Solution Accelerator Series | Propensity Scoring

Tushar_Parekar — Wed, 22 Apr 2026 09:49:12 GMT

Customers today expect brands to recognize what they care about, whether they’re reacting to a campaign or actively browsing online. With Databricks Solution Accelerators for propensity scoring on sales data and real‑time clickstream propensity in ecommerce journeys, you can start turning both past behavior and in‑session signals into better, more timely customer experiences.

Propensity Solution Accelerators Overview

Highlights	Deliver personalized customer experiences (Propensity Scoring)	Estimate propensity with real-time clickstream data
Problem	It’s hard to know which customers will actually respond to a specific offer when all you see is past order history.	It’s hard to tell from web logs which browsing sessions will end in a purchase versus an abandoned cart.
Signals	Uses historical sales data (orders, products, customers) to infer individual preferences and likelihood to respond.	Uses live clickstream events such as views, clicks, and cart updates to read in-session intent.
Impact	Lets you focus campaigns and budget on customers with a higher chance of engaging instead of blanket messaging.	Helps you step in at the right moment to save at-risk carts and lift conversion while users are still online.
Use case	Batch propensity scores that drive smarter email, SMS, and CRM targeting for specific offers or categories.	Real-time propensity scores that power on-site recommendations, reminders, or promotions during the session.
Who	Ideal for lifecycle, CRM, and marketing ops teams running segmented and triggered campaigns.	Ideal for e-commerce, growth, and product teams optimizing digital journeys and checkout flows.
Notebook	A ready-to-run Propensity Scoring Databricks Notebook that turns raw transactions into reusable features and scores.	A ready-to-run Real-Time Clickstream Propensity Databricks Notebook that turns streaming web data into actionable signals.

Turn your customer signals into data-driven, high-impact personalization workflows.

🚀 Launch Solution Accelerator

topic Solution Accelerator Series | Propensity Scoring in Announcements

Solution Accelerator Series | Propensity Scoring