End-to-end analytics in Russia: assembling the path from click to sale

A report with clicks, impressions and CTR answers exactly one question: how many people pressed the ad. On the question that matters, how much of that turned into money, it is silent. Between the click and the payment lie a phone call, the work of a sales team, a second and third purchase. The ad account report ends at the first step of that path.

End-to-end analytics exists to assemble the path in full: from the search query to the payment and to what happens after it. Without that, the marketer optimises toward a decoy metric and the client judges by feel. For a company selling into Russia from abroad the gap between the click and the money is wider than at home. Here is what belongs in the report, why the actions themselves need recording alongside the outcome, and how to show data without giving the project away.

The account report stops where the money starts

A click is not an inquiry, an inquiry is not a sale, a sale is not profit. Between them sit call tracking with recordings, the sales department and an offline funnel that no advertising interface can see.

What the end-to-end link gives you is feedback from sales on lead quality and on the call scripts. It gives you the recordings themselves, from which the marketer learns the buyer’s real pain and what carries a call through to a deal. And it gives you the offline funnel as a whole: how the buyer is led, what is offered, what happens after the service, how upsells and the loyalty programme are built. Even the logic of the site rests on that picture: its structure and navigation should repeat the ideal conversation that leads to a purchase.

Without listening to calls the marketer optimises blind. They see “inquiry received” and do not see that half the inquiries are off-target and that the sellers drop them at the first objection. End-to-end analytics is about carrying the data all the way to the till instead of stopping at the click.

There can be many inquiries and little money, if behind the pretty number stands a stream the sales team will not take. And the reverse: a segment whose lead looks expensive sometimes brings the largest and most repeated deals, because its customers come back. You can only see either when sales and post-purchase behaviour are stitched to the advertising data. Without that stitching, every bid and keyword decision is made on half the picture.

Why the gap is wider in Russia

A company running Yandex Direct from outside Russia usually arrives with a measurement habit formed in Google Ads and GA4, where a large part of the path is captured by default: the click, the form, the online purchase, often the offline conversion imported through a standard integration. Three things break that habit here.

The first is where the conversation happens. A Russian buyer who is ready to talk phones, or writes in WhatsApp or Telegram. Forms and email are a smaller share of first contact than a Western funnel would suggest, and in many service categories the call is the main event. In the account, the click that led to a call and the click that led to nothing look identical until call tracking is attached and tied back to the session.

The second is the hub. Google Ads does not serve ads to users in Russia, so the paid side of your funnel runs through Yandex Direct, and Yandex Direct is joined at the campaign and keyword level to Yandex Metrica, the counter every Russian site carries. Metrica accepts offline conversions and call data uploaded from your call tracking service and your CRM, and Direct can then optimise its automated strategies toward those goals. GA4 can still sit on the site, but the loop that feeds decisions back into bids closes only through Metrica.

The third is the CRM and the law around it. Russian sales teams most often live in amoCRM or Bitrix24, and a foreign company usually has its own CRM at head office. Stitching them is an integration task, and it comes with a legal one: Russian personal data law requires personal data of Russian citizens to be recorded and stored on servers inside Russia. What that means for your flow of leads to a foreign CRM is a question for a lawyer, and it belongs in the analytics plan from the first week.

If you carry the data only as far as the form, you will conclude that Yandex traffic converts worse than your home market. Very often it converts somewhere you are not looking.

Record the actions as well as the result

There is a separate blind spot: the specialist’s work in the early period, when there is no payback yet. It is too early to judge by result, and yet the judgment has to be made somehow.

In that period you judge by the character of the actions. How often were the ads edited and what was changed. How often was the site edited and what was changed. How often was a solution rebuilt from scratch. Passive waiting for “the statistics to accumulate” and mechanical copying of campaigns do not count as work.

To make this provable, the history of actions is recorded: a summary table of changes by month and by week, a daily heat map of edits, and a link from each change to the shift in results that followed it across campaigns, groups and keywords. The pattern I have seen in practice is that noticeable breakthroughs did not arrive instantly. They came after several months of regular iteration, not from one lucky setting. A recorded history shows that density of work, which a bare results report hides.

For a company managing a Russian contractor remotely this record matters more than usual: you cannot watch the work happen and may not read the ads in the original.

One reservation. Once a campaign reaches stable payback, edit frequency stops being a virtue. Extra movement at that stage does damage.

Without dialogue the report is dead

A report without feedback is a monologue. What makes a project manageable is regular communication, and without it both sides lose.

What falls apart without dialogue: feedback on individual segments, without which you cannot see which one performs. Prioritisation of tasks and reallocation of budget to the segments that matter. Adjustment of strategy to demand, to dips, to seasonality and to the products that pull the rest along. Agreement on ongoing site improvements. The link between search and targeted advertising, where targeting creates demand and search closes what is already formed. Joint decisions on advertising, the site, social channels and SEO. And the trust on which a long contract rests.

Across a border and a time zone the monologue is the default mode. The contractor sends a report, head office reads it a week later, questions go back through a project manager, and by the time an answer arrives the campaign has moved on. A fixed weekly call with the person who touches the account is worth more than any dashboard: it is the only place where “these leads are wrong” turns into a segment name and a change in the account.

Communication pays the specialist too. A downtime that can be seen in advance, holidays or the client running out of budget, gets closed ahead of time: additional work is agreed for the hours in question instead of recalculating the fee downward after the fact. The pause stops being a hole in income and becomes planned load, and the team is not left idle. Russia adds a long January holiday and a May break that foreign head offices rarely plan around.

It suits the client to hand a growing volume of tasks to one contractor, and it is easier for the contractor to sell more to a current client than to find new ones. That transfer of volume is only possible where dialogue and accumulated trust exist. This is also the logic behind ongoing marketing support as a format: the report is a meeting, not a file.

How to show data without giving the project away

A report often wants to be shown to others: at a meeting, in an article, at a webinar. The rule is simple. Every identifying detail is hidden.

Hidden completely: the niche, the region, account names and IDs, ad group names, keywords and search queries, page addresses and domains, ad texts. Logins and passwords are never shown and never requested. A breakdown needs exports, not access to the live account, and every extra access is an extra risk. For a foreign company this is also how to get a second opinion on a Russian account without handing over the keys: exports from Direct and Metrica are enough for an audit.

What can be shown: anonymised figures sliced by abstract attributes from which the project cannot be recognised. The distribution of traffic and conversions by keyword length, by match type, by number of words in the query. Even the owner should not recognise their own account without being told. In a very narrow niche that cannot be achieved, and there it is better to decline the public breakdown altogether.

What to put in your reporting this week

1. Carry the data to the till. Connect call tracking with recordings. Upload calls and CRM outcomes to Yandex Metrica as offline conversions so that Yandex Direct can see them. Collect the sales team’s feedback on lead quality.
2. Check where the join lives. If leads flow from a Russian site to a CRM abroad, get a lawyer’s view on data localisation before building the integration.
3. Record the actions. Start a change log tied to the shifts in results, alongside the report on outcomes.
4. Turn the report into a dialogue. Go through priorities, dips and seasonality with the person who runs the account.
5. Plan the downtime. Close a known pause with agreed additional work in advance instead of recalculating afterward.
6. Anonymise what you show. Hide everything recognisable and keep the slice by abstract attributes.

A report that ends at CTR is pretty and useless. The path to a sale goes further: through a call, through a seller, through the second purchase. Assembling it in full is the job of end-to-end analytics. Numbers without dialogue are a monologue, and actions without a record are just words.

If reports arrive and nobody can say whether the advertising pays back, a free review will show where your path to a sale breaks off. How analytics sits inside a paid traffic system built for the Russian market is on the Yandex Ads page.

Frequently asked questions

Sources

• Russian version of this article on belokrylovo.ru: Сквозная аналитика: собрать путь до продажи