churn-data-pipeline/ ├── data/ # Data files (CSV datasets) ├── sql/ # SQL queries │ ├── create_schema.sql # Database schema creation │ ├── events_per_account.sql │ └── events_per_day.sql ├── src/ # ...

We’re living through one of the strangest inversions in software engineering history. For decades, the goal was determinism; building systems that behave the same way every time. Now we’re layering ...

Churn is more than outright defection; it can also include silent attrition, where customers remain nominally active but reduce engagement, spending, or product adoption. High churn rates erode ...

In sum – what to know: Subscriber growth surges: T-Mobile added a record 2.35 million postpaid customers in Q3 2025 — including 1 million postpaid phone lines — cementing its lead in U.S. wireless ...

The video game software development company says the incident impacted users of its SpeedTree website. Hundreds of users had sensitive information skimmed through a compromised website belonging to ...

Qlik announced the rapid adoption of Qlik Predict, a no-code predictive analytics platform designed for business users. The solution, announced Oct. 1, aims to transform how organizations leverage ...

Forbes contributors publish independent expert analyses and insights. Dan Gingiss covers news impacting your customers and employees. Customer trust is the foundation of almost any business ...

The report highlights that a significant percentage of churn can be attributed to product-market fit issues or a failure of the product to meet customer expectations. No amount of proactive CS ...

Advanced Churn Prediction engine enables brands to identify at-risk customers and deliver personalized marketing, moving from reactive retention to proactive relationship building. SAN ANTONIO, Sept.

Most leaders try to solve retention and churn by diving deeper into the data. But numbers alone won’t give you the answers. You must get out of the office and into conversations with your customers to ...