[
  {
    "id": "airbyte-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/developers/pyairbyte",
    "excerpt": "PyAirbyte brings the power of Airbyte to every Python and AI developer.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/developers/terraform-documentation",
    "excerpt": "you can use Airbyte's Terraform provider to automate and version control your Airbyte configuration as code",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/developers/api-documentation",
    "excerpt": "Use the Airbyte API to programmatically interact with Airbyte. For example, you can control Airbyte in conjunction with orchestration tools like Airflow.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/connector-development/connector-builder-ui/overview",
    "excerpt": "Connector Builder is a no-code tool that\u2019s part of the Airbyte UI... letting you develop a connector to use in data syncs without ever needing to leave your Airbyte workspace.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/connector-development/connector-builder-ui/ai-assist",
    "excerpt": "AI Assistant can automatically prefill and configure a number of fields and sections in the Airbyte Connector Builder, drastically reducing setup time.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/community/mcp-servers",
    "excerpt": "Connect MCP-capable agents like Claude, Cursor, VS Code, ChatGPT, and Codex to your data through Airbyte Agents.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/core-concepts/sync-modes",
    "excerpt": "A sync mode is a combination of a source and destination mode together.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/core-concepts/sync-schedules",
    "excerpt": "For each connection, you can select between three options that allow a sync to run.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/cloud/managing-airbyte-cloud/manage-airbyte-cloud-notifications",
    "excerpt": "Airbyte can send notifications to an email address, webhook, or both.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/cloud/managing-airbyte-cloud/review-connection-timeline",
    "excerpt": "The Connection Timeline displays historical information about relevant connection events.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/cloud/managing-airbyte-cloud/dbt-cloud-integration",
    "excerpt": "By using the dbt Cloud integration, you can create and run dbt transformations immediately following syncs in Airbyte Cloud.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/getting-started/oss-quickstart",
    "excerpt": "This quickstart guides you through deploying a local instance of Airbyte Core, Airbyte's open source product. Setup only takes a few minutes, and you can start moving data immediately.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/deploying-airbyte/abctl",
    "excerpt": "abctl makes it easy to run Airbyte anywhere Docker is running.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/schema-change-management",
    "excerpt": "You can specify for each connection how Airbyte should handle any change of schema in the source.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/understanding-airbyte/cdc",
    "excerpt": "A consumer of these log files (such as Airbyte) can read these logs while keeping track of the current position within the logs in order to read all record changes coming from DELETE/INSERT/UPDATE statements.",
    "fetchedAt": "2026-09-08T20:30:56.796Z"
  },
  {
    "id": "airbyte-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/getting-started/oss-quickstart",
    "excerpt": "This quickstart guides you through deploying a local instance of Airbyte Core, Airbyte's open source product. Setup only takes a few minutes",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/configuring-api-access",
    "excerpt": "Most programmatic interactions with Airbyte require an access token.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/developers/api-documentation",
    "excerpt": "Use the Airbyte API to programmatically interact with Airbyte.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/developers/terraform-documentation",
    "excerpt": "you can use Airbyte's Terraform provider to automate and version control your Airbyte configuration as code.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/connector-development/connector-builder-ui/overview",
    "excerpt": "Connector Builder is a no-code tool that\u2019s part of the Airbyte UI.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/connector-development/connector-builder-ui/ai-assist",
    "excerpt": "AI Assistant can automatically prefill and configure a number of fields and sections in the Airbyte Connector Builder.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/connector-development/connector-builder-ui/incremental-sync",
    "excerpt": "An incremental sync is a sync which pulls only the data that has changed since the previous sync",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/core-concepts/sync-modes",
    "excerpt": "A sync mode governs how Airbyte reads from a source and writes to a destination.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/using-airbyte/core-concepts/typing-deduping",
    "excerpt": "One-to-one table mapping: Data in one stream will always be mapped to one table in your data warehouse. No more sub-tables.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/understanding-airbyte/cdc",
    "excerpt": "Many common databases support writing all record changes to log files for the purpose of replication.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/cloud/managing-airbyte-cloud/manage-airbyte-cloud-notifications",
    "excerpt": "Airbyte Cloud can send notifications to an email or webhook.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/cloud/managing-airbyte-cloud/dbt-cloud-integration",
    "excerpt": "you can create and run dbt transformations immediately following syncs in Airbyte Cloud.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.airbyte.com/platform/deploying-airbyte",
    "excerpt": "This installation guide walks through how to deploy Airbyte into any kubernetes cluster.",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-docs-29",
    "tier": "claimed-docs",
    "url": "https://airbyte.com/pricing",
    "excerpt": "Multiple Workspaces\n\nSSO, RBAC",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-gh-1",
    "tier": "github",
    "url": "https://github.com/airbytehq/airbyte",
    "excerpt": "Airbyte provides a catalog of 600+ connectors for APIs, databases, data warehouses, data lakes",
    "fetchedAt": "2026-09-08T20:33:37.298Z"
  },
  {
    "id": "airbyte-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=25917403",
    "excerpt": "Even a simple installation of airbyte on my local machine fails :( I tried docker-compose up! ... I simply wanna know why a basic example is not working on an important day of your company?",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=25917403",
    "excerpt": "I had a read through your docs but was unable to find any info on how you handle the sync of hard deletions from sources. We use Stitch at the moment and have found this to be a surprisingly hard problem to solve without binary log replication.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=25917403",
    "excerpt": "Is there a guide to set it up behind a reverse proxy with https? I have it running with Nginx but it won't load, it insist in using /8001/api. How do I change the API endpoint?",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34533429",
    "excerpt": "Airbyte is a godsend for us. It works really well for most use cases. Unfortunately, we had to write our custom thing for a large table (8 billion rows) and 'tricked' Airbyte into thinking it had done the first sync. After that, it continued to sync happily.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34533429",
    "excerpt": "For me right now, Airbyte is that tool I wish we had at my last startup. We were pulling data from a lot of weird places... writing a lot of one off scripts... Would've loved to have someone else take care of all that for us.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=25800766",
    "excerpt": "I've been using Stitch Data for a couple of years and I've found myself 'fighting' with their support team about bugs I think were Singer related, mainly with DDL commands. Airbyte implementing their own protocol instead of Singer panned out for them.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=25800766",
    "excerpt": "Just to clarify, this is not a fully open source project. More like freemium... If you want security, you have to pay. There are non-free parts to it that you are not allowed to use.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-8",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/48023496",
    "excerpt": "Your billing support email forwards to a google group which rejects the email entirely. So i embedded my question inside the website's sales enquiry form and received multiple rounds of emails that couldn't be further from human.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-9",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/48023496",
    "excerpt": "(We use airbyte at my company, although we self-host it.) This is such a great direction airbyte is taking... given your reputable brand and your uncanny expertise in etl.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=37050532",
    "excerpt": "When there are so many awesome FOSS vector databases available, I wonder what motivated the airbyte team to use Pinecone, the one database that is anti-FOSS?",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-comm-11",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=37050532",
    "excerpt": "hi folks, when will you have pgvector as a destination? we work with a lot of enterprises and they would not move away from using redis or pgvector even as their vector store.",
    "fetchedAt": "2026-09-08T20:35:39.398Z"
  },
  {
    "id": "airbyte-probe-1",
    "tier": "probe",
    "url": "https://docs.airbyte.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.airbyte.com/llms.txt # docs.airbyte.com llms.txt\n\n> Airbyte is an open source platform designed for building and managing data pipelines, off",
    "fetchedAt": "2026-09-08T20:36:57.686Z"
  },
  {
    "id": "airbyte-probe-2",
    "tier": "probe",
    "url": "https://docs.airbyte.com/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.airbyte.com/openapi.json, https://docs.airbyte.com/swagger.json, https://docs.airbyte.com/api/openapi.json, https://docs.airbyte.com/.well-known/openapi.json)",
    "fetchedAt": "2026-09-08T20:36:57.686Z"
  },
  {
    "id": "airbyte-probe-3",
    "tier": "probe",
    "url": "https://docs.airbyte.com/community/mcp-servers",
    "excerpt": "official MCP server documented at https://docs.airbyte.com/community/mcp-servers",
    "fetchedAt": "2026-09-08T20:36:57.686Z"
  },
  {
    "id": "airbyte-probe-rt-1",
    "tier": "probe",
    "url": "https://docs.airbyte.com/developers/pyairbyte",
    "excerpt": "PROBE runtime (recorded 2026-09-08): PyAirbyte installed keylessly from pypi into a throwaway venv (uv pip install airbyte) and imported cleanly \u2014 printed 'PA_PROBE_OK pyairbyte 0.59.0'. The install also surfaces Airbyte's documented anonymous-telemetry notice on first import.",
    "fetchedAt": "2026-09-08T20:42:54.000Z"
  },
  {
    "id": "airbyte-probe-rt-2",
    "tier": "probe",
    "url": "https://docs.airbyte.com/community/mcp-servers",
    "excerpt": "PROBE runtime (recorded 2026-09-08): PyAirbyte ships a first-party MCP server binary \u2014 piping a JSON-RPC initialize into the bundled `airbyte-mcp` completed a FULL keyless stdio handshake with serverInfo {name: airbyte-mcp, version: 3.4.7} and instructions describing PyAirbyte connector management and data integration.",
    "fetchedAt": "2026-09-08T20:42:54.000Z"
  },
  {
    "id": "airbyte-probe-rt-3",
    "tier": "probe",
    "url": "https://docs.airbyte.com/developers/api-documentation",
    "excerpt": "PROBE runtime (recorded 2026-09-08): the hosted Airbyte API is live and cleanly auth-gated \u2014 a keyless GET https://api.airbyte.com/v1/connections returned HTTP 401 with WWW-Authenticate Bearer resource_metadata pointing at api.airbyte.com/.well-known/oauth-protected-resource.",
    "fetchedAt": "2026-09-08T20:42:54.000Z"
  }
]