Snowplow ML Powers 2x CTR Growth for SaaS Platform
Software & Technology

Snowplow ML Powers 2x CTR Growth for SaaS Platform

Leveraged Snowplow Analytics on AWS to build machine learning models for user journey optimization, resulting in doubled conversion rates while reducing user interruptions by 98% through intelligent behavioral targeting.

Challenge

The client needed granular behavioral data to power their ML models for marketing optimization. Traditional analytics solutions lacked the depth and flexibility required for advanced machine learning applications.

Limited event-level data access
Complex ML feature engineering needs
Real-time scoring requirements
Data ownership constraints
Scale and performance demands

Solution

Deployed Snowplow Analytics on AWS to capture rich behavioral data, enabling sophisticated ML models that optimize marketing touchpoints and personalize user experiences in real-time.

Key Components

Private Snowplow pipeline
Custom event tracking schema
AWS ML infrastructure
Real-time scoring engine
Automated optimization loops

Implementation

Deployed Snowplow on AWS
Designed event taxonomy
Built ML feature pipeline
Created real-time API
Implemented A/B testing

Results

2x increase in conversion rate
98% reduction in interruptions
100% data ownership achieved
Real-time personalization
Automated optimization loops

Business Impact

Transformed marketing effectiveness by leveraging ML models trained on granular behavioral data, achieving higher conversion rates while significantly improving user experience.

Technical Outcome

Successfully built an end-to-end ML infrastructure powered by Snowplow behavioral data, enabling real-time scoring and automated optimization of marketing touchpoints.

About Client

Polish SaaS Platform

Software & TechnologyPL

Award-winning Polish SaaS platform backed by Google Campus and leading VC funds, specializing in backend infrastructure solutions. Their technology powers thousands of business applications across Europe.

Business Impact

2x Higher CTR
ROI Growth
100% Data Ownership
Data Control

Scope

ProcessingActivation

Technologies

SnowplowAWSXGBoostPythonREST API