[
  {
    "id": "dagster-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/build/assets",
    "excerpt": "An asset definition is a description, in code, of an asset that should exist and how to produce and update that asset.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/getting-started/installation",
    "excerpt": "you can scaffold a new project with the create-dagster CLI (recommended)",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/test/asset-checks",
    "excerpt": "Ensure a particular column doesn't contain null values\n*   Verify that a tabular asset adheres to a specified schema\n*   Check if an asset's data needs refreshing",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/automate/schedules",
    "excerpt": "Schedules enable automated execution of jobs at specified intervals.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/automate/sensors",
    "excerpt": "Sensors enable you to take action in response to events that occur either internally within Dagster or in external systems.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/automate/declarative-automation",
    "excerpt": "Declarative Automation is a framework that uses information about the status of your assets and their dependencies to launch executions of your assets.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/dbt",
    "excerpt": "Use Dagster's UI or APIs to run subsets of your dbt models, seeds, and snapshots.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/airbyte/airbyte-oss",
    "excerpt": "Using this integration, you can trigger Airbyte syncs and orchestrate your Airbyte connections from within Dagster",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/fivetran",
    "excerpt": "provides a FivetranAccountComponent which can be used to easily represent Fivetran connectors as assets in Dagster",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/dlt",
    "excerpt": "provides a DltLoadCollectionComponent which can be used to easily represent a collection of dlt sources and pipelines as assets in Dagster",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/monitor/alerts",
    "excerpt": "Dagster+ alerts can notify you of critical events occurring in your deployment so you can catch potential issues early",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/deployment/oss/deployment-options/docker",
    "excerpt": "A typical Dagster Docker deployment includes a several long-running containers: one for the webserver, one for the daemon, and one for each code location.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/getting-started/ai-tools/skills",
    "excerpt": "Dagster maintains an AI skill that gives coding agents better context and patterns for building Dagster projects.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/getting-started/ai-tools/dagster-mcp",
    "excerpt": "The Dagster+ MCP server allows you to access information and take actions in your Dagster+ deployment within an AI session.",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/build/components/building-pipelines-with-components/adding-component-definitions",
    "excerpt": "You can scaffold Dagster Component definitions in your project from the command line with the dg scaffold defs command",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/build/components/building-pipelines-with-components/adding-component-definitions",
    "excerpt": "you must either create a components-ready Dagster project or migrate an existing project to dg",
    "fetchedAt": "2026-09-08T20:31:25.294Z"
  },
  {
    "id": "dagster-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io",
    "excerpt": "import dagster as dg@dg.assetdef hello(context: dg.AssetExecutionContext):    context.log.info(\"Hello!\")@dg.asset(deps=[hello])",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/getting-started/installation",
    "excerpt": "uvx create-dagster@latest project my-project",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/getting-started/quickstart",
    "excerpt": "Creating a single Dagster asset that encapsulates the entire Extract, Transform, and Load (ETL) process",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/guides/test/asset-checks",
    "excerpt": "Ensure a particular column doesn't contain null values",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/fivetran",
    "excerpt": "FivetranAccountComponent can be used to easily represent Fivetran connectors as assets in Dagster.",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/integrations/libraries/dlt",
    "excerpt": "DltLoadCollectionComponent which can be used to easily represent a collection of dlt sources and pipelines as assets in Dagster.",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-23",
    "tier": "claimed-docs",
    "url": "https://dagster.io/pricing",
    "excerpt": "Solo Plan $10 per month Personal projects and simple pipelines ... 30-day free trial",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/about/changelog",
    "excerpt": "Automation condition evaluations now explain history-dependent conditions (since, newly_true, newly_missing) by showing the remembered values that determined them",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.dagster.io/about/changelog",
    "excerpt": "wiping and deleting dynamic partitions in a single action now also supports multi-partitioned assets that use the dynamic partitions definition as a dimension",
    "fetchedAt": "2026-09-08T20:34:23.660Z"
  },
  {
    "id": "dagster-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/32839147",
    "excerpt": "Dagster's product is great, but comparing it to MWAA is unfair. MWAA is a poor quality product - difficult to use, unstable, inflexible, and poorly-supported. A fairer comparison would be against Astronomer.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/32839147",
    "excerpt": "Dagster natively isolates tasks in the DAG into separate Kubernetes pods... I find Dagster's approach is more Pythonic than Airflow's standard way of defining DAGs... One advantage that Airflow has over Dagster is its maturity and pre-built integrations with other systems.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/32839147",
    "excerpt": "A 'quickly-implemented' feature != parity in utility. E.g. Airflow's TaskFlow superficially looks like some of Dagster's APIs, but the experience of using them is way different... TaskFlow is built on top of XCom, which isn't designed for data sizes larger than small.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-4",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/32839147",
    "excerpt": "Dagster and Prefect won't ever have a hosted version on AWS/GCP... Will they overtake Airflow in terms of features? They probably already have.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-5",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/32839147",
    "excerpt": "I believe Dagster is hitting the right chord: they focus on the pain points in DX for Airflow and similar solutions, they have figured out how to do development branches, they are focusing on assets rather than tasks, and they are constantly improving their product.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-6",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/38610892",
    "excerpt": "Funny thing, I'm trying to get going with Dagster today like I said, and figuring out how to debug is a bit .. annoying. The most helpful post I've come across so far just happens to be a blog on interactive Dagster debugging.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-7",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/38610892",
    "excerpt": "I've been working with this stack (Dagster, dbt, DuckDB) for a few months and am super happy with how well everything plays together.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=38610892",
    "excerpt": "On Dagster's website there are comparisons to dbt. Is it complementary (as positioned in this stack) or competitive?",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-9",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/24123289",
    "excerpt": "For anyone who has spent significant time with data and ML pipelines, read posts about Dagster... The software itself has matured significantly in the last year as well - highly recommend taking a look at this if you're building new pipelines.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-10",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/24123289",
    "excerpt": "After playing around with this tool a bit in the past I can't seem to understand what it's trying to solve. It comes across as a side project that VCs happened to throw money at.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-comm-11",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/24123289",
    "excerpt": "Dagster team response: goals include (1) Local development - seamless end-to-end dev experience from laptop to CI to dev to prod, (2) managing complexity of hundreds of DAGs/thousands of tasks, (3) Testability - separating business logic from environmental concerns to allow mocking resources.",
    "fetchedAt": "2026-09-08T20:36:13.084Z"
  },
  {
    "id": "dagster-probe-1",
    "tier": "probe",
    "url": "https://docs.dagster.io/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.dagster.io/llms.txt # Dagster Docs\n\n## Docs\n\n- [Changelog](about/changelog): Review detailed updates on Dagster software features and improv",
    "fetchedAt": "2026-09-08T20:36:59.487Z"
  },
  {
    "id": "dagster-probe-2",
    "tier": "probe",
    "url": "https://docs.dagster.io/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.dagster.io/openapi.json, https://docs.dagster.io/swagger.json, https://docs.dagster.io/api/openapi.json, https://docs.dagster.io/.well-known/openapi.json)",
    "fetchedAt": "2026-09-08T20:36:59.487Z"
  },
  {
    "id": "dagster-probe-3",
    "tier": "probe",
    "url": "https://docs.dagster.io/getting-started/ai-tools/dagster-mcp",
    "excerpt": "official MCP server documented at https://docs.dagster.io/getting-started/ai-tools/dagster-mcp",
    "fetchedAt": "2026-09-08T20:36:59.487Z"
  },
  {
    "id": "dagster-probe-4",
    "tier": "probe",
    "url": "https://docs.dagster.io/api/clis/dg-cli/dg-cli-configuration",
    "excerpt": "official CLI documented at https://docs.dagster.io/api/clis/dg-cli/dg-cli-configuration",
    "fetchedAt": "2026-09-08T20:36:59.487Z"
  },
  {
    "id": "dagster-probe-rt-1",
    "tier": "probe",
    "url": "https://docs.dagster.io/getting-started/installation",
    "excerpt": "PROBE runtime (recorded 2026-09-08): the full agent-builds-a-project path ran keylessly end to end \u2014 `uvx create-dagster@latest project pa-probe --uv-sync` scaffolded a complete project (pyproject.toml, src, tests, uv.lock) in a throwaway fixture, `uv run dagster dev` booted ('Serving dagster-webserver on http://127.0.0.1:13334'), and GET /server_info answered {dagster_webserver_version: 1.13.21}. Self-cleaned.",
    "fetchedAt": "2026-09-08T20:42:54.000Z"
  },
  {
    "id": "dagster-probe-rt-2",
    "tier": "probe",
    "url": "https://docs.dagster.io/api/clis/dg-cli/dg-cli-configuration",
    "excerpt": "PROBE runtime (recorded 2026-09-08): the official dagster CLI installed keylessly from pypi via uvx and printed 'dagster, version 1.13.21'.",
    "fetchedAt": "2026-09-08T20:42:54.000Z"
  }
]