-tasks/sharing-data.md",
    "excerpt": "Sharing data with specific preset roles or accounts in your organization. This is popular with data application builders that need to isolate tenants.",
    "fetchedAt": "2026-09-07T01:10:49.206Z"
  },
  {
    "id": "motherduck-docs-48",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/integrations/cloud-storage/amazon-s3.md",
    "excerpt": "You can safely store your Amazon S3 credentials in MotherDuck for convenience by creating a SECRET object",
    "fetchedAt": "2026-09-07T01:12:45.623Z"
  },
  {
    "id": "motherduck-docs-49",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/sql-reference/mcp.md",
    "excerpt": "With the remote MCP server, your agent can: - Execute read-only and read-write SQL against your databases",
    "fetchedAt": "2026-09-07T01:12:45.623Z"
  },
  {
    "id": "motherduck-docs-50",
    "tier": "claimed-docs",
    "url": "https://motherduck.com",
    "excerpt": "Size each instance to its job, Pulse through Giga. Backfill on a Mega instance, run dbt workloads on a Standard, let end users query a fleet of Pulses.",
    "fetchedAt": "2026-09-07T01:12:45.623Z"
  },
  {
    "id": "motherduck-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=33617176",
    "excerpt": "A user was confused whether MotherDuck was a real product: \"Is it this thing? So it's a non existent service that has 47m in funding? Or am I missing something.\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=33610218",
    "excerpt": "User confusion: \"What is the relationship between DuckDB, DuckDB Labs, DuckDB Foundation, and Motherduck? Sorry for asking, but I'm really confused looking at all the websites.\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=36436589",
    "excerpt": "User reaction to the MotherDuck launch: \"Wow this is extremely cool and exciting news, looking forward to kick the tires. Congrats to the whole DuckDB team!\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=36436589",
    "excerpt": "Positive reaction to MotherDuck's hybrid local/remote query execution: \"It's time to run local and remote queries, yay!\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-5",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43782406",
    "excerpt": "Feedback on MotherDuck's Instant SQL feature: the constant re-running and flashing red errors at nearly every keystroke while writing a query is distracting (\"my brain goes into troubleshooting vs thinking mode\").",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-6",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43782406",
    "excerpt": "A user in a heavily regulated workplace with monitored data usage welcomed news that MotherDuck/DuckDB UI team is considering a fully offline mode.",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-7",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43782406",
    "excerpt": "Praise for MotherDuck's CTE inspection feature in Instant SQL: \"CTE inspection is amazing. I spend too much time doing that manually.\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-8",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43782406",
    "excerpt": "User confusion about product scope: \"Will this be available in duckdb -ui? Is mother duck editor features available on-prem? My understanding is that mother duck is a data warehouse sass.\"",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-comm-9",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43782406",
    "excerpt": "Bug report trying the preview UI: got \"Failed to download extension 'ui'... (HTTP 403)\" when running duckdb -ui, unclear if blocked or misconfigured.",
    "fetchedAt": "2026-09-07T00:27:22.735Z"
  },
  {
    "id": "motherduck-probe-1",
    "tier": "probe",
    "url": "https://motherduck.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://motherduck.com/llms.txt # MotherDuck\n\nMotherDuck is a modern serverless data warehouse built on DuckDB. It's faster and significantly less expen",
    "fetchedAt": "2026-09-07T00:27:50.015Z"
  },
  {
    "id": "motherduck-probe-2",
    "tier": "probe",
    "url": "https://motherduck.com/docs/getting-started/.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://motherduck.com/docs/getting-started/.md",
    "fetchedAt": "2026-09-07T00:27:50.015Z"
  },
  {
    "id": "motherduck-probe-3",
    "tier": "probe",
    "url": "https://motherduck.com/openapi.json",
    "excerpt": "PROBE openapi: HTTP 200 at https://motherduck.com/openapi.json \u2014 contains \"openapi\" key",
    "fetchedAt": "2026-09-07T00:27:50.015Z"
  },
  {
    "id": "motherduck-probe-4",
    "tier": "probe",
    "url": "https://motherduck.com/docs/sql-reference/mcp/",
    "excerpt": "official MCP server documented at https://motherduck.com/docs/sql-reference/mcp/",
    "fetchedAt": "2026-09-07T00:27:50.015Z"
  },
  {
    "id": "motherduck-probe-5",
    "tier": "probe",
    "url": "https://duckdb.org/docs/installation/",
    "excerpt": "official CLI documented at https://duckdb.org/docs/installation/",
    "fetchedAt": "2026-09-07T00:27:50.015Z"
  },
  {
    "id": "motherduck-probe-rt-1",
    "tier": "probe",
    "url": "https://motherduck.com/docs/concepts/architecture-and-capabilities/",
    "excerpt": "PROBE runtime (recorded 2026-09-06): the engine under MotherDuck ran FULLY keyless on a laptop \u2014 `duckdb -c` built a 1,000,000-row table and ran an aggregate GROUP BY (4 regions \u00d7 250,000 rows with summed revenue) in one command, a REAL analytical roundtrip with zero accounts or configuration.",
    "fetchedAt": "2026-09-07T00:33:24.000Z"
  },
  {
    "id": "motherduck-probe-rt-2",
    "tier": "probe",
    "url": "https://github.com/motherduckdb/mcp-server-motherduck",
    "excerpt": "PROBE runtime (recorded 2026-09-06): the official mcp-server-motherduck (pypi, via uvx) completed a FULL keyless stdio initialize handshake (serverInfo mcp-server-motherduck 1.0.8) against an in-memory DuckDB, then executed a REAL analytical SQL query through MCP tools/call execute_query \u2014 an aggregate GROUP BY returning 2 rows with counts and sums \u2014 the complete agent path with no MotherDuck account.",
    "fetchedAt": "2026-09-07T00:33:24.000Z"
  },
  {
    "id": "motherduck-probe-rt-3",
    "tier": "probe",
    "url": "https://motherduck.com/docs/sql-reference/mcp/",
    "excerpt": "PROBE runtime (recorded 2026-09-06): a keyless JSON-RPC initialize POST to the hosted remote MCP server https://api.motherduck.com/mcp returned HTTP 401 with WWW-Authenticate Bearer resource_metadata=https://api.motherduck.com/.well-known/oauth-protected-resource/mcp \u2014 the managed MCP endpoint is live and speaks the MCP OAuth flow.",
    "fetchedAt": "2026-09-07T00:33:24.000Z"
  },
  {
    "id": "motherduck-probe-rt-4",
    "tier": "probe",
    "url": "https://motherduck.com/llms.txt",
    "excerpt": "PROBE runtime (recorded 2026-09-06): MotherDuck publishes an agentskills.io-conformant discovery manifest at /.well-known/agent-skills/index.json (schema schemas.agentskills.io/discovery/0.2.0) listing machine-readable skills with digests, alongside /.well-known/mcp.json and an every-page-as-markdown convention \u2014 agent-oriented docs as a first-class surface.",
    "fetchedAt": "2026-09-07T00:33:24.000Z"
  },
  {
    "id": "motherduck-supp-free-plan",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/about-motherduck/billing/pricing/",
    "excerpt": "Pricing docs: \"New users who sign up for MotherDuck and create an organization automatically get access to a 7-day Free Trial without entering a credit card\"; afterwards \"you can continue with the Lite plan (no credit card required)\" which includes \"10 GB of free storage\" and free monthly compute.",
    "fetchedAt": "2026-09-07T01:42:38.000Z"
  },
  {
    "id": "motherduck-supp-cost-controls",
    "tier": "claimed-docs",
    "url": "https://motherduck.com/docs/about-motherduck/billing/monitoring-usage/",
    "excerpt": "Billing docs, \"Monitoring usage and costs\": \"MotherDuck provides SQL views and a billing dashboard to help you understand your compute and storage consumption... query your usage data, interpret the results in the context of your bill, and identify opportunities to reduce costs\"; per-user isolated Ducklings pin each workload to a fixed instance size (\"Duckling sizes\"), and idle instances shut down automatically (zero idle cost).",
    "fetchedAt": "2026-09-07T01:42:38.000Z"
  }
]