Audit and attribution
Connect sources, applications, payments and revenue and remove combinations without evidence
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Connect sources, applications, payments and revenue and remove combinations without evidence
Fix hourly waste, offer and lead magnet before adding budget
Coordinate specialists through a weekly cadence and shared decision criteria
Increase spend in stages and protect ROMI through changes in demand
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The full-period update recorded USD 1,230,433 in revenue, USD 287,343 in spend, 85,275 applications and 328% ROMI. An earlier USD 369,628 cut is presented as a checkpoint, not an additional result
14 min read · historical case
Two publications about the same company, rebuilt as one case: audit, end-to-end analytics, waste control, landing-page optimization, specialist management, gradual scaling and the decisions behind 85,275 applications and 328% ROMI.
01 · Starting point
In May 2022, an online school for fitness and nutrition professionals had lost stability after depending too heavily on one social platform. Specialists were tested reactively, end-to-end reporting was unreliable, and the founders were coordinating marketing while running the rest of the company.
A website application cost more than RUB 900, about USD 10.68 at the reference rate used on this page. May closed at roughly 150% ROMI, below what the business model required. Some vendors produced applications at RUB 8,000, approximately USD 94.92. The larger problem was diagnostic: the company could not quickly separate sources that produced sales from sources that only filled a dashboard.
When everyone buys traffic but nobody owns the economics, doubling the budget only accelerates the errors.
02 · Audit and measurement
The first move was an audit of every active specialist and campaign. Combinations with major setup errors or no commercial evidence were removed. Only sources already connected to sales, or showing a verifiably sound setup, remained.
Spend, source, application, payment and revenue were then connected in one end-to-end view. The integration kept evolving as new decisions required deeper fields. The team moved to a weekly cadence: review data, agree changes, record hypotheses and give campaigns enough time to learn before touching them again.
Evaluation started with sales, traceability and setup quality rather than vendor presentations.
Every source had to end in comparable applications, payments and revenue.
Changes and reviews were concentrated to reduce impulsive daily optimization.
Budget grew after economics were confirmed, not because someone ordered volume to double.
03 · Specific constraints
Between 00:00 and 00:59, RUB 539,532 in spend had accumulated — about USD 6,402. That cut generated 63 applications at roughly USD 101.61 CPL and −70% ROMI. Excluding the non-contributing hours stopped a loss that remained fragmented across vendor reports.
The next constraint was the page. The nutrition offer and lead magnet were revised. The published report attributes a 1.6 percentage-point increase in application conversion and a rise in sales conversion from 6% to 10% to those changes. This was not cosmetic CRO; it clarified the decision before the lead reached sales.
The most valuable saving was not a cheaper click. It was no longer funding segments unable to return value.
04 · June–August 2022
June closed at 300% ROMI and RUB 517 CPL, about USD 6.13. The application plan was missed, yet return doubled compared with May at a similar level of spend. Measurement and correction proved more useful than chasing an overambitious volume target.
July tested new combinations and search-advertising vendors. CPL rose to USD 6.75 and applications fell by 361, but ROMI reached 407%. With roughly USD 1,066 less spend than the prior month, revenue grew 17%. August brought seasonal demand pressure; nevertheless CPL fell to USD 4.43 and applications increased 58%. Across the three months, the reports recorded USD 39,422 in spend, 7,066 applications and USD 162,914 in revenue at 313% ROMI.
Organize data and protect return before demanding more volume.
Accept a higher CPL when sales and revenue justify the combination.
Keep measured acquisition active when part of the cohort is likely to buy later.
Build comparable alternatives instead of returning to platform dependence.
05 · Team and governance
The trajectory was not linear. During September and October, the team operated without the same direction, source tagging deteriorated and the published cut showed 24% ROMI. Attribution cleanup brought November back to 310%. December closed at 157% when volume targets began competing with return.
January and February improved as quality returned to the center: 266% and 251% ROMI. In March the business insisted on the lead plan while CPL was rising. The result was RUB 1,869,397 in spend, RUB 3,736,210 in revenue, RUB 1,070 CPL and 85% ROMI. The form target was met, but the business signal weakened.
A lead plan can be achieved while the business gets worse. The primary metric must match the real constraint.
06 · Two publications, one project
The first publication documented a partial checkpoint: RUB 31,153,000 in revenue, RUB 9,181,000 in spend and 239% ROMI. At the current reference rate, that is approximately USD 369,628 in revenue and USD 108,932 in spend. It should not be added to the later total.
The 2024 update extended the full period and reported RUB 103,703,385 in revenue, RUB 24,217,853 in spend, 85,275 applications and 328% ROMI. At the reference rate, those totals equal USD 1,230,433 in revenue and USD 287,343 in spend. The average CPL derived from the totals is about USD 3.37. These are two time snapshots of the same system.
Time context matters: the first total is a checkpoint, while the second replaces it as the updated cumulative result.
07 · Current application
The historical project was multichannel: search advertising, paid social, a classified marketplace and other sources. This reconstruction removes local platform brands because the lesson does not depend on one vendor. Every source has to connect to the same economics, and budget has to follow contribution.
Today that loop often starts with Meta Ads and continues through a landing page or form, WhatsApp, CRM and sales stages. Pixel, CAPI and UTMs preserve useful signals, but do not replace commercial truth. Creative, audiences and pages are judged by quality, conversations, opportunities, customers and revenue.
Reconstructed evidence
The visuals were rebuilt from the published reports. English and Spanish use USD; the Russian page retains the original RUB screenshots.
One hour concentrated spend with a negative return.
The hourly view stopped a loss hidden by aggregated reporting.
The new acquisition function created a measurable multichannel base.
The school replaced dependence with a portfolio of comparable sources.
Less spend and fewer applications produced more revenue.
CPL rose while economic contribution improved — the clearest reason not to optimize one metric.
Revenue fell, but the system generated more applications at a lower CPL.
Seasonal pressure did not justify stopping a source with future cohort value.
The first article closed one stage of the project, not the final cumulative period.
This checkpoint explains the RUB 31.15 million headline in the first publication.
Return responded to management focus, not the media platform alone.
When the lead plan dominated quality and return, CPL reached USD 12.70 and ROMI fell to 85%.
The update consolidated every stage of the same project.
The updated total replaces the earlier checkpoint; the two are not added together.
USD reference for every converted amount: Bank of Russia official rate on August 27, 2026, USD 1 = RUB 84.2820. These are mathematical conversions of historical reports, not an accounting restatement at 2022–2023 exchange rates. Totals are rounded to the nearest dollar and CPL to cents.
Acquisition playbook
Someone must resolve conflicts between channels, sales, volume and return.
A source should not scale until applications, payments and revenue share one view.
Hour, campaign, audience and page expose losses hidden by averages.
Offer and lead magnet can improve quality before more media spend is added.
Doubling spend does not double results; it can double a weak combination.
With a two-week cycle, part of the revenue belongs to leads created in the previous period.
Volume and economics must coexist in team motivation.
Tags, decision criteria and test history must survive team changes.
Methodology and sources
Anonymized NDA-protected case. This reconstruction combines two publications about the same project, removes self-promotion, historical affiliations and local platform brands, and preserves only the applied method, limitations and verifiable figures.
ALTO ROI starts with the real constraint: Meta Ads, landing page, measurement, CRM or sales process. For selected projects, the initial Meta Ads test can run for 7–10 days with no management fee; the client funds media spend.
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