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AdvancedPremiumWeb Scraping & Data ExtractionScheduled trigger24 nodes

Extract job posts for lead lists

Runs on a schedule across Google Sheets, Slack and Airtable, runs the text through an AI chain, then reads the feed and keeps only what is new. Built for lead lists, around a "Read Source Feed" step, in 24 documented nodes.

Extract job posts with HTTP / REST API and Airtable with instant alerts. An original, ready-to-import n8n workflow built around the 'Web Scraping' pattern for data & analytics. It runs on a schedule and orchestrates 24 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. What used to take a morning now runs on its own.

Key benefits

  • Keeps Google Sheets and Slack in step for lead lists, without anyone re-typing a row
  • Safe to re-run: records already in Google Sheets or Slack are skipped, across all 24 nodes of this lead-lists build
  • A failed Google Sheets or Slack call is retried rather than dropped, at any of the 24 nodes in this lead-lists build
  • Every lead-lists run leaves an audit row behind, alongside Google Sheets
  • The lead-lists AI step is isolated from Google Sheets, so models swap without touching the other 24 nodes

Use cases

  • Teams keeping Google Sheets and Slack aligned by hand for lead lists
  • Lead lists work where "Read Source Feed" is still a manual step before Google Sheets
  • Lead lists work that only reaches Google Sheets on a schedule, when someone remembers to start it

Integrations

Google SheetsSlackHTTP / REST APIAirtableGroq

Workflow preview (24 nodes)

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

Weekly ScheduleSchedule TriggerRead Source FeedRss Feed ReadSkip Already-Seen PostsRemove DuplicatesKeep Top StoriesLimitRewrite for Our Audienc…Chain LlmGroq Chat ModelLm Chat GroqPublish to SlackSlackLog Published Posts (Go…Google SheetsEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetStamp Completion TimeDate TimePersist Run MetadataExecution DataSerialize Run Output (C…Convert To FileArchive Row SnapshotGoogle SheetsFingerprint for Idempot…CodeDrop Already-Processed …Remove DuplicatesLoad Previous SnapshotAirtableCompute Drift vs Snapsh…CodeSummarize Run StatsSetAppend Audit Row (Googl…Google SheetsSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Sla…SlackPark in Dead-Letter Que…Google Sheets

What's inside (24 nodes)

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

AirtableChain LlmCodeConvert To FileDate TimeExecution DataGoogle SheetsHttp RequestLimitLm Chat GroqRemove DuplicatesRss Feed ReadSchedule TriggerSetSlack

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

Production level

Production-grade: idempotency, dead-letter handling, and reconciliation included.

  • Fetching pages over HTTP and shaping the response into items
  • Diffing against the previous snapshot so only real changes alert
  • Zipping parallel arrays into one item per record

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, Airtable). 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.