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Schedule and Run Reports

Set up recurring data reports that Dume Cowork pulls, formats, and delivers automatically on a schedule you define.

Starter prompt

Every Monday at 8 AM, pull last week's data from our Posthog analytics: DAU, new signups, churn events, and top 5 most-used features. Format it as a Slack message with a brief summary and key trends. Post to #weekly-metrics.

Introduction

Reporting often involves pulling numbers from multiple tools, formatting them consistently, and distributing them to the right people — a workflow that Dume Cowork can own end-to-end on a schedule.

Supported Data Sources

Dume Cowork can pull data from tools with APIs or accessible web interfaces:

  • Analytics — Posthog, Amplitude, Mixpanel, Google Analytics
  • Product databases — Supabase, Firebase, Postgres (via query)
  • Revenue — Stripe dashboard, Paddle
  • Project tools — Jira, Linear, Notion databases
  • Ad platforms — Meta Ads Manager, Google Ads

Setting Up a Recurring Report

Step 1 — Describe the report

In Dume Cowork, create a new scheduled task:

Every Friday at 5 PM:
1. Open Stripe dashboard and get this week's MRR, new subscriptions, and churn
2. Open Posthog and get DAU and WAU for the week
3. Compare to last week's numbers (use the saved report from last Friday)
4. Compose a summary with % changes
5. Post to #exec-metrics in Slack
6. Save a copy to the "Weekly Reports" Notion database

Step 2 — Run a test pass

Trigger a manual run first to verify the data sources are accessible and the output format looks right. Dume Cowork will show you the collected data and drafted report for review.

Step 3 — Enable the schedule

Once validated, enable the schedule. Dume Cowork runs the task in the background each week.

Example Report Output

📊 Weekly Metrics — Week of March 24

Revenue
  MRR: $42,300 (+3.2% vs last week)
  New subscriptions: 48 (+12%)
  Churn events: 4 (-2%)

Engagement
  DAU: 1,840 (+6%)
  WAU: 6,200 (+4%)

Top trend: Signup surge from the LinkedIn campaign (est. 22 new users attributed).

Handling Failures Gracefully

If a data source is unavailable (e.g., API timeout), Dume Cowork will:

  1. Retry up to 3 times
  2. If still failing, send a notification to you before skipping the report
  3. Log the failure for review

You can also tell it: "If Stripe is down, send what you have and note the missing data."

Other workflows you can automate with Dume Cowork.

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