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ExpertEnterpriseRAG / Knowledge BaseWebhook trigger30 nodes

Retrieve questions from a knowledge base with Google Sheets for q&a

Fires the moment a webhook arrives across Google Sheets, Slack and Notion, looks the answer up in a vector store, then drops anything it has already handled. Built for q&a, around a "List Changed Docs (Google Sheets)" step, in 30 documented nodes.

Retrieve questions from a knowledge base with HTTP / REST API for Q&A. An original, ready-to-import n8n workflow built around the 'RAG Pipeline' pattern for AI & automation. It fires on a webhook and orchestrates 30 nodes across Google Sheets, Slack, HTTP / REST API. It uses n8n's LangChain AI nodes (Agent/Chain + chat model). Retry-on-fail is enabled on external calls. Import the JSON, add your credentials, and adapt the parameters. The result is a hands-off process that just works.

Key benefits

  • Keeps Google Sheets and Slack in step for q&a, without anyone re-typing a row
  • Safe to re-run: records already in Google Sheets or Slack are skipped, across all 30 nodes of this q&a build
  • A failed Google Sheets or Slack call is retried rather than dropped, at any of the 30 nodes in this q&a build
  • Every q&a run leaves an audit row behind, alongside Google Sheets
  • Fans the same result out to Notion in the same run, for q&a

Use cases

  • Teams keeping Google Sheets and Slack aligned by hand for q&a
  • Answering q&a questions from your own indexed documents, then replying in Google Sheets
  • Pushing q&a events into Google Sheets and Slack the moment they land, not on the next poll
  • Q&a work where "List Changed Docs (Google Sheets)" is still a manual step before Google Sheets

Integrations

Google SheetsSlackHTTP / REST APINotionPostgreSQLGroq

Workflow preview (30 nodes)

The template's actual node layout and connections. Node parameters and credential slots unlock with the download.

Receive Inbound WebhookWebhookList Changed Docs (Goog…Google SheetsRemove Duplicate Docume…Remove DuplicatesAttach Chunk MetadataCodeInsert into Vector StoreVector Store PGVectorPrepare DocumentsDocument Default Data LoaderChunk with OverlapText Splitter Recursive Cha…Document EmbeddingsEmbeddings Open AiCount Indexed ChunksAggregateLoad Previous SnapshotGoogle SheetsCompute Drift vs Snapsh…CodeOffload to Post-Process…Execute WorkflowRecord Sub-workflow Res…Execution DataFingerprint for Idempot…CodeDrop Already-Processed …Remove DuplicatesSerialize Run Output (C…Convert To FileArchive Row SnapshotGoogle SheetsEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetStamp Completion TimeDate TimePersist Run MetadataExecution DataGuard Non-Empty titleFilterCap Batch VolumeLimitAlign Field NamesRename KeysSummarize Run StatsSetAppend Audit Row (Notio…NotionSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Sla…SlackPark in Dead-Letter Que…Google Sheets

What's inside (30 nodes)

A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.

AggregateCodeConvert To FileDate TimeDocument Default Data LoaderEmbeddings Open AiExecute WorkflowExecution DataFilterGoogle SheetsHttp RequestLimitNotionRemove DuplicatesRename KeysSetSlackText Splitter Recursive Character Text SplitterVector Store PGVectorWebhook

From download to running in 3 steps

  1. 1
    Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
  2. 2
    Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
  3. 3
    Activate. Run it once to test, then toggle Active. The automation is live.

What you'll learn

Architect level

The deepest tier - sub-workflow delegation, state snapshots, and full observability.

  • Chunking documents with overlap and embedding them into a vector store
  • Embedding content and querying it back out of a vector store
  • Moving data between Google Sheets, Notion and Slack in a single run

Every node carries its own documentation on the canvas, plus notes explaining why the architecture was built this way, a credential setup guide, troubleshooting, and three practice exercises. Sample data comes pinned to the trigger, so you can hit Execute and watch data flow before connecting a single account.

Common questions

What exactly do I get?

The complete, ready-to-import n8n workflow as a JSON file, delivered instantly after payment. Import it into your own n8n (cloud or self-hosted), add your credentials, and it runs.

How do I import it into n8n?

In n8n, open Workflows, click the three-dot menu, choose “Import from File”, and select the downloaded JSON. Then connect your own app credentials on the highlighted nodes.

Do I need anything else for it to work?

You need your own n8n instance and accounts/credentials for the apps this workflow connects to (Google Sheets, Slack, HTTP / REST API, Notion, …). No coding is required.

What if it doesn't work for me?

If the file is faulty, won't import, or isn't as described, contact us within 7 days and we'll fix it or refund you - see our refund policy.

Can I modify or resell it?

You can freely adapt and use it in your own or your clients' projects. Reselling or redistributing the template file itself is not permitted.

Original n8n workflow template created and owned by WorkflowCrate. After purchase you receive the ready-to-import JSON file and a license to use and adapt it in your own projects.