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Industries / E-Commerce & DTC / Pain Point
/// e-commerce & dtc

Every platform claims credit. None of them agree.

Meta says 3.1x ROAS. Google says 4.2x. Stripe says revenue is flat. Three dashboards, three different stories. You are making $50K/month ad spend decisions based on numbers that do not agree. askotter connects every platform into one truth so you can see which channels actually drive purchases, not just clicks.

6+
platforms unified
full-journey
attribution model
< 2 min
to trace any sale

Why every platform inflates its numbers

Meta, Google, and every ad platform use attribution windows designed to make themselves look good. A customer sees a Meta ad, Googles your brand, gets an email, and buys. Meta claims the sale. Google claims it. Klaviyo claims it. You end up paying for the same sale three times in reports and making budget decisions on overlapping data.

The cost of wrong attribution

If you cut the channel that introduced the customer because last-click gave credit to the channel that closed them, your entire funnel shrinks. Many DTC brands have cut Meta spend based on last-click data, only to watch Google brand search volume drop weeks later. Attribution errors do not just miscount. They lead to decisions that break the funnel.

How askotter builds true attribution

askotter connects Shopify, Stripe, GA4, Meta Ads, Google Ads, and Klaviyo into one customer journey. Every touchpoint is mapped: awareness, consideration, conversion. Multi-touch attribution gives accurate credit to each channel. You see that Meta helps 38% of Google sales happen. Cutting it would hurt both channels. Decisions backed by connected data, not platform self-reporting.

/// what askotter catches

Real-time detection in action.

Meta retargeting assists 38% of Google brand conversions. Cutting Meta would reduce Google revenue by an estimated $11.8K/mo. 1h ago
natural language query
"Which campaign drove the most revenue?"
Meta retargeting "Summer Sale v3" brought in $47K. Google brand search: $31K. But Meta helps 38% of Google sales happen too. Cutting Meta would hurt Google results. Full-journey view shows the two channels work together.
Sources: Stripe + Meta Ads + Google Ads + Klaviyo
/// metrics that matter

KPIs this pain point directly impacts.

Understanding these metrics helps you measure the problem and track improvement. Each links to our full glossary definition with formulas, benchmarks, and role-specific context.

ROAS
Return on Ad Spend
Return on Ad Spend (ROAS) measures the gross revenue generated for every dollar spent on advertising. It is calculated at the campaign, channel, or account level and indicates how efficiently paid media is converting spend into revenue. ROAS is commonly used to optimize paid channel budgets and set performance targets for media teams.
CAC
Customer Acquisition Cost
Customer Acquisition Cost (CAC) measures the total sales and marketing expenditure required to acquire one new paying customer over a given period. It encompasses all costs including ad spend, salaries, tools, and agency fees divided by the number of new customers gained. Tracking CAC helps organizations assess the efficiency and scalability of their growth engine.
ATTRIBUTION-COVERAGE
Attribution Model Coverage
Attribution Model Coverage measures the percentage of conversions or revenue events for which the analytics system can attribute credit to specific marketing touchpoints, channels, or campaigns. Low coverage indicates significant untracked traffic (dark social, direct, or untagged campaigns) that makes budget allocation decisions unreliable. High coverage enables confident channel investment decisions.
LTV:CAC
LTV:CAC Ratio
The LTV:CAC Ratio compares the expected lifetime value of a customer against the cost to acquire that customer, providing a single efficiency score for the growth model. A ratio above 1:1 means the business recovers its acquisition investment over the customer lifetime. It is one of the most watched unit economics metrics by investors and boards.
/// related challenges

Other e-commerce & dtc pain points askotter solves.

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