Data & Analytics Systems

Behavioral Analytics & Conversion Intelligence

Your users are telling you what's broken. We make that signal legible and actionable.

We instrument your product with behavioral tracking, map user journeys, and run structured experiments that systematically improve conversion and retention.

Conversion rate improvement+28%
Churn identification speed10× faster
Feature adoption visibility100%
Revenue impact per winning test+$45k avg
Business Context

Engineering mobile systems built for scale.

Most product decisions are still made by opinion — feature changes shipped without behavioral evidence, landing pages redesigned on aesthetic preference, and onboarding flows rebuilt without understanding where users actually drop. We build the behavioral intelligence layer that changes that: event tracking, journey analysis, cohort modeling, and a structured experimentation program.

Ideal For

Built for high-growth companies and operational teams.

Product teams without behavioral visibility into how users actually use the product

Growth teams needing evidence-based optimization systems

E-commerce businesses with high cart abandonment and unclear causes

SaaS companies with long trial-to-paid conversion cycles

Core Modules

Enterprise-grade mobile architecture capabilities.

Behavioral Tracking & Instrumentation

Event tracking architecture design and taxonomy definition

Mixpanel, Amplitude, Heap, and PostHog implementation

Segment customer data platform setup and routing

Server-side and client-side event instrumentation

Identity resolution and cross-device tracking systems

User Journey Mapping & Funnel Intelligence

End-to-end user journey path analysis and visualization

Funnel drop-off identification and friction diagnosis

Feature adoption rate tracking and usage depth analysis

Retention curve modeling and churn cohort segmentation

Conversion Rate Optimization (CRO)

Full-funnel conversion audit and prioritized opportunity backlog

Landing page and checkout flow optimization

A/B and multivariate testing program setup and management

Heatmap, scroll, and session recording analysis

Statistical significance frameworks and test result interpretation

Experimentation Infrastructure

Feature flag system setup and gradual rollout infrastructure

A/B testing platform configuration (VWO, Optimizely, GrowthBook)

Experiment velocity tracking and testing roadmap management

Revenue impact modeling per experiment

Business Challenges

Problems we solve at the infrastructure level.

Product decisions made without behavioral evidence

Teams shipping features based on assumption rather than observation — creating significant risk of building what users don't actually need.

High churn with no clear causal understanding

Users leaving without the behavioral data to understand which moments in the product experience are driving the decision to cancel.

Traffic that converts at rates far below industry benchmarks

Acquisition spend generating visitors that the product fails to convert — compounding CAC without proportional revenue return.

Key Outcomes

Performance metrics that impact business growth.

+28%

Conversion rate improvement

10× faster

Churn identification speed

100%

Feature adoption visibility

+$45k avg

Revenue impact per winning test

Case Studies

Real-world deployment and measurable outcomes.

SaaS onboarding optimization

Behavioral analysis revealed 70% of users never reaching core activation event — onboarding redesign reduced time-to-value from 14 days to 3.

E-commerce CRO program

Structured testing program across checkout and PDPs — 31% conversion improvement driving $1.2M incremental annual revenue.

Technology Stack

Modern engineering stack optimized for scale.

Mixpanel
Amplitude
Heap
PostHog
Segment
VWO
Optimizely
GrowthBook
Hotjar
FullStory
BigQuery
dbt
Looker
Industries

Trusted across operationally demanding industries.

SaaS
E-commerce
Mobile Apps
Media
FinTech
EduTech
Let’s Build

Build scalable digital products engineered for long-term growth.

Partner with Santi IT Farm to engineer high-performance mobile systems, scalable infrastructure, and enterprise-grade digital experiences.

Behavioral Analytics & Conversion Intelligence | Santi IT Farm