Karran Gupta.

Notes from the operator's seat.

Pinned · Case studies

Case study · August 11, 2026 · 9 min read

FX Replay Case Study: Taking Paid Media Back In-House

An outside agency's paid media at FX Replay logged zero attributed subscribers for eight months. What changed when I took the account in-house.

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Case study · August 7, 2026 · 6 min read

DoorDash Case Study: Finding Cheaper Growth in New Verticals

DoorDash's flagship segment paid $801 a lead. A starved segment bought them at $300. A case study in reading a paid account by its segments.

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Case study · August 4, 2026 · 7 min read

CCPU Case Study: A Bilingual Campaign That Cut CPA 93%

A California health fund needed statewide registrations in English and Spanish. In six months the cost per signup fell from $35 to $2.40. How I did it.

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Case study · July 31, 2026 · 8 min read

Every Man Jack Case Study: The Holiday Quarter That Made 46% of the Year

A men's personal-care brand put its whole year on Q4 2020. The holiday quarter delivered 46% of annual online revenue. How I ran the growth engine.

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All articles

Conversion & funnel · August 15, 2026 · 9 min read

A landing page framework: one pain, one proposition, one hypothesis

The three-element landing page discipline I use: the customer's pain, the ad theme it continues, the feature that answers it, plus a written hypothesis.

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Growth foundations · August 14, 2026 · 8 min read

256 weekly decks: what five years on one account taught me

Five years, 256 weekly decks, one client. The reporting ritual that kept a consulting engagement alive and turned an account's memory into an asset.

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Paid media & performance · August 13, 2026 · 11 min read

Building a Google Ads account for a lender, architecture first

How I built a private lender's Google Ads account from zero: campaigns split by intent, negatives as the compliance line, forecasts before funding.

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Paid media & performance · August 12, 2026 · 7 min read

The optimization tool that worked perfectly and lost money

A keyword tool cut cost per install 23% and added more than 11,000 installs. Counting its $8,000 fee, the year finished about $2,400 behind. How to price any tool.

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Growth foundations · August 11, 2026 · 10 min read

Managing up as a fractional CMO: reporting to a founder who has never had one

Founders who have never had a marketing executive supervise by checking. The weekly reporting contract I install in week one, and what it buys in 30 days.

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Paid media & performance · August 10, 2026 · 9 min read

What a customer actually costs: a CAC ladder from eight industries

Nine first-party acquisition prices, from a $2 install to a $2,100 signed merchant. A CAC benchmark counts only when it names what was bought.

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Growth foundations · August 9, 2026 · 9 min read

The three metrics I report to every founder

Board decks with thirty metrics end without decisions. The three numbers I report instead: LTGP:CAC, CAC payback period, and new revenue by source.

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Lifecycle & retention · August 8, 2026 · 11 min read

Deliverability before volume: building email across a multi-brand company

Several brands sharing one sending reputation sit one mistake from spam. The subdomain, authentication, warming and hygiene build that came first.

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Measurement & attribution · August 7, 2026 · 9 min read

The marketer who ships: what changes when marketing can build

When marketing can ship production code, the build-versus-buy math inverts. What I built at Leverage Companies, and what I bought.

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Conversion & funnel · August 6, 2026 · 9 min read

Voice-of-customer research when you cannot talk to customers

How I ran voice-of-customer research with no customer access: structured async elicitation on the colleagues who hear objections all day.

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Conversion & funnel · August 5, 2026 · 10 min read

Quiz funnels that qualify leads without feeling like a gate

A lender swapped its static contact form for a branching quiz that qualifies investors and brokers without killing conversion. Here is the build.

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Growth foundations · August 4, 2026 · 8 min read

What a growth audit actually covers (and what skipping one costs)

What a growth audit delivers, what skipping one costs, and how to tell a real audit from a slide deck. From a fractional CMO and growth advisor.

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Paid media & performance · August 3, 2026 · 8 min read

Building a real search program on fifty dollars a day

At YouMail I built a search program on fifty dollars a day. How a hard budget forces a cleaner, more honest Google Ads account than abundance would.

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Lifecycle & retention · August 2, 2026 · 9 min read

Migrating your email platform without touching the CRM

The email platform needed replacing while a live Salesforce business ran on top of it. A canonical envelope made the ESP a swappable part.

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Growth foundations · August 1, 2026 · 8 min read

The experimentation engine: a test a week for four years

How I ran a test a week on Rocket Mortgage's application funnel for years, and the operating system that made losing cheap enough to keep going.

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Growth foundations · July 31, 2026 · 8 min read

Fractional CMO vs agency: which one your growth problem actually needs

Fractional CMO vs agency: an agency executes inside your frame, an operator questions the frame. Pick by the failure mode your stage can absorb.

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Measurement & attribution · July 30, 2026 · 11 min read

Instrumenting an offline sales pipeline: teaching the auction what a real sale looks like

Your ads optimize on form-fills while revenue closes weeks later in the CRM. How I fed Salesforce sale stages back to Meta as offline conversions.

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Growth foundations · July 29, 2026 · 8 min read

Breaking silos as a growth lever

How a stalled web funnel turned out to be an org-chart problem, and how I fixed it by building relationships across product, paid, and web first.

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Case study · July 28, 2026 · 7 min read

Rocket Mortgage Case Study: The Copy Test Worth 80 Loans a Month

A conversion case study: re-testing one Rocket Mortgage upsell tile, copy then a trust badge, tripled its clicks and added an estimated 150 loans a month.

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Paid media & performance · July 28, 2026 · 8 min read

Your Google Ads leads are fine. Your first five minutes decide.

A DSCR lender wrote off its Google Ads leads as junk. The leads were fine; the response was slow. The speed-to-lead architecture that fixed it.

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Growth foundations · July 27, 2026 · 11 min read

How I build a growth team from zero

How a fractional CMO and growth advisor builds a marketing team from zero: sequence each hire against the bottleneck, contractors before employees.

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Conversion & funnel · July 26, 2026 · 9 min read

When the platform ships your feature for free

A platform shipped your core feature for free. The calm playbook: treat it as validation, find the depth gap, and reframe where the problem gets solved.

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Measurement & attribution · July 25, 2026 · 8 min read

The customer data platform I built myself for about $30 a month

The CRM, the payment processor and the marketing tools all disagreed on who each customer was. How I built a phone-first CDP on AWS for about $30 a month.

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Growth foundations · July 24, 2026 · 8 min read

What to expect from a fractional CMO engagement

What a fractional CMO and growth advisor actually delivers: a 30-day audit, an installed growth operating system, and an engagement built to end.

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Growth foundations · July 23, 2026 · 8 min read

LTGP:CAC: one North Star across three business models

LTGP:CAC is lifetime gross profit divided by customer acquisition cost. The calculation, and how I ran three businesses on one number.

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Growth foundations · July 22, 2026 · 7 min read

The learning agenda: how big teams plan a quarter of growth

How I turn company goals into a ranked quarter of experiments the whole org actually owns, using stakeholder interviews and one well-run workshop.

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Growth foundations · July 21, 2026 · 4 min read

Anatomy of a Black Friday: one week at 4.5x normal revenue

A teardown of FX Replay's Black Friday: a $200K+ week at 4.5x normal new-business revenue. The offer, the calendar, and how every channel fired as one.

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Growth foundations · July 20, 2026 · 8 min read

The growth operating system: run growth as a machine

Founders past product-market fit ask which channel is next. It rarely is. The system I run to diagnose, prioritize, fix, and sustain growth as one machine.

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Growth foundations · July 19, 2026 · 4 min read

The weekly growth review: one dashboard, four blocks, no debates

Audits find problems and fixes decay. The operating rhythm that keeps a growth machine honest: one dashboard, experiment readouts, kill-or-scale rules.

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Paid media & performance · July 18, 2026 · 4 min read

The affiliate playbook: 4,000 partners returning $5 for every $1 paid

FX Replay's affiliate program grew past 4,000 active partners returning about $5 in revenue per $1 of commission. How it was built and tracked.

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Lifecycle & retention · July 17, 2026 · 4 min read

Email was a help desk: rebuilding it into 5.9 million sends a month

FX Replay's email program sent receipts and password resets. Eighteen months later it sent 5.9 million a month at a 26% open rate. The rebuild order.

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Paid media & performance · July 16, 2026 · 4 min read

Creative is the last lever: scoring 1,000 ad variants without a debate

Ad platforms automated bidding and targeting. Creative is the lever you still control. How FX Replay scored 1,000+ variants against revenue.

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Conversion & funnel · July 15, 2026 · 4 min read

The app-store tax: when to move your app's growth to the web

Apple and Google take up to 30% of in-app subscriptions and hide your conversion data. How YouMail moved signups to the web and cut CAC 77%.

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Conversion & funnel · July 14, 2026 · 4 min read

The $2B form reorder: question order is a conversion decision

Two experiments at Rocket Mortgage lifted close rates 12% and 18.8% by reordering questions. How to design form tests that find real friction.

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Growth foundations · July 12, 2026 · 5 min read

The pricing lever: how a plan-mix change beat every ad optimization

Over 90% of FX Replay subscribers paid month to month, capping what any customer was worth. The annual-plan strategy that changed the economics.

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Growth foundations · July 11, 2026 · 10 min read

The 30-day growth audit: exactly what I look for before touching a dollar of ad spend

The six-lens teardown I run in the first 30 days: tracking, unit economics, funnel, paid accounts, creative, lifecycle. Plus a 20-minute self-audit.

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Growth foundations · July 8, 2026 · 7 min read

The signal problem: why your ad platform optimizes for the wrong thing

Your cost per signup keeps falling but revenue stays flat. Why ad platforms optimize the wrong event, and how server-side tracking fixes it.

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Case study · July 7, 2026 · 7 min read

FX Replay Case Study: 2.6x ARR in 18 Months

How a fractional CMO engagement grew FX Replay ARR 2.6x in 18 months: fixing broken attribution, finding the pricing lever, building the team.

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Case study · July 7, 2026 · 8 min read

YouMail Case Study: A Web Funnel That Cut CAC 77%

YouMail's app-store funnel had stalled. Moving signups to the web raised conversion from 9% to 22% and cut customer acquisition cost 77%.

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Case study · July 7, 2026 · 4 min read

Rocket Mortgage Case Study: $2B in Incremental Loan Volume

A funnel optimization case study on Rocket Mortgage: a test-a-week experiment program drove an estimated $2B in incremental loan volume at a 42% win rate.

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Frequently asked questions

What kind of articles are published here?

Case studies and field notes from real growth engagements: paid media, conversion optimization, lifecycle, tracking, and the numbers behind each. New articles are added every week.

Are the case study numbers real?

Yes. Every case study is built from engagement data: ad platform spend, revenue reporting, and experiment results. Where figures are rounded or anonymized to protect a client, the article says so.

Can I work with Karran directly?

Yes. Karran takes a small number of fractional CMO, growth audit, and advisory engagements at a time. Book an intro call at karrangupta.com/book.

Have a growth problem worth solving?

I write about what actually moved the numbers. If any of it maps to what you're facing, let's talk.

Book an intro call