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Blog posts, guides and metric pages in one place — pick a tag to see everything we have on it.

Web analyticsMarketing & Growth

Dark traffic: the visitors your analytics can't see

Ad blockers stop the analytics script for roughly a third of the web. Privacy browsers strip referrers and cap cookies. Consent banners never get an answer from half of desktop visitors. And most private shares arrive with no referrer at all, landing in Direct. Your dashboard shows a sample, not the universe.

Web analyticsMarketing & Growth

Why your analytics numbers never match: GA4 vs ads platforms

Your Google Ads campaign reports 150 conversions. GA4 reports 80. The gap exists because each system answers a different question and counts conversions by different rules — attribution windows, view-through credit, modeled conversions, click dates. Here's why, and which number to use for what.

Web analytics

Identify website visitors: from anonymous visit to customer profile

Strangers can't be unmasked — legitimate analytics doesn't identify people who haven't identified themselves. But your own users are different: choose to recognize them at signup, and their entire anonymous pre-signup history merges into a named profile. Here's what that makes possible.

Web analytics

What's a good conversion rate? Benchmarks by industry and traffic source

Around 2% for an online store, 3–6% for a lead-gen site, and 6%+ for a dedicated landing page — the 'average conversion rate' depends entirely on what's being counted. Here are the 2026 numbers from sources that publish their methodology, and how to read them without fooling yourself.

Web analytics

What counts as a “session”? Every tool defines it differently

Most analytics tools end a session after 30 minutes of inactivity — but GA4 stopped splitting sessions at midnight, Matomo still does, Fathom uses a 24-hour window, and some privacy tools don't count sessions at all. Same traffic, different numbers, and almost nobody discloses which rules they're playing by.

Web analytics

Average session duration is lying to you

The last page of every visit contributes zero seconds, bounces drag the average toward nothing, and whether the clock keeps running while a tab sits in the background depends on which tool you ask. Here's how the number is actually computed, why it fell when you switched to GA4, and what to look at instead.

Web analytics

What is web analytics? A plain-English guide

You add one small script to your site and it starts counting: how many people visited, which search or link brought them, and whether any of them signed up. This guide explains how that works, what the terms on the dashboard mean, and how much to trust the numbers.

Web analyticsMarketing & Growth

Why did my traffic drop? A step-by-step diagnosis

Most traffic drops have one of five causes: broken tracking, seasonality, a channel-specific problem, a Google update, or AI Overviews eating your clicks. Check them in that order — the common causes are also the fastest to rule out.

Web analytics

How to track website conversions

A conversion is just the action you want a visitor to take. Which action it is, is your call — and the choice decides everything the number is worth.

Web analytics

How to check website traffic — for your site or any site

Checking your own site takes one snippet and two minutes for exact numbers. Checking someone else's takes an estimator and a grain of salt. Both routes, free — and the accuracy data the tool pages don't mention.

Web analytics

How accurate are website traffic checkers?

Screaming Frog compared estimators against real analytics on 25 sites: Semrush ran about 42% low, Ahrefs 36%, and SimilarWeb averaged closest with the wildest variance. Where the numbers come from, and when to trust them.

Web analytics

Why do different analytics tools show different numbers?

Run two analytics tools on one site and they'll disagree by 10–30% — with both correct by their own rules. The six causes of the gap, which number sits closest to the truth, and how to work with it.

Web analytics

What's a good amount of traffic for a website?

A consultancy can thrive on 300 visits a month while a content site starves on 50,000. The benchmark worth having comes from your own numbers: monthly goal divided by conversion rate.

Web analytics

Who is visiting my website? What you can (and can't) see

No tool will hand you the names of anonymous visitors — anyone promising that is selling trouble. What you can see: sources, journeys, company names on B2B traffic, and everything, once someone signs up.

Web analytics

I just launched my product. What should I track first?

Launch week needs five numbers, and most analytics tools ship with forty. Visitors, sources, one action, signups and one activation signal — in that order. Everything else can wait for month two.

Web analytics

The only 5 metrics to check every morning

A morning check should take three minutes, not a dashboard safari. Five numbers with yesterday's baseline attached — and the popular ones that deliberately aren't on the list.

UX/UIWeb analytics

Session replay, explained (with examples)

A session recording is a reconstruction, not a video — a distinction that decides what it can show, what it must hide, and why it costs so little to run. How replay works, three real failure patterns, and the workflow that keeps it from eating afternoons.

UX/UIWeb analytics

Heatmaps vs. session replay: what's the difference?

One shows a thousand visitors on a single page, the other shows one visitor across a whole visit. When each is the right tool — and the specific ways each one lies.

UX/UIWeb analytics

Best Hotjar alternatives (2026)

Hotjar is being folded into Contentsquare, and a lot of teams are shopping. The alternatives compared in plain language — what each one is for, and where the catches are.

Web analytics

What events to track on your website

There's one event worth more than all the rest: the action that predicts whether a new user sticks around. Here's how to find it — and the short list of others actually worth tracking.

Web analyticsMarketing & Growth

Traffic sources: direct vs. organic vs. referral vs. paid

Four buckets decide where your visitors 'came from' — and the biggest one is a catch-all for traffic the tool couldn't identify. What each source really means, why 'direct' misleads, and why the top source of visits is rarely the top source of revenue.

Web analytics

Nobody signed up. Here's what to check first

Zero sign-ups after a launch rarely means the idea flopped — usually it's a broken form, an invisible offer, or a vague pitch. The order to check them in, before you touch the product.

Web analytics

How to see where users get stuck on your website

Session recordings and heatmaps turn a drop-off number into a video of the exact moment someone gave up. The four friction patterns to look for, and the four-step workflow for finding yours.

Web analytics

A simple Google Analytics alternative that shows revenue

GA4 can answer almost any question — after a property, a data stream, a tag manager, and a weekend. Here's what a simpler tool needs to cover, and where the trade actually sits.

Web analyticsEcommerce

Checkout abandonment rate: benchmarks and how to reduce it

Roughly seven in ten started checkouts never finish. What counts as normal, how to find your leak, and which fixes actually move the number.

Web analytics

What is a good bounce rate?

Under 40% is good, over 70% is a flag — except for blogs, landing pages, and every other case where it isn't. What the number means and when to ignore it.

Web analyticsMarketing & Growth

UTM parameters: a practical guide

Five little tags decide whether 'is my marketing working?' has an answer. How UTMs work, the naming rules that keep data clean, and the one place never to use them.

Web analytics

Page views vs. visits vs. unique visitors

One person, two coffee breaks and seven pages is 1 visitor, 2 visits and 7 pageviews. Which number to quote, when, and why no two tools ever agree.

Web analytics

Lovable's built-in analytics: what it tracks and where it stops

Lovable ships a traffic dashboard with every published app. It answers 'did people come?' well — and goes quiet the moment you ask what they did.

Web analytics

Replit's built-in analytics: what it tracks and where it stops

Replit ships genuinely good infrastructure telemetry with every published app — requests, uptime, CPU. The catch: a request isn't a person, and none of it says what users actually did.

SaaSSubscription revenue

How to calculate churn rate

The exact formulas for customer churn, revenue churn, net revenue churn and NRR — each with a worked example, and the annualising trap to avoid.

SaaSSubscription revenue

Annual churn rate: formula and monthly conversion

Annual churn isn't monthly × 12. The compounding formula in both directions, a conversion table, and when to measure directly instead.

SaaSSubscription revenue

Annual Contract Value (ACV)

The yearly value of a customer contract — the ACV formula, how it differs from ARR, and what it tells you about your motion.

SaaSSubscription revenue

SaaS Magic Number

How much new revenue each sales and marketing dollar buys — the magic number formula and the thresholds that matter.

SaaSSubscription revenue

Burn Rate & Burn Multiple

How much cash you burn for every dollar of net new ARR — the capital-efficiency metric investors now ask for first.

SaaSSubscription revenue

Renewal Rate

The share of contracts that renew when they come up — how renewal rate differs from retention, and what to count.

SaaSSubscription revenue

Bookings vs Billings vs Revenue

One signed deal produces three different numbers — what bookings, billings and revenue each measure and when to use which.

SaaSSubscription revenue

ARPA vs ARPU vs ASP

Three per-something revenue averages that get mixed up constantly — what each one divides by, and when to use which.

SaaSSubscription revenue

LTV vs CAC

Customer lifetime value against acquisition cost — how the two halves of unit economics relate, and how to compare them honestly.

SaaSSubscription revenue

CMRR (Committed MRR)

MRR adjusted for what you already know is coming — signed contracts not yet live, and churn already given notice.

SaaSSubscription revenue

SaaS Gross Margin

The share of revenue left after the cost of serving it — why gross margin sits underneath LTV, payback and Rule of 40.

SaaSProduct analytics

DAU/MAU (Stickiness Ratio)

The share of monthly active users who show up daily — how to read stickiness, and what counts as good for SaaS.

SaaSSubscription revenue

NDR vs NRR

Net dollar retention and net revenue retention — two names, one metric. Where each is used and what to check before comparing.

SaaSSubscription revenue

ACV vs ARR

Contract value versus company run-rate — what each measures, how they relate, and the reporting traps between them.

SaaSSubscription revenue

ARR per Employee

Revenue divided by headcount — the one-line productivity test investors run on every SaaS company, and what counts as good.

SaaSSubscription revenue

How to calculate NRR from Stripe data

A step-by-step method for computing net revenue retention from Stripe subscriptions — and the traps that skew it.

SaaSSubscription revenue

Why your Stripe MRR is wrong

Stripe's MRR and your real MRR can quietly disagree — where the definitional gaps are in 2026, and how to build a number you can trust.

SaaSSubscription revenue

How to reduce SaaS churn

A working playbook for cutting customer and revenue churn — diagnose the leak, fix onboarding, catch the warning signs, win some back.

SaaSProduct analytics

What is a good trial-to-paid conversion rate?

Trial conversion benchmarks by signup motion — why freemium at 3% and card-up-front at 40% can be the same quality funnel.

SaaSProduct analytics

What is a good activation rate?

Activation benchmarks by product complexity — why 30% can be world-class, and the definition trap that makes most comparisons meaningless.

SaaSSubscription revenue

Net Dollar Retention (NDR)

The US name for net revenue retention — what NDR measures, how to calculate it, and what counts as good.

SaaSSubscription revenue

Customer Acquisition Cost (CAC)

What it really costs to win a new customer — the CAC formula, what to include in it, and how to judge the number.

SaaSSubscription revenue

LTV:CAC Ratio

The one number that says whether your growth engine makes money — how to calculate LTV:CAC and what a good ratio looks like.

SaaSSubscription revenue

CAC Payback Period

How many months until a new customer pays back their acquisition cost — the cash-flow metric that keeps growth honest.

SaaSSubscription revenue

Revenue Churn Rate

The share of recurring revenue you lose each month — gross vs net revenue churn, the formulas, and which one to watch.

SaaSSubscription revenue

MRR vs ARR

Monthly and annual recurring revenue are the same number at two time scales — when to use each, and the conversion traps to avoid.

SaaSSubscription revenue

Rule of 40

Growth rate plus profit margin should clear 40 — the formula, why it works, and how to read your score.

SaaSSubscription revenue

Negative Churn

When expansion from existing customers outgrows everything churn takes away — the most valuable state in SaaS, explained.

SaaSSubscription revenue

NRR vs GRR

Net and gross revenue retention answer different questions — what each one hides, and why you need to read them together.

SaaSSubscription revenue

Churn Rate vs Retention Rate

Two sides of the same coin — how churn and retention rates relate, and when each framing serves you better.

SaaSSubscription revenue

What is a good NRR for SaaS?

NRR benchmarks by stage, ACV and motion — where 110% is exceptional, where it's table stakes, and when a great NRR is hiding a problem.

SaaSSubscription revenue

Average SaaS churn rate: benchmarks by segment

What churn rate is normal, what's good, and how the answer changes with deal size — customer and revenue churn benchmarks for SaaS.

SaaSSubscription revenue

Churned Paying Accounts

The logos behind your Churn MRR — the direct offset to new paying accounts.

SaaSSubscription revenue

New Paying Accounts

The logos behind your New MRR — how many customers, not just how many dollars.

SaaSSubscription revenue

Engaged Accounts

The deeply-engaged core of your base — the accounts most likely to renew and expand.

SaaSSubscription revenue

Active Accounts

Accounts still showing up in the product — the usage signal that leads paying-account churn.

SaaSSubscription revenue

Average Revenue Per User (ARPU)

The value of a seat rather than a customer — the sharper lens for seat-based and product-led businesses.

SaaSSubscription revenue

Average Revenue Per Account (ARPA)

The typical monthly value of a customer — a building block for lifetime value, and a mix-shift trap.

SaaSSubscription revenue

Gross-to-Net Spread

The gap between NRR and GRR — exactly how much expansion is doing to lift your retention.

SaaSSubscription revenue

Growth Efficiency Index

How much of every dollar you win actually survives as net growth after churn and contraction.

SaaSSubscription revenue

Expansion to Contraction Count Ratio

The same trade-up story by customer count — how widespread up-tiering is, independent of deal size.

SaaSSubscription revenue

Expansion to Contraction MRR Ratio

Upsell dollars against downgrade dollars — whether your existing base is trading up or down.

SaaSSubscription revenue

Gross Churn Coverage

How many times new MRR covers the revenue you lost to churn — is fresh business outrunning cancellations?

SaaSSubscription revenue

SaaS Quick Ratio

The SaaS quick ratio — dollars gained for every dollar lost, your whole MRR bridge compressed into one number.

SaaSProduct analytics

Time to Engaged

Signup to the second value milestone — where trying the product turns into relying on it.

SaaSProduct analytics

Time to Activated

How fast a new signup reaches first value — and why speed to the aha moment decides everything after it.

SaaSProduct analytics

Trials Started

A stronger intent signal than a raw signup — the bridge between the funnel top and paying customers.

SaaSProduct analytics

Signups

The top of the funnel — a denominator for every rate below it, and a vanity number on its own.

SaaSSubscription revenue

Expansion Rate

How many of your existing customers are growing — the breadth of expansion, not just the dollars.

SaaSProduct analytics

Trial-to-Paid Conversion Rate

The share of trials that become paying customers — the sharpest read on whether your trial proves its value.

SaaSSubscription revenue

Median Time to Return

How long the typical churned customer takes to come back — the shape of your win-back opportunity.

SaaSSubscription revenue

Win-back Rate

The share of churned customers who come back — how permanent your churn really is.

SaaSSubscription revenue

Average Company Lifespan

The company-level counterpart to account lifespan — why organisations outlast individual seats.

SaaSSubscription revenue

Average Account Lifespan

How long a paying account is expected to last — churn rate translated into a time horizon.

SaaSSubscription revenue

Realized Customer Lifetime Value

The revenue a customer has actually paid — the factual counterpart to projected cLTV.

SaaSSubscription revenue

Customers Retention Rate

The flip side of churn — and why a reassuringly high monthly rate still compounds into big annual losses.

SaaSSubscription revenue

Average Reactivation Amount

The typical MRR a returning customer comes back on — often different from what they left on.

SaaSSubscription revenue

Average Churn Amount

The typical size of a cancellation — not how many customers you lost, but how big they were.

SaaSSubscription revenue

Average Contraction Amount

The typical size of a downgrade — whether customers are trimming a little or cutting deep.

SaaSSubscription revenue

NRR Cohort

Net revenue retention by acquisition cohort — how each intake of customers holds up as it ages.

SaaSSubscription revenue

Average Expansion Amount

The typical size of an upgrade — whether your expansion comes from many small bumps or a few big ones.

SaaSSubscription revenue

Durable MRR

The revenue still standing a year from now at today's churn — the conservative floor beneath your MRR.

SaaSSubscription revenue

Average New Companies Discount Size

The typical discount per enterprise deal — how much of each company win is bought with price.

SaaSSubscription revenue

Expansion Saturation

The share of customers who have already expanded — a gauge of how much up-tier runway is left.

SaaSSubscription revenue

Average New Accounts Discount Size

How deep your concessions run per deal — not just how often you make them.

SaaSSubscription revenue

Annual Share

The portion of MRR on annual contracts — the quietest lever on how durable your revenue is.

SaaSSubscription revenue

Discounted New Companies

The company-level view of discount-driven acquisition — fewer, larger, more negotiated.

SaaSSubscription revenue

Paying Customers Movements

The MRR movements counted in customers instead of dollars — how widespread each change really is.

SaaSSubscription revenue

Discounted New Accounts

How many new customers were won with a price concession — the scale of discount-dependent acquisition.

SaaSSubscription revenue

Paying Accounts

The count of customers actually paying you — the simplest measure of how big your base really is.

SaaSSubscription revenue

Reactivation Share of Gross Adds

How much of your new revenue is really returning customers — good news that can hide a churn problem.

SaaSSubscription revenue

Discounted First Payment Rate

How often you need a discount to close — price doing work your value proposition should.

SaaSSubscription revenue

Annual Recurring Revenue (ARR)

Your recurring revenue at annual scale — the same book as MRR, in the unit boards and investors think in.

SaaSSubscription revenue

Average Sales Price (ASP)

The typical New MRR a new customer brings — and the clearest read on whether you're moving up-market.

SaaSSubscription revenue

Discount Value

The up-front discount used to win new customers — acquisition spend hiding inside your pricing.

SaaSSubscription revenue

MRR Growth Rate

The percentage change in recurring revenue period over period — the number investors instinctively annualise.

SaaSSubscription revenue

Net New Revenue

The bottom line of your MRR movements — how much recurring revenue you actually added or lost this period.

SaaSSubscription revenue

MRR Discount Amount

The revenue you chose not to collect — the mirror image of MRR, and just as worth measuring.

SaaSSubscription revenue

Monthly Recurring Revenue (MRR)

The predictable subscription revenue that repeats every month — the number every other SaaS metric is built on.

SaaSProduct analytics

Activation rate

Why the percentage of users who reach value matters more than total signups.

SaaSSubscription revenue

Dispute Rate

Chargebacks as a share of billings — one of the few metrics with a hard operational ceiling.

SaaSSubscription revenue

Gross Revenue Retention (GRR)

Your revenue floor — how much of the existing base survives churn and contraction, before any expansion.

SaaSSubscription revenue

Customer Churn Rate

The difference between logo churn and revenue churn — and why the headline number rarely tells the full story.

SaaSSubscription revenue

Refund Rate

The share of billed revenue you hand back — a direct measure of post-sale friction.

SaaSSubscription revenue

MRR Movements

The five forces behind every change in recurring revenue — and how they bridge starting MRR to ending MRR.

SaaSSubscription revenue

Customer Lifetime Value (cLTV)

The true value of a customer relationship and why most SaaS teams overstate it.

SaaSSubscription revenue

Reactivation MRR

The recurring revenue from customers who cancelled and came back — a good sign, but never the main growth engine.

SaaSSubscription revenue

Contraction Velocity

How quickly new customers shrink or leave — the early-warning mirror of expansion velocity.

SaaSSubscription revenue

Churn MRR

The recurring revenue you lose when customers cancel outright — the single biggest threat to growth.

SaaSSubscription revenue

Net Revenue Retention (NRR)

The single number investors care most about — whether your existing customers grow on their own, even before a single new logo.

SaaSProduct analytics

New MRR

The recurring revenue from first-time customers — the cleanest read on whether acquisition is working.

SaaSSubscription revenue

Expansion Velocity

How quickly new customers expand — fast up-tiering is product-market fit you can see in weeks.

SaaSSubscription revenue

Contraction MRR

The revenue you lose when customers downgrade instead of leaving — and why it is an early warning for churn.

SaaSSubscription revenue

Growth Volatility

How much your growth rate bounces around — predictability, which markets reward on its own.

SaaSSubscription revenue

Expansion MRR

Measure upsells, cross-sells and add-ons in a way that ties directly to net dollar retention.

SaaSSubscription revenue

Growth Acceleration

The change in the growth rate itself — where a stalling business shows its hand first.

SaaSSubscription revenue

Months to Double

At the current rate, how long until MRR doubles — momentum as a timeline anyone can grasp.

SaaSProduct analytics

Conversion Rate

Why signup-to-paid conversion is meaningless without cohort context — and the definition we recommend.

SaaSSubscription revenue

Smoothed MRR Growth Rate (L3M)

Growth with the noise removed — a three-month average that shows the trend, not the wobble.

SaaSSubscription revenue

Annualized Growth Rate

Your latest monthly growth compounded across a year — the pace investors actually benchmark.

SaaSSubscription revenue

Zombie Revenue

The most fragile MRR you have — real today, attached to customers who have stopped using the product.

SaaSSubscription revenue

Contraction Before Cancellation

The death spiral in numbers — accounts that trim their plan, then cancel entirely soon after.

SaaSSubscription revenue

Logo vs Dollar Churn Gap

In one number, whether the customers you lose are bigger or smaller than your average.

SaaSSubscription revenue

Churn Acceleration

The second derivative of churn — whether your churn rate is quietly speeding up before the level alarms anyone.

SaaSSubscription revenue

Paying Dormant Accounts

Billed today, gone tomorrow — customers who still pay but have quietly stopped using the product.

SaaSSubscription revenue

Single-Active-User Account Count

How many of your accounts are a single point of failure — the backlog for multi-user conversion.

SaaSSubscription revenue

Single-Active-User MRR Share

The slice of revenue riding on one person — MRR that is a single departure away from churning.

SaaSSubscription revenue

Average Active Users Per Account

The stickiness metric hiding in plain sight — why multiplayer accounts retain and expand far better.