SAURABH CHAUDHARY

Principal Growth Marketer & Acquisition Architect

Specializing in paid acquisition, attribution modeling, and full-funnel conversion rate optimization for high-growth B2B SaaS and consumer tech. Scaling multi-million dollar annual budgets with capital efficiency and scientific experimentation.

Saurabh Chaudhary Profile Portrait

Leadership & Growth Execution

Head of Growth

// High-Growth Tech
2023 - PRESENT

Spearheaded multi-channel acquisition strategy scaling ARR from $4M to $18M. Restructured Meta and Google Ads accounts reducing blended CAC by 38% while scaling weekly creative velocity by 4x with in-house sprint models.

SCALE-UP PAID ACQUISITION ARR EXPANSION ATTRIBUTION

Lead Acquisition Strategist

// ScaleUp Media Labs
2021 - 2023

Managed over $5M in annual paid media spend across B2B SaaS and high-volume eCommerce clients. Built attribution pipelines integrating offline conversions, server-side Conversions API (CAPI), and GA4 custom events.

PAID SOCIAL SERVER-SIDE CAPI GA4 OFFLINE CONVERSIONS

Senior Growth Marketer

// Direct-to-Consumer Growth Studio
2019 - 2021

Architected high-converting landing page funnels and automated email lifecycle sequences. Scaled monthly organic traffic by 280% via programmatic SEO and technical site architecture optimization.

FUNNEL CRO RETENTION PROGRAMMATIC SEO LIFECYCLE

Performance Marketing Specialist

// Digital Velocity Agency
2017 - 2019

Managed end-to-end paid search and paid social campaigns. Conducted 100+ creative A/B tests to optimize ROAS, reducing pay-per-click costs while boosting downstream qualified conversion rates.

GOOGLE SEARCH META ADS A/B TESTING BID OPTIMIZATION

Industry Accreditations

Reforge Growth Series

Advanced Growth Loops, Acquisition & Retention

Meta Certified Media Buying Professional

Advanced Paid Social Strategy, Attribution & CAPI

Google Ads & Measurement Certified

Search Ads, Performance Max & GA4 Measurement

HubSpot Inbound & Revenue Operations

CRM Architecture, Lead Routing & Lifecycle Automation

Product-Led Growth (PLG) Certified

User Onboarding, Activation Loops & Self-Serve Expansion

Advanced Analytics & Attribution (CXL)

Multi-Touch Attribution, Incrementality Testing & SQL

Engineered Growth Systems

PAID SOCIAL ATTRIBUTION CRO

Meta Ads Campaign & Attribution Restructure

Restructured full-funnel Meta advertising infrastructure, implemented server-side Conversions API (CAPI), and overhauled creative sprint testing methodology, increasing sales pipeline by +240% while reducing customer acquisition cost by 34%.

Budget
$180,000 / mo
Duration
9 Months
Channel
Paid Social & GA4
Outcome
+240% Pipeline
EXPLORE CASE STUDY →
ORGANIC SEARCH AEO / GEO AI DISCOVERY

SEO, AEO and GEO Expansion Engine

Engineered programmatic SEO and Answer Engine Optimization (AEO/GEO) framework for generative search engines (Perplexity, ChatGPT Search, and Google AI Overviews), growing organic discovery and qualified sign-ups by +310%.

Organic Lift
+310% Traffic
Pages Deployed
4,200+ Pages
Timeline
6 Months
Outcome
#1 AI Citations
EXPLORE CASE STUDY →
CONTENT OPS DISTRIBUTION DEMAND GEN

Content System and Distribution Engine

Built an omnichannel B2B content generation and multi-tier distribution flywheel driving 1.2M+ organic impressions and converting high-intent decision makers into sales-accepted opportunities with zero paid amplification.

Impressions
1.2M+ Total
Qualified Leads
850+ SQLs
Efficiency
-42% Blended CAC
Outcome
$3.4M Pipeline
EXPLORE CASE STUDY →
META ADS ACQUISITION EFFICIENCY FUNNEL SCALING

Meta Ads Efficiency Breakdown ($5.22 Spent, 673 Views)

Teardown of an ad set achieving 13,089 impressions, 953 clicks (7.62% link CTR), and 673 landing page views at $0.0078 per result — analyzing why budget headroom is a scaling signal rather than an optimization constraint.

Total Spend
$5.22 / 4 Days
Link CTR
7.62% (5x Avg)
Cost / View
$0.0078 / LPV
Outcome
673 Views (71%)
EXPLORE CASE STUDY →

Featured Methodologies & Production Frameworks

Battle-tested frameworks translated from live high-spend accounts into actionable, production-grade acquisition playbooks.

UNIT ECONOMICS • RETENTION EXECUTIVE FRAMEWORK

The Retention Math Nobody Runs Before Turning On Paid Acquisition

Why founders mistake churn expansion for a "CAC problem", and how calculating dynamic rolling 90-day LTV:CAC using current cohort churn protects capital before scaling spend.

Rolling 90-Day Cohort LTV • Sub-3.0x Stop-Loss Rule
EXPLORE ESSAY & BLUEPRINT →
PAID SOCIAL • CREATIVE OPS METHODOLOGY

Building a Creative Testing Engine That Actually Scales Spend

How high-growth teams decouple concepting from production with modular asset blocks, batch 96 permutations, and enforce unemotional kill criteria to scale monthly spend cleanly.

96 Permutations • 8x Creative Velocity
EXPLORE ESSAY & BLUEPRINT →
B2B GROWTH • AUDIENCE ECONOMICS FRAMEWORK

Why B2B Ad Accounts Suffer From Audience Saturation

The compounding mathematics of frequency inflation, diminishing marginal response, and rising CPMs in finite B2B markets—with 6 structural fixes to scale without cannibalization.

Frequency >2.8x Saturation Rule • 6 Structural Cures
EXPLORE ESSAY & BLUEPRINT →
CONVERSION OPS • CRO FUNNELS CASE ESSAY

The Micro-Quiz Architecture That Boosted Demo Conversion by 133%

Why reversing the traditional SaaS conversion sequence from "sales pitch first" to "interactive diagnosis first" with a 60-second micro-quiz elevated qualified demo bookings by 133%.

+133% Qualified Demos • 4-Stage Intent Engine
EXPLORE ESSAY & BLUEPRINT →

Long-Form Essays

Architecting a Markdown-Driven Growth Blog System

How decoupling editorial content creation from codebase deploys using frontmatter, static compilation, and zero-runtime overhead accelerates content velocity.

READ ESSAY →

The Retention Math Nobody Runs Before Turning On Paid Acquisition

Why founders mistake churn expansion for a "CAC problem", and how calculating rolling 90-day cohort LTV:CAC protects capital before scaling spend.

READ ESSAY →

Building a Creative Testing Engine That Actually Scales Spend

Most paid acquisition teams don't have a creative problem—they have a throughput problem. How high-growth teams decouple concepting from production, batch 96 permutations, and enforce unemotional kill criteria.

READ ESSAY →

Why B2B Ad Accounts Suffer From Audience Saturation (And How to Fix It)

The compounding physics of frequency inflation, diminishing marginal response, and rising CPMs in finite B2B markets—with 6 structural fixes to scale without cannibalization.

READ ESSAY →

The Micro-Quiz Architecture That Boosted Demo Conversion by 133%

How reversing the conversion sequence from "pitch first" to "interactive diagnosis first" with a 60-second diagnostic micro-quiz elevated qualified demo bookings by 133%.

READ ESSAY →

Tactical Playbooks

Your Attribution Model Is Lying to You: A Q&A Teardown

Why attribution dashboards measure journey presence rather than causal revenue, why multi-touch models disguise modeling choices as facts, and the lightweight 30–50% spend throttle test small teams can run.

VIEW TEARDOWN →

When should an early-stage startup shift from founder-led sales to programmatic SEO?

Programmatic SEO is a scale mechanism; founder-led sales is a learning mechanism. The 3 diagnostic readiness signals to know when your startup is ready to transition without costly index churn.

VIEW PLAYBOOK →

What is the optimal creative refresh cadence for Meta Advantage+ campaigns?

The dynamic fatigue formula: tracking frequency thresholds, CPM degradation indices, and weekly asset pipeline injection rules.

VIEW PLAYBOOK →

How do you calculate true CAC when blended numbers hide unprofitable channels?

A mathematical breakdown of Paid CAC vs Organic Blended CAC with cohort-based payback adjustments and payback curve modeling.

VIEW PLAYBOOK →