💬 Chat with Your Data in Slack Using Databricks Genie – Part I
In today’s fast-paced work environments, Slack has become the go-to for team communication. But what if you could go beyond chatting with colleagues—and start chatting with your data directly from Slack?
Thanks to the integration between Slack and Databricks AIBI Genie, that’s now possible. Imagine asking a question like “What were our top 5 products last quarter?” and getting not just an answer, but a clear explanation of how that answer was derived—right within Slack.
🤖 How It Works
When you send a message to the Slack bot, it routes your question to an AIBI Genie space. Genie uses your organization’s business context to convert your natural language query into a meaningful SQL query, runs it, and then responds with:
📊 The answer to your question
🧠 The thought process behind the answer
🔍 Additional insights you might find useful
It’s like having a data analyst on-call inside your chat window.
🔧 Architecture Overview
This integration leverages several AWS services to make the magic happen:
API Gateway: Acts as the interface between Slack and AWS Lambda.
Lambda: Handles incoming Slack messages, forwards them to Genie, processes the response, and posts back to Slack.
DynamoDB: Tracks conversations and user context to ensure reliable, contextual responses.
🛠️ Setup Steps
Here’s a high-level walkthrough of how to build this integration:
Set up AIBI Genie in Databricks
Prepare your Genie Space using your datasets. Follow https://docs.databricks.com/aws/en/genie/set-up guide for setup instructions.Configure the Slack Bot in your Workspace
Build a Slack app that listens for messages and sends them to AWS Lambda. See Slack + API Gateway integration guide https://api.slack.com/quickstart.Create an API Gateway with Lambda Integration
Set up a REST API in AWS with a Lambda proxy backend. Follow https://docs.aws.amazon.com/apigateway/latest/developerguide/api-gateway-create-api-as-simple-proxy-for-lambda.html tutorial.Develop the Lambda Function
The Lambda function receives Slack messages, communicates with Genie’s Conversational API, parses responses, and sends them back to Slack. Explore Genie Conversational APIs at https://docs.databricks.com/aws/en/genie/conversation-api.Use DynamoDB for State Management
Store message IDs and user tokens to manage context and prevent duplicates.
🎥 In Action
Check out a demo
📘 What’s Next?
This is Part I of our blog series on integrating Slack with Databricks AIBI Genie. In the next post, we’ll dive deeper into code snippets, error handling, and performance considerations.
Stay tuned—and start chatting with your data today!