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AdvancedPremiumReporting & AnalyticsScheduled trigger24 nodes

Send a metrics report for exports

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

Send a metrics report with PostgreSQL and Telegram. An original, ready-to-import n8n workflow built around the 'Scheduled Digest' pattern for data & analytics. It runs on a schedule and orchestrates 24 nodes across Telegram, Google Sheets, PostgreSQL. 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 Telegram and Google Sheets in step for exports, without anyone re-typing a row
  • Safe to re-run: records already in Telegram or Google Sheets are skipped, across all 24 nodes of this exports build
  • A failed Telegram or Google Sheets call is retried rather than dropped, at any of the 24 nodes in this exports build
  • Every exports run leaves an audit row behind, alongside Telegram
  • The exports AI step is isolated from Telegram, so models swap without touching the other 24 nodes

Use cases

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

Integrations

TelegramGoogle SheetsPostgreSQLSlackHTTP / REST APIAnthropic

Workflow preview (24 nodes)

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

Daily ScheduleSchedule TriggerRead Source FeedRss Feed ReadSkip Already-Seen PostsRemove DuplicatesKeep Top StoriesLimitRewrite for Our Audienc…Chain LlmAnthropic Chat ModelLm Chat AnthropicPublish to TelegramTelegramPublish to SlackSlackConfirm Cross-PostMergeLog Published Posts (Go…Google SheetsLoad Previous SnapshotPostgresCompute Drift vs Snapsh…CodeFingerprint for Idempot…CodeDrop Already-Processed …Remove DuplicatesStamp Completion TimeDate TimePersist Run MetadataExecution DataEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetSummarize Run StatsSetAppend Audit Row (Postg…PostgresSend Summary to TelegramTelegramCapture Failure ContextSetEscalate Failure to Tel…TelegramPark 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.

Chain LlmCodeDate TimeExecution DataGoogle SheetsHttp RequestLimitLm Chat AnthropicMergePostgresRemove DuplicatesRss Feed ReadSchedule TriggerSetSlackTelegram

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.

  • Collecting from multiple sources and blending them into one stream
  • Summarizing and formatting a readable digest
  • Archiving each run for an audit trail

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 (Telegram, Google Sheets, PostgreSQL, Slack, …). 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.