CRO Insights

Shopify Analytics for CRO: Which Reports Actually Matter

Shopify gives you 60+ reports out of the box, but fewer than 10 will ever change a CRO decision. This guide walks through the 7 we open every week, what each one really tells you, and the exact signals to spot before you ever run a test.

13 MIN READ
UPDATED MAY 2026
WRITTEN BY
Irakli B.

The honest truth about Shopify reports for conversion rate optimization

Most merchants drown in dashboards. They open Shopify analytics, scroll through 60+ reports, and end up checking the same 3 numbers as last week. Shopify analytics for CRO is not about tracking more, it is about tracking the right things and knowing what action each one points to. After running over 1,000 A/B tests for DTC brands, we have whittled the list down to 7 reports that actually drive decisions.
In this guide
  1. Why most Shopify reports never lead to a test
  2. The Conversion rate breakdown report - your funnel x-ray
  3. Sessions by landing page - where the money actually lands
  4. Sessions by device - the mobile gap nobody fixes
  5. Online store conversion over time - your trend line, not your scoreboard
  6. Sales by traffic source - which channel pulls its weight
  7. Top products by units sold and ATC - the inventory of intent
  8. Checkout funnel and abandonment - the last mile leak

Why most Shopify reports never lead to a test

Most reports fail because they answer the wrong question. They tell you what happened, not why, and definitely not what to do next. A daily sales number is great for your accountant. It is useless for your conversion strategist.
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Think of Shopify analytics the way a doctor thinks about a check-up. Weight, blood pressure, heart rate - those are vital signs. They flag a problem but never prescribe the cure. The cure comes from deeper tests: bloodwork, imaging, behavioural patterns. The same logic applies to your store. Vanity metrics like total sessions and gross sales are vital signs. The reports we are about to walk through are the bloodwork.
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Here is the filter we use before opening any Shopify report: does this report point to a specific stage of the funnel where we can run a test? If the answer is no, we close the tab. If the answer is yes, we ask three questions. Where is the leak? How big is it? What hypothesis does it generate?
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Across the seven reports below, we will keep returning to that filter. The goal is not to make you a Shopify analytics expert. The goal is to make sure that every Monday morning, you walk into your week with three or four test ideas grounded in real numbers, not gut feel.
Quick Note:
Shopify counts sessions, not visitors. A session ends after 30 minutes of inactivity or at midnight UTC, so one shopper visiting twice in a day generates two sessions. This matters when you read every report below, because the denominator is always sessions.

The Conversion rate breakdown report - your funnel x-ray

The Conversion rate breakdown report is the single most useful report in Shopify analytics for CRO. It shows the full path from session to purchase as a stacked funnel, with the conversion rate at each step calculated as sessions for that step divided by total sessions.
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You find it under Analytics > Reports > Behavior > Conversion rate breakdown. What you get is a five-stage view: sessions, sessions that viewed a product, sessions that added to cart, sessions that reached checkout, sessions that completed checkout. Each step is a percentage of total sessions, not the previous step, which is the part most people read wrong.
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This is your funnel x-ray. If your store is leaking, this report tells you which floor the pipe burst on.
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Healthy benchmarks based on aggregated 2026 data look like this:

The trick is to find the stage with the biggest gap between your number and the benchmark, then run tests there first. Fixing your homepage when your real leak is checkout is like patching the roof when the basement is flooding.
Pro Tip:
Look at the breakdown by device, not just overall. Mobile and desktop funnels behave differently. Mobile usually loses more visitors at add-to-cart and checkout, which means your mobile fixes will look different to your desktop fixes. Always segment.

Sessions by landing page - where the money actually lands

The Sessions by landing page report shows which page a visitor first lands on when they arrive at your store. This sounds basic until you realise that most merchants assume visitors land on the homepage. They do not. For a healthy paid traffic store, often 60-80% of sessions land on a product or collection page.
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You find this under Analytics > Reports > Behavior > Sessions by landing page. Sort by sessions, then layer in conversion rate per landing page. The combination is where the gold is.
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Why does this matter for CRO? Because each landing page is its own funnel entry point with its own conversion rate. A product page that converts at 1.2% from organic traffic might convert at 0.4% from a Meta ad. Same page, completely different audience temperature, completely different test priorities.
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Here is the analogy that helps. Imagine your store as a hotel with multiple entrances. The lobby is your homepage. The side door is your bestseller product page. The back entrance is your blog. Each entrance brings in a different type of guest, and the experience that greets them at the door determines whether they stay the night.
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Look for two patterns. First, high-traffic pages with below-average conversion rates - these are your highest-leverage CRO targets. Second, pages with strong conversion rates that get almost no traffic - these are content or paid media opportunities, not CRO problems.
Reminder:
A high bounce rate on a landing page is not always bad. If someone Googled "is product X waterproof," landed on your product page, found "yes," and left - that is a successful session for them. Use bounce rate alongside conversion rate, never alone.

Sessions by device - the mobile gap nobody fixes

The Sessions by device report shows your traffic split across mobile, desktop, and tablet, paired with conversion rate for each. Mobile traffic now accounts for 70-80% of sessions on most Shopify stores, but mobile typically converts at roughly half the rate of desktop.
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That gap is where the money is. In aggregated data across well-managed Shopify stores in 2026, desktop converts at around 4.5% on average, while mobile sits closer to 2.9%. If 75% of your traffic is mobile and your mobile conversion rate is half your desktop rate, you are leaving the equivalent of a small business behind every month.
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You find this report under Analytics > Reports > Behavior > Sessions by device. Pair it with the Conversion rate breakdown report filtered by device to see exactly where mobile drops off compared to desktop.
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The most common mobile leaks we see in audits:
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1. The add-to-cart button scrolls off screen on the product page
2. Image carousels are slow to swipe or load
3. Form fields zoom in awkwardly when tapped
4. Trust signals (reviews, badges, FAQs) sit too far down the page
5. Checkout has too many fields visible at once on a small screen
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A practical rule we follow: any single-percentage-point lift in mobile conversion rate is usually worth two percentage points on desktop, simply because mobile is the majority of traffic. Prioritise accordingly.

Online store conversion over time - your trend line, not your scoreboard

The Online store conversion rate over time report sounds simple. It plots your store-wide conversion rate across days, weeks, or months. The mistake everyone makes is treating this as a scoreboard. It is not. It is a trend line, and the difference is enormous.
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You find it under Analytics > Reports > Behavior > Online store conversion over time. The report breaks the funnel into added to cart, reached checkout, and sessions converted, all over your selected date range.
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A scoreboard tells you whether you won today. A trend line tells you whether you are getting better or worse, and how stable your performance is. CRO lives in the trend line.
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Three patterns we look for:
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First, sudden drops. A 30% drop in conversion rate week-over-week with no obvious explanation usually means a tracking issue, a theme update that broke something, or a paid traffic campaign pulling in the wrong audience. We treat sudden drops as a flag to investigate, not a hypothesis to test.
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Second, slow declines. A conversion rate that has slipped 0.2 points each month for four months is a quiet emergency. Usually this is paid traffic quality decaying, a competitor gaining ground on the same keywords, or seasonal mismatch.
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Third, post-test stability. After every A/B test we ship, we watch the trend line for 4-6 weeks. A test that "won" but then sees overall conversion rate flatten is suspect. The lift might have been a sample-size illusion or a novelty effect.

Sales by traffic source - which channel pulls its weight

The Sales by traffic source report (sometimes labelled Sessions by traffic source paired with Sales attributed) tells you how each channel - organic, direct, social, email, paid - contributes to revenue, not just sessions. This is where most merchants discover that the channel they spend the most money on is not the channel that drives the most revenue per visitor.
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You find this under Analytics > Reports > Acquisition > Sessions by traffic source, then layer in conversion rate and revenue per session. Shopify uses last-click attribution by default, which means the last channel a customer touched gets 100% of the credit. This systematically undervalues awareness channels like Meta prospecting and influencer content. Worth knowing before you make budget decisions.
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The pattern we see across DTC clients: email and direct traffic typically convert at 3-5x the rate of paid social, but paid social drives the larger absolute volume. The right question is not "which channel is best?" but "which channel has the biggest gap between traffic and revenue contribution?"

Think of it as a band where every member has a different role. Paid social is the lead singer pulling the crowd. Email is the bassist holding the rhythm. Direct traffic is the drummer everyone underestimates. You do not fire the bassist because they are quieter than the singer.

For CRO purposes, the report tells you two things. First, which traffic-source-and-landing-page combinations to prioritise for testing - because a 0.5% lift on a high-volume, low-converting source pays back faster than a 5% lift on a low-volume one. Second, whether your overall conversion rate is moving because of CRO improvements or because of channel mix changes. A swing in traffic mix can move your blended conversion rate without anything actually changing on your site.
Important Update:
Shopify last-click attribution is not the full story. If you are running serious paid media, pair Shopify analytics with GA4 and check both. GA4's data-driven attribution distributes credit across touchpoints and usually paints a fairer picture, especially for awareness channels.

Top products by units sold and ATC - the inventory of intent

The Sales by product report shows which products are selling. The Conversion by product or Product analytics view shows which products visitors are adding to cart and how often product pages convert. Reading these two together is what separates merchants from operators.
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You find Sales by product under Analytics > Reports > Sales > Sales by product. The Shopify behavior reports include views and add-to-cart rates per product when you have enough volume. If you need deeper product-level analytics, GA4 or a tool like Triple Whale will fill the gap.
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Here is the framework we use to segment every product:
The Bottleneck quadrant is where most CRO wins live. A product that gets serious traffic but a weak add-to-cart rate has a clear diagnosis: the product page is failing. Wrong photos, weak copy, missing reviews, unclear pricing, or stock confusion. One product page audit on a Bottleneck product can lift store-wide revenue more than three weeks of ad creative testing.
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A worked example. Say you sell a $49 face serum. It gets 12,000 product page sessions a month. Add-to-cart rate is 4%. Industry healthy benchmark for that price band is 8-12%. That is roughly 480 carts a month versus a potential 960 to 1,440 carts. At a 45% checkout completion rate and $49 AOV, the gap is $7,000-$10,000 a month - from one product page.

Checkout funnel and abandonment - the last mile leak

The Shopify checkout abandonment report (and the Checkout conversion section inside the Conversion rate breakdown report) covers the most expensive part of your funnel. These visitors have committed. They have entered the checkout. Then something stops them.
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You find it under Analytics > Reports > Behavior, then drill into the checkout section of the Conversion rate breakdown. Across ecommerce, the average cart abandonment rate sits around 70%, and on Shopify specifically, around 45-55% of visitors who start checkout actually finish.
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Industry research consistently points to the same culprits. Unexpected extra costs (shipping, taxes, fees) cause around 47% of abandonment. Forced account creation adds another 25%. Slow delivery estimates account for roughly 24%. Trust and complexity round out the list.
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What this means for your CRO roadmap: before you spend a sprint redesigning your product page, check whether your checkout is bleeding. If your overall conversion rate is 1.5% but your checkout completion rate is 35%, your problem is not your homepage or your hero image. Your problem is that one in three committed buyers walks away at the cash register.
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The first three things we test on every checkout audit:
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1. Shipping cost transparency - is total cost (including shipping) visible before checkout begins?
2. Guest checkout - is account creation optional, not required?
3. Payment method coverage - Shop Pay, Apple Pay, Google Pay, and at least one buy-now-pay-later option for AOV above $80?
Pro Tip:
Segment checkout abandonment by step. Shopify shows you "reached checkout" and "completed checkout" but the steps in between (contact, shipping, payment) are where the actual leak lives. Pair this report with a session recording tool like Microsoft Clarity to watch where people actually stop.
FAQ

Do you have any questions left?

Here are the answers for you

Which Shopify report should I open first if I only have 10 minutes a week?

The Conversion rate breakdown report under Analytics > Reports > Behavior. It shows your full funnel from session to purchase in one view, with the conversion rate at each step calculated against total sessions. Compare your numbers to the healthy ranges, find the stage with the biggest gap, and that is where your next test belongs. One report, one decision, ten minutes.

How is Shopify conversion rate different from GA4 conversion rate?

Shopify uses sessions as the denominator and counts only completed orders inside its own checkout. GA4 also uses sessions but applies its own session logic, attribution model, and event tracking. The numbers will rarely match exactly. Use Shopify for order-level truth and GA4 for behavioural depth and traffic-source attribution.

Do I need Shopify Plus to access the reports that matter for CRO?

No. The seven reports covered here are all available on standard Shopify plans. Shopify Plus unlocks more advanced behavior reports, custom report builder access, and deeper segmentation, but the core CRO decisions can be made on a non-Plus account. The deciding factor is usually traffic volume, not plan tier.

What if my Shopify analytics dashboard for CRO shows weird numbers?

Check three things first. Are tracking apps or ad blockers interfering with sessions data? Did a recent theme update change anything in your checkout? Are you comparing the same date ranges and traffic sources? Most "weird numbers" are tracking issues or apples-to-oranges date comparisons rather than real performance changes.

How often should I check these reports if I am not actively running tests?

Once a week is plenty for the conversion rate breakdown, sessions by landing page, and checkout funnel. Once a month is fine for trend-line reports like online store conversion over time. Daily checking creates noise and tempts you to act on small fluctuations that are statistical wobble, not signal.

When should I bring in an agency for CRO instead of running tests myself?

When your store is doing $100k+ a month, your funnel reports clearly point to one or two big leaks, but you are not sure which test to run first or how to design the experiment properly. A good CRO agency turns the report findings into prioritised hypotheses, runs the tests with proper statistical rigour, and protects your revenue while doing it. Weblics offers a free CRO audit that starts exactly here.

What's included in each plan?

Every plan includes complete care-driven CRO - what varies is testing capacity and analysis depth.

All Plans Include:

Onboarding (First 5 days):

  • Founder interviews & business deep-dive
  • Comprehensive technical website audit
  • Customer psychology analysis (ICP, 5 WHYs, SWOT)
  • AI-trained buyer personas creation
  • Ad creatives audit
  • Marketing ecosystem review

Ongoing (Continuous):

  • Psychology-first hypothesis generation
  • Conversion-focused UX/UI design
  • Strategic copywriting
  • Shopify development & implementation
  • A/B testing & QA
  • Transparent reporting & documentation
  • Strategy meetings (weekly or bi-weekly)

What Changes by Tier:

  • Tests per month: 2, 4, 6, or 8 A/B tests
  • Meeting frequency: Bi-weekly (Starter) or Weekly (Growth+)
  • Analysis depth: Post-purchase surveys, support analysis, inventory strategy, KPI planning, quarterly planning (varies by tier)

Bonus (Growth+): Comprehensive email marketing audit from specialist partners

What's the difference between Flexible and Scale plans?

Flexible plans give you complete control over costs. You pay for the essential CRO work - strategy, hypothesis generation, analysis, A/B test and project management - whilst design, development, and QA are billed separately at $70/hourly only when you need them.

This is perfect if you have an in-house design or development team, or if you want to manage exactly what gets built and when. You're not locked into paying for services you don't need.

Scale plans include everything - strategy, analysis, design, development, QA, and implementation - in one predictable monthly retainer. No surprises, no separate invoices, just complete care-driven CRO delivered autonomously.

Choose Flexible if: You have internal resources or want precise cost control
Choose Scale if: You want fully autonomous, hands-off CRO with everything included

How do your pricing tiers work?

Transparent pricing based on your monthly traffic.

We charge based on traffic volume because testing capacity and statistical significance directly correlate with session count. The more traffic you have, the faster we can run tests and deliver results.

Pricing:

  • Starter (50K-75K sessions): $1,650/mo - 2 tests
  • Growth (75K-150K sessions): $3,500/mo - 4 tests
  • Scale (150K-350K sessions): $6,600/mo - 6 tests
  • Enterprise (350K+ sessions): $10,700/mo - 8 tests

No long-term contracts. Cancel anytime.
Every plan includes our 30-day profitability guarantee.

Not sure which plan fits?
Book a discovery call - I'll help you find the perfect match for your business.

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What's your CRO process?

Our battle-tested frameworks and systems validate every hypothesis before we build.

Phase 1: Onboarding (First 5 days)

  • Deep-dive into your business, customers, and psychology
  • Comprehensive technical audit
  • 25+ care-driven optimisation hypotheses
  • Custom roadmap delivered

Phase 2: Operational (Continuous)

  • Validate hypotheses through AI-trained buyer personas
  • Ask: "Does this genuinely serve customer needs - not manipulate?"
  • Design, develop, and implement winning tests
  • Rigorous QA across all devices
  • Launch and monitor

Phase 3: Ongoing Analysis (Monthly)

  • Behavioural segmentation & data analysis
  • Post-purchase survey analysis (Growth+ plans)
  • Support ticket insights analysis (Growth+ plans)
  • Inventory strategy (Growth+ plans)
  • Monthly KPI planning (Growth+ plans)
  • Quarterly strategic planning (Scale+ plans)

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Do you use AI?

Yes - but as an addition to our battle-tested frameworks, not the foundation.

We've built a proprietary AI system that validates every hypothesis against your actual buyer personas before we build anything. This ensures we only create optimisations your customers will genuinely respond to.

How it works:

  1. Our frameworks identify conversion opportunities
  2. We generate psychology-first hypotheses
  3. AI-trained buyer personas validate each hypothesis
  4. We ask: "Does this genuinely serve customer needs—not manipulate?"
  5. Only validated hypotheses get built and tested

This approach achieves 84% test success rate vs 45% industry average - because we validate with your actual customers before building, not after.

AI enhances our care-driven methodology. It doesn't replace genuine customer understanding.

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What if I need more than my plan includes?

Simply upgrade to the next tier for more included tests and enhanced ongoing analysis.

We're completely flexible - scale up or down based on your business needs. No penalties, no long-term lock-ins.

Want to discuss expanding your plan? Your dedicated CRO manager can adjust your package anytime.

Can I cancel anytime?

Yes. No long-term contracts. Cancel anytime.

We earn your business every single month through results - not by trapping you in contracts.

If we don't make you profitable within 30 days, you pay nothing more until we deliver. That's our guarantee.

Most clients stay because care-driven CRO compounds month after month - each winning test keeps generating revenue whilst new tests add even more. But you're never locked in.

We're confident our results will speak for themselves.

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How involved do I need to be?

Zero micromanagement required. We operate completely autonomously.

We're an extension of your business - making decisions with your profit margins AND mission in mind, not billable hours.

Your involvement:

  • Initial onboarding: 2-3 hours (interviews, strategy alignment)
  • Weekly/bi-weekly meetings: 30-60 minutes (strategy updates, results review)
  • Ad-hoc questions: Slack chat for quick questions

We handle everything else:

  • Hypothesis generation
  • Design and copywriting
  • Development and implementation
  • QA across all devices
  • A/B test management
  • Data analysis and reporting

You focus on running your business. We focus on adding $50K+ monthly to your revenue.

That's the partnership.

What tools/platforms do you use?

We integrate with your existing tools—no forced changes.

Analytics: Shopify Analytics, Microsoft Clarity, GA4
Testing: Intelligems
Management: ClickUp, Figma, Slack

Your data stays in your systems. We integrate seamlessly.

How do you ensure my data is secure?

We sign NDAs before any work begins. Your data is protected - always.

Security measures:

  • Non-Disclosure Agreement (NDA) signed upfront
  • Limited access permissions (only what's necessary)
  • Data stored in your systems (we don't migrate your data)
  • Team access restricted to assigned personnel only
  • Regular security audits

We treat your business like our own - that includes protecting your data like it's our own.

You maintain full control over all access permissions and can revoke them anytime.

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What results can I expect?

Guaranteed profitability in 30 days. $50K+ monthly revenue boost within 60 days.

Tangible outcomes:

But more than numbers - you'll understand your customers deeply, remove friction authentically, and build genuine relationships that compound revenue month after month.

  • Increased conversion rates (50-100%+ improvements common)
  • Higher average order values
  • Improved ROAS (return on ad spend)
  • Enhanced customer lifetime value
  • Sustainable, compounding revenue growth

Our 84% hypothesis success rate means tests consistently work.

Real client results:

  • ForKeeps Merch: $2.3M added revenue (+70% conversion rate)
  • Organic Muscle: 128% conversion rate increase
  • CKitchen: $1.1M added revenue over 22 months
  • Mayven Studios: 50% conversion increase in 2 months
How long should I work with you?

For as long as care-driven CRO continues delivering massive ROI - which typically compounds over 6+ months.

Why long-term partnerships work:

  • Each winning test keeps generating revenue permanently
  • New tests stack on top of previous wins
  • Deeper customer understanding leads to better hypotheses
  • Compounding effects multiply over time

Typical timeline:

  • Months 1-3: Foundation + initial wins ($50K+ monthly added)
  • Months 4-6: Compounding effects visible (wins multiply)
  • Months 7-12: Sustainable growth system established
  • 12+ months: Category-leading conversion rates achieved

Most clients stay 12-24+ months because results compound. But there's no lock-in - cancel anytime.

We earn your business every month through genuine results, not contracts.

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How do I get started?

Three simple steps:

Step 1: Book a Discovery Call 30-minute conversation to discuss your traffic, goals, and biggest challenges. We'll explore if we're a good fit and map out your path to $50K+ monthly revenue growth.

Step 2: Get Your Free Audit We'll conduct a comprehensive CRO audit of your website, deliver 25+ psychology-first hypotheses, and show you exactly where your biggest revenue opportunities are.

Step 3: Choose Your Plan & Launch Select the plan that fits your traffic and business needs. We'll onboard you within 5 days and have your first A/B test live within 10 days.

Ready to grow with care-driven CRO?

Or have more questions? Email us: garyk@weblics.agency

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