This project analyzes customer subscription and listening behavior data from a music streaming platform to identify patterns related to customer churn.

The workflow covers the complete data analytics process, including data collection, cleaning, transformation, exploratory data analysis (EDA), feature engineering, and preparation of datasets for predictive modeling.

Social Media Lead to CRM Automation Core Requirement

This Zapier workflow was designed to automate lead capture, follow-ups, and CRM management for businesses generating leads through social media campaigns. Automation Sequence

The process begins when a prospect submits information through Facebook Lead Ads. Lead details are automatically added to Pipedrive, where a contact and sales deal are created. A welcome email is sent to the lead, while the sales team receives a Slack notification for quick follow-up. The workflow also records lead data in Google Sheets for tracking and reporting. After a three-day delay, a nurture email is delivered to re-engage the prospect. If the lead interacts with the email, the deal stage is automatically updated in Pipedrive to reflect increased interest. Integration Obstacles Key challenges included synchronizing lead information across platforms, tracking engagement activity, and maintaining accurate sales records.

Measurable Benefits The final workflow reduces manual data entry, improves response times, and helps sales teams manage and convert leads more efficiently through automated communication and tracking.

Closing the loop from social click to CRM entry automatically is where most lead funnels break down. Good to see Make and N8N in the stack alongside Zapier. What does the handoff look like when a lead qualifies?