Scheduled and threshold-triggered emails that assemble live data from your systems and deliver formatted reports to the right recipients, replacing the manual process of querying a database, formatting numbers in a spreadsheet, and copy-pasting into an email that one person on your team does every Monday morning. Data source integrations: direct PostgreSQL/MySQL/SQL Server queries with parameterised queries per report (no raw SQL in email templates, queries are version-controlled, reviewed, and tested); REST API polling from your analytics platform (Amplitude, Mixpanel, Google Analytics GA4 Data API, Looker API, Metabase API); third-party service APIs (Stripe API for revenue metrics, HubSpot Reporting API for pipeline metrics, Salesforce Reports API for sales metrics). Report types built: weekly KPI digest (7 metrics with current value, prior period value, and change direction rendered in a clean HTML table with inline conditional formatting, green for positive trends, amber for within 5% of target, red for misses); daily exception reports (operational anomalies surfaced, orders not fulfilled within SLA, tickets open beyond target, accounts past due above a threshold, with direct links to each item in the operational system); monthly executive summary (narrative + data assembled from multiple sources with a consistent format every month, sent to a distribution list from the reporting system rather than from a team member's personal email); threshold alert emails (metric crosses a configurable threshold, revenue below daily run rate target, error rate above 1%, queue depth above 500, email sent immediately with the current value, the threshold, the chart for the past 24 hours, and the relevant dashboard link). Email rendering: HTML email templates built on responsive layouts (MJML or Litmus Email Foundation) tested across Gmail, Outlook 2016+, Apple Mail, and mobile clients; inline CSS for Outlook compatibility; fallback plain-text part included. Scheduling infrastructure: AWS EventBridge cron rules, GCP Cloud Scheduler, or standard cron with a job monitoring system (Cronitor, Healthchecks.io) so missed or failed report jobs generate an alert rather than silently not sending.