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NightWatch: AI Database Summaries While You Sleep

Wake up to AI-generated insights from your Supabase database every morning. This ZenML pipeline uses OpenAI's GPT-4 to analyze yesterday's database activity, compare it to historical trends, and deliver concise summaries directly to your Slack channels.
Project
NightWatch: AI Database Summaries While You Sleep
project id
nightwatch-ai-database-summaries-while-you-sleep
Use this id to create a new project in ZenML
GITHUB REPOSITORY
https://github.com/zenml-io/zenml-projects/tree/main/nightwatch-ai
Pipelines

Summary Pipeline

Pipeline that imports data from Supabase, generates a summary using GPT-4, and sends it to Slack.

Recommended Stack

Stack Components

  • Orchestrator: local
  • Artifact Store: gcp
TOOLS
zenml
openai
supabase
slack
github-actions
gcp
Tags
Natural Language Processing
Text Summarization
Database Integration
LLM
Automated Reporting
Details

🌙 NightWatch transforms raw database activity into actionable business intelligence while you sleep, delivering AI-generated insights from your Supabase database directly to Slack.

What It Does

NightWatch eliminates manual database analysis by automatically generating daily summaries of database activity, comparing current data with historical trends, and delivering concise, actionable insights. It helps teams across customer support, e-commerce, content platforms, and application monitoring make data-driven decisions without the tedious work.

How It Works

  • Connects to your Supabase database to extract the previous day's activity
  • Processes and analyzes the data using OpenAI's GPT-4
  • Compares current metrics with historical patterns to identify trends
  • Generates concise, actionable summaries tailored to your business needs
  • Delivers insights directly to your Slack channels each morning
  • Scales seamlessly from local development to enterprise deployment
  • Secures sensitive information using ZenML's secret management
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