Glossary

Where Drop-off Really Happens in a Conversion Funnel

Taras Shynkarenko
Taras Shynkarenko
•Updated: •6 min read
Where Drop-off Really Happens in a Conversion FunnelWhere Drop-off Really Happens in a Conversion Funnel

TL;DR, Quick Answer

6 min read

A conversion funnel is an ordered sequence of steps a user has to pass through to reach a goal, and each step loses some share of the users who entered it. Step conversion measures one transition; overall conversion measures the whole path from the first step to the last. Drop-off is measured at each step boundary, funnel order changes what the numbers mean, and an optional step breaks the assumption that users pass through in order.

What is a conversion funnel?

A conversion funnel is an ordered sequence of steps a user moves through on the way to a defined goal, such as landing on a page, adding an item to a cart, starting checkout and completing a purchase. Each step in a conversion funnel holds fewer users than the step before it, since some share of users leaves at every transition, and the funnel's shape is the record of exactly where that loss happens. A funnel only works as a diagnostic tool when the steps are ordered the way real users actually move through them, not the order a team wishes they moved through them.

A shopper completes checkout on a laptop, one of the stages a typical ecommerce funnel tracks.

What are the stages of a conversion funnel?

The stages of a conversion funnel are the individual steps a user has to reach in sequence, and the number of stages depends entirely on what the goal is and how many actions stand between a user and that goal. A basic ecommerce funnel might use four stages: landing page visit, add to cart, checkout started, purchase completed. A signup funnel might use three: pricing page visit, signup form started, account confirmed. Each stage needs a clear, single trigger event, since a stage defined by more than one possible action makes it unclear which users actually completed it.

StageDefinitionTrigger event
1. Landing page visitUser loads the target pagePageview
2. Add to cartUser adds at least one itemAdd-to-cart event
3. Checkout startedUser begins the checkout flowCheckout-start event
4. Purchase completedUser finishes paymentPurchase event

What is the difference between step conversion and overall conversion?

Step conversion measures the percentage of users who moved from one specific stage to the next, while overall conversion measures the percentage of users who reached the final stage out of everyone who entered the first stage.

step conversion rate = users completing step N / users entering step N x 100
overall conversion rate = users completing final step / users entering first step x 100

A funnel with 1,000 landing page visits, 400 add-to-carts, 150 checkouts started and 60 purchases has three step conversion rates and one overall conversion rate.

TransitionUsers inUsers outStep conversion
Landing page to cart1,00040040.0%
Cart to checkout40015037.5%
Checkout to purchase1506040.0%
Overall (landing to purchase)1,000606.0%

Overall conversion multiplies the three step conversions together (0.40 x 0.375 x 0.40 = 0.06), which is why a small drop in one step compounds into a much larger drop in the overall figure.

Where is drop-off measured in a funnel?

Drop-off is measured at each boundary between two stages, as the count and share of users who entered a stage but did not reach the next one. On the worked funnel above, the cart-to-checkout transition drops 250 of 400 users, a 62.5% drop-off, which is the largest single loss in the sequence even though the landing-to-cart step handles more total volume. Reading drop-off stage by stage, rather than only the overall conversion rate, is what points a team at the specific step to investigate first.

Where the funnel loses the most users
1,000 landing page visits
400 add to cart (60.0% drop-off)
150 checkout started (62.5% drop-off)
60 purchases (60.0% drop-off)
The overall conversion rate hides which single transition is losing the most users.

Why does funnel order matter?

Funnel order matters because each step conversion rate is calculated against the users who reached that specific step, so putting a step before or after another step changes which population the percentage is measured against. A checkout funnel that lists "email captured" before "add to cart" produces different step conversion numbers than one that lists them in the reverse order, even if the same users did the same things, because the denominator at each step changes. Order the funnel the way users actually move through the product, verified against real event timestamps, not the order a wireframe or a marketing plan assumes.

What breaks when a funnel step is optional?

An optional step breaks the assumption a linear funnel depends on, which is that every user who reaches the final stage passed through every stage in between in order. If a checkout flow lets returning customers skip account creation, a funnel that counts "account created" as a required stage undercounts real conversions, since some purchasers never triggered that event at all. Rebuild the funnel around required stages only, or split it into two funnels, one for new customers and one for returning customers, so an optional path does not get read as a drop-off in the wrong stage.

An analyst reviews printed performance charts at a desk, the kind of regular review a funnel report is built for.

Handling an optional step
One funnel, account creation required
  • Returning customers who skip account creation never trigger that event
  • Those purchases get counted as drop-off at a stage they never needed
Two funnels, split by customer type
  • New-customer funnel keeps account creation as a required stage
  • Returning-customer funnel drops it and reports its own accurate conversion
Splitting the funnel by customer type stops a skipped step from reading as drop-off.

How do you build a funnel report?

Start from the goal event and work backward, listing every stage a user must pass through to reach it, then confirm each stage has one unambiguous trigger event before pulling any numbers. Flowsery's funnel analysis builds a funnel report from the same event data already powering goal tracking and the customer journey, so the stage definitions stay consistent with the rest of a team's web analytics instead of living in a separate spreadsheet. Review step conversion rates on a regular cadence, read them next to your overall conversion rate, and treat a sudden drop at one transition as the starting point for an investigation, not the end of one.

Frequently Asked Questions

What is a conversion funnel in simple terms?

A conversion funnel is the ordered set of steps a user moves through to reach a goal, such as visiting a page, adding an item to a cart, starting checkout and completing a purchase. Each step holds fewer users than the one before it, and the pattern of loss across those steps is what the funnel shows.

How many stages should a conversion funnel have?

The right number of stages depends on how many distinct actions actually sit between a user and the goal, with three to five stages covering most funnels. Too few stages hides where drop-off happens; too many stages splits a single decision into steps that do not each need their own conversion rate.

What is a good conversion rate for a funnel step?

There is no single good step conversion rate that applies across funnels, since a low-friction step such as viewing a page converts at a different rate than a high-friction step such as entering payment details. Compare each step's conversion rate against its own trailing periods and against other steps in the same funnel rather than an outside number.

Why is my overall conversion rate lower than any single step conversion rate?

Overall conversion rate multiplies every step conversion rate together, and multiplying several percentages under 100% always produces a result smaller than the smallest one. A funnel with three steps converting at 40%, 37.5% and 40% has an overall conversion rate of 6.0%, well below any individual step.

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Does the order of funnel stages change the conversion numbers?

Yes, because each step conversion rate is calculated against the users who reached that specific stage, so reordering two stages changes which population each percentage is measured against. Build the funnel in the order users actually move through it, based on real event timestamps.

How do you handle a step that some users skip?

Split the funnel by user type instead of treating the skipped step as required for everyone, since counting it as required marks users who legitimately skipped it as a drop-off that never happened. A returning-customer funnel and a new-customer funnel with different required stages report accurate conversion for each group.

How do you find where users drop off in a funnel?

Compare each stage boundary on its own rather than looking only at the overall conversion rate. Count how many users entered a stage against how many reached the next one. In the worked funnel, cart to checkout loses 250 of 400 users, a 62.5% drop-off, the single biggest loss even though the landing-to-cart step carries more total volume. That stage-by-stage view points a team to the transition worth investigating first.

What makes a funnel stage well defined?

A funnel stage needs one clear, single trigger event, such as a pageview, an add-to-cart event, or a purchase event. A stage defined by more than one possible action makes it unclear which users actually completed it, which undermines the count at that stage. Each stage in the ecommerce example above, from landing page visit to purchase completed, maps to exactly one event.

What's the difference between drop-off and a step conversion rate?

They describe the same transition from opposite sides. Step conversion rate is the share of users who moved from one stage to the next, while drop-off is the share who entered that stage and did not move forward. In the worked funnel, the landing-to-cart step converts at 40.0%, the same transition the figure reports as a 60.0% drop-off, since the two numbers sum to the users who entered that stage.

Why build a funnel report instead of tracking conversions in a spreadsheet?

A funnel report built from the same event data that powers goal tracking keeps stage definitions consistent with the rest of a team's web analytics. A separate spreadsheet has to be updated by hand and can drift from how those same events are defined elsewhere, exactly the ambiguity a well-defined stage is supposed to avoid. Flowsery's funnel analysis pulls from that shared event data, so the funnel report and the rest of a team's analytics stay in agreement.

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