Industrial Automation×scandiweb
CX Programme · June 2026
Monthly performance review

Website revenue +14% YoY as the May roadmap targets the checkout gap.

May 2026 closed with strong upper-funnel growth and a recovering checkout. Four CX workstreams shipped or progressed during the month — a mini-cart A/B test, a quote-cart redesign, a warranty page, and a new landing page — most aimed at the cart-to-purchase stretch flagged in April. Comparisons are month-over-month (vs April 2026) for operational monitoring, with year-over-year (vs May 2025) shown alongside.

Website revenue (GA4-attributed) $212,499+14.0% YoY
Online Store channel (Shopify, CX-attributable) $186.3K+0.5% YoY
Cart drop-off (month-over-month) 46.0%-34.6% PoP
01
May 2026 vs April 2026

Website revenue grew while the funnel strengthened at the top.

A view of the whole month before drilling in. Shopify channel reporting is the source of truth for revenue; GA4 supplies session-level activity and acquisition detail.

GA4-attributed website revenue reached $212,499 in May (+181.9% PoP, +14.0% YoY). Across Shopify sales channels (excluding Marketplace Connect), total sales were $1.12M (-36% YoY) — a decline driven by the manual Draft Orders and Quoter Orders channels. The Online Store channel — the surface the CX programme works on — held essentially flat year-over-year at $186.3K (+0.5%), while sessions and users grew sharply.
Total Shopify sales include manual Draft Orders and Quoter Orders placed by the sales team, which are not driven by CX work. The channel table below separates these so the CX-attributable Online Store movement is visible on its own. GA4 revenue and Shopify Online Store measure overlapping but not identical things; both are shown rather than reconciled to a single figure.

Shopify revenue by sales channel

ChannelMay 2026vs May 2025
Draft Ordersmanual $802.3K -29%
Online StoreCX $186.3K +0.5%
Quoter Ordersmanual $137.4K -68%
Shopify Mobile / iPhone $1K -
Shop $421 -98%
Total sales$1.12M-36%

Source: Shopify · Total sales by sales channel (excl. Marketplace Connect) · 1–31 May 2026 vs 1–31 May 2025 (USD).

Site activity

Sessions
55.24k
+71.9% PoP+76.2% YoY
Add to carts
435
+23.6% PoP-29.3% YoY
Checkouts
175
+146.1% PoP-23.2% YoY
Transactions
162
+118.9% PoP+2.5% YoY

Website revenue by acquisition source

Source / mediumSessionsRevenuevs April
google / cpc11,045$79,742 +346.0%
(not set)8,824$41,671 +342.4%
(direct) / (none)19,143$34,116 -8.7%
bing / cpc8,384$24,949 +5911.9%
google / organic4,925$16,720 +186.6%
bing / organic464$7,034 -
shopify.com / referral53$2,364 +382.5%
Grand total$211,635+186.4%

Google CPC drove the largest revenue share at $79,742 from 11,045 sessions (+346.0% PoP), extending the paid-search revenue lead seen in April. Bing CPC grew off a small base to $24,949.

Direct remained the largest session driver but a modest revenue contributor — 19,143 sessions yet $34,116 in revenue (−8.7% PoP). Direct session counts are partially inflated by automated and dark-social traffic that does not convert; the Direct revenue figure is treated as the more reliable of the two. See Section 04 for the bot-filter detail.

GA4-attributed and Shopify Online Store revenue differ in scope. GA4 attributes revenue to the last-click session source across the website, while the Shopify Online Store channel counts orders settled through that specific channel; the two are reported independently here rather than reconciled to one number.

02
Shipments & outcomes

Four workstreams shipped or progressed during the month.

Three of the four May workstreams target the cart-to-purchase stretch and AOV pressure identified in April; the landing page supports paid-acquisition entry. Post-launch measurement windows are short; outcomes are reported where data supports them and deferred where it does not.

Launched May (Week 2)
Running · preliminary

Mini-cart A/B test launch

A redesigned mini-cart shipped and launched as an A/B test in May, a direct response to April's checkout-completion pressure (-17% YoY). The aim is to reduce cart-to-checkout friction and lift add-to-cart and order rate.

Preliminary VWO data (27 May – 4 Jun, primary metric Add to Cart): the variation shows a +16.36% expected improvement in add-to-cart rate, but probability-to-be-better is only 52.43% — far below the 95% winner threshold. VWO estimates conclusion in 30+ days. This is directional, not significant; no decision should be drawn yet. A fuller read follows in the June report.
Add to Cart (primary) · 27 May – 4 Jun 2026Conv. / visitorsConv. rateExp. improvement
Control (cart auto-redirect) baseline51 / 5,7980.88%
Variation V1 (mini-cart)60 / 5,8621.02%+16.36%
Probability to be better: 52.43% Winner threshold 95%
Design + build, May
In progress

Quote 'cart' redesign

A quote experience mirroring the cart pattern, unifying the buy and quote flows. Targets quote-submission friction for high-AOV B2B users and reinforces the funnel after April's AOV pressure (-18% YoY).

Quote-request funnel in May: 126 requests to 82 submissions (34.9% drop-off). Submissions softened month-over-month (-12.8% PoP), which is the friction point this redesign addresses.
View design in Figma
Design + cross-linking, May
In progress

Warranty page with site-wide cross-linking

A dedicated warranty page plus contextual links across PDPs and key pages, reinforcing trust signals at decision-making moments to support conversion and AOV.

Also progressing in May: sticky header menu (design + implementation), RFQ flow adjustments, and on-demand adjustments.
View design in Figma
Build, May (Framer)
In progress

Landing page development

A new landing page built in Framer, part of the ongoing LP development workstream. Supports paid-acquisition campaigns by giving high-intent traffic a focused, conversion-oriented entry point.

Continues into June (LP development, 24h on the ad-hoc scope; LP design QA on the retainer scope). Build is in progress; performance evaluation follows once it is live and accumulating traffic.
View in Framer

Design references

May design work in the shared Figma files. Open each for the full flows and component detail.

03
Channel picture

Online Store revenue held year-over-year as paid search grew month-over-month.

How May's revenue split across acquisition sources, and how each moved against April.

google / cpc
+346.0%
(not set)
+342.4%
(direct) / (none)
-8.7%
bing / cpc
+5911.9%
google / organic
+186.6%
bing / organic
-
shopify.com / referral
+382.5%

Revenue change vs April 2026, by acquisition source. Bars are clamped at ±100% for readability; Bing CPC's growth (+5,911.9%) is off a very small April base.

Paid search led May's revenue growth. Google CPC (+346.0% PoP) and Bing CPC together accounted for the bulk of the month's website-revenue increase, consistent with the paid-acquisition emphasis visible in the Google Ads tactical view.

Organic and referral grew off smaller bases. Google Organic revenue rose +186.6% PoP; shopify.com referral and bing organic contributed smaller amounts. Direct was the only major source to decline month-over-month (−8.7%).

04
Paid acquisition · Google Ads

Conversion value grew on higher spend, with cost per conversion rising.

Google Ads tactical view for May 2026, month-over-month. Conversion value and impressions grew, while conversion rate and cost efficiency softened.

Conversion value
$135,472.41
+16.9% PoP
Conversions
650.68
-20.2% PoP
Cost
$119,273.76
+8.2% PoP
Cost / conversion
$183.31
+35.7% PoP

Traffic

MetricMay 2026vs April
Impressions597,705+22.8%
Clicks12,518+3.7%
CTR2.09%-15.5%
Avg. CPC$9.53+4.4%
Conversion rate3.94%-39.2%

Conversion value by state

Texas
47.6%
California
11.6%
Florida
6.9%
Illinois
5.8%
New York
5.5%
Ohio
5.1%

Spend rose faster than conversions converted to it. Conversion value reached $135,472.41 (+16.9% PoP) on $119,273.76 of cost (+8.2%), but conversions fell (-20.2%) and cost per conversion rose to $183.31 (+35.7%). The campaign mix shifted toward higher-value, higher-cost conversions.

Texas concentrated nearly half of conversion value (47.6%), followed by California (11.6%) and Florida (6.9%) — a geographic concentration worth noting for budget allocation.

View full Google Ads tactical view

Source: Google Ads tactical view (Looker Studio) · May 2026, United States · month-over-month.

05
On-site behaviour · Site search

SKU-level search dominates, signalling high-intent part lookups.

B2B buyers arrive with specific part numbers. May's most-searched terms are overwhelmingly exact SKUs, reinforcing how search behaviour maps to purchase intent.

Unique search terms
1,513
+6.7% PoP
Search per session
1.9%
-29.9% PoP
Search per user
2%
-31.3% PoP

Top searched terms

Search termSessionsUsersBounce rate
1799182100%
a06b-0126-b575#700818233.33%
6sl3120-1te26-0aa3660%
6sn1118-0dj21-0aa1-r5320%
6fx8002-2ca88-1aa45280%
mds-b-sp-1505160%
encoder5420%
mvi56-mnet prosoft5260%

Most top terms are exact SKUs — part numbers like a06b-0126-b575#7008, 6sl3120-1te26-0aa3, and 6fx8002-2ca88-1aa4. This is consistent with the B2B buyer who arrives knowing the specific part needed; generic terms like "encoder" are the exception, not the rule.

High bounce on some high-volume terms is worth watching. Several frequently searched SKUs show elevated bounce (1799 at 100%, 6fx8002-2ca88-1aa4 at 80%), which can indicate the searched part returned no result or an unclear PDP — a candidate for the search and PDP work in the backlog.

View full site search report

Source: GA4 Site Search Results (Looker Studio) · May 2026, United States · month-over-month.

06
Voice of Customer · exit-intent survey

Part-finding is the dominant intent, and not always succeeding.

An ongoing exit-intent survey running since April. This is an interim read; collection continues until 100 responses are reached, at which point the sample supports firmer conclusions. Figures below are directional.

Responses collected25 / 100 target
Apr 7 – May 24 202614 collected in May

What were you trying to do?

Find a specific part (known part number)
15
Check price or availability
4
Request a quote
4
Just researching
2
Place an order
2
Find a contact
1

What stopped you?

Couldn't find the exact part
3
Availability unclear
2
Just researching
2
Compatibility unclear
1
Need internal approval
1
Checkout blocked by firewall
1

Did you find what you were looking for?

Yes
8
No
7
Partially
4

Known-part lookups dominate intent — by a wide margin the most common reason for visiting, consistent with the SKU-heavy site-search pattern in Section 05. When these visitors don't convert, the recurring reasons are not finding the exact part and unclear availability.

A meaningful share leave without finding what they came for. Across responses to date, "No" and "Partially" together outnumber "Yes," reinforcing that part-findability and availability clarity are the levers — the same areas the quote-cart and warranty work touch.

Representative verbatims

“need transistor module Part#CDBR-42200D and Resistor Part# URS000119. I need both parts.”
“Secure Checkout site is blocked by our firewall. Shows as a spam site.”
“need a replacement remote for Mitsubishi heat pump Mr Slim”

Source: SW Exit-Intent Survey · Apr 7 – May 24 2026 · 25 responses to date (collection ongoing to 100). Interim, directional.

07
Anomalies & roadmap

What to watch as the May shipments mature.

Lighter-weight than a full cross-shipment patterns review — the items below need follow-up in June rather than a conclusion now.

Scheduled · June
Direct-traffic bot filter — scheduled for June. May recorded 19,143 Direct sessions and $34,116 in Direct revenue. The five-bucket classifier that separates real Direct visitors from datacenter, numeric, not-set, and low-engagement traffic is on the June roadmap (Analytics: bot filtering in GA4 and dashboard adjustments). On the annual window (May 2025–May 2026), only 27.6% of raw Direct sessions (43,511 of 157,469) classified as real. Until the classifier runs on May's city-level data, Direct user and session counts are shown raw and should be read as inflated; Direct revenue is unaffected and treated as reliable.
01

Upper funnel strengthened while conversion rate fell year-over-year

Sessions (+76.2% YoY) and users (+88.9% YoY) grew far faster than transactions (+2.5% YoY), so session-level eCR fell to 0.29% (−41.8% YoY). This is a mix effect: a large influx of lower-intent sessions dilutes the rate even as absolute orders hold. Month-over-month, eCR actually improved (+27.3% PoP), and AOV rose to $1,306.39 (+13.2% YoY, +30.8% PoP).

02

Cart drop-off improved sharply month-over-month

Cart drop-off fell to 43.0% (-40.7% PoP), and checkouts rose +146.1% PoP. This is directionally consistent with the mini-cart A/B test launched mid-month. Preliminary VWO data shows the variation ahead on add-to-cart rate (+16.36%), but at 52.43% probability-to-be-better it is well short of significance — the movement is directional only. The June report, with a fuller post-launch window, is where this can be evaluated (see Section 02).

03

Quote submissions softened

The quote-request funnel ran 126 requests to 82 submissions in May (34.9% drop-off), with submissions down −12.8% month-over-month. This is the friction the quote-cart redesign targets; worth tracking once that redesign ships.

June roadmap

Planned scope for June, from the CX Optimization programme timeline — 147h total (75h retainer, 72h ad hoc).

Retainer · 75h

  • CX management & design60h
  • Sticky header menu implementation6h
  • Monthly retainer report | June4h
  • LP design QA4h
  • Analytics Surplus page set up12h
  • A/B test mini-cart monitoring10h
  • RFQ flow adjustments12h
  • Warranty page design - edits and cross-linking12h
  • Research / Voice of Customer monitoring6h
  • PM & Communications & Meetings9h

Ad hoc · 72h

  • Implementation56h
  • LP development24h
  • QA on stage and production12h
  • Warranty messaging across pages8h
  • On-demand adjustments12h
  • Analytics: Bot filtering in GA4 + dashboard adjustments8h
  • PM & Communications8h
View full programme roadmap
Monthly performance review

Online Store revenue +15% YoY as total Shopify sales decline to $1.66M.

June 2026 closed with Online Store revenue — the CX-attributable channel — up 15% year-over-year to $301.6K (net $287,867), even as total Shopify sales declined 16% to $1.66M on softer Draft and Quoter Order volume. Traffic growth continued and a consolidated RFQ flow shipped mid-month. The mini-cart test also reached a statistically decisive read on cart-adds this month — see Section 02. Comparisons are month-over-month (vs May 2026) for operational monitoring, with year-over-year (vs June 2025) shown alongside.

Website revenue (GA4-attributed) see §07 for a reporting-consistency caveat on this figure. $644,056+203.1% PoP
Online Store channel (Shopify, CX-attributable) $301.6K+15% YoY
Shopify orders / fulfilled · Returning-customer rate 811 / 774−5% / −6%RCR 23.66% · +40%
01
June 2026 vs May 2026

Traffic and cart-adds both stepped up, while total Shopify sales declined on softer sales-assisted orders.

Shopify channel reporting is the source of truth for revenue; GA4 supplies session-level activity and acquisition detail.

Site activity (GA4 scorecards)

Sessions
83,595
+42.3% PoP+74.5% YoY
Total users
73,753
+40.6% PoP+81.7% YoY
Transactions
574
+247.9% PoP+165.7% YoY
AOV
$1,122.05
−12.9% PoP−1.8% YoY
eCR (sessions)
0.69%
+144.4% PoP+52.3% YoY
Bounce rate
77.07%
+38.4% PoP+34.7% YoY

Shopify topline (source of truth)

Total sales
$1,661,510
−16% YoY
Orders
811
−5% YoY
Orders fulfilled
774
−6% YoY
Returning-customer rate
23.66%
+40% YoY

Traffic and demand compounded. Sessions reached 83,595 (+42.3% PoP, +74.5% YoY) and total users 73,753 (+40.6% PoP, +81.7% YoY). Transactions rose sharply to 574 (+247.9% PoP, +165.7% YoY), and sessions-based eCR reached 0.69% (+144.4% PoP, +52.3% YoY). AOV softened slightly to $1,122.05 (−12.9% PoP, −1.8% YoY) — more, smaller orders rather than fewer larger ones. Bounce rate rose to 77.07% (+38.4% PoP), an unfavorable movement worth watching alongside the intake growth.

Direct-traffic bot filter (flagged as scheduled in the May report) was applied this month — session and user figures above reflect the filtered basis.

02
Shipments & outcomes

Two workstreams reached a clear read this month.

One statistically decisive experiment result and one live shipment landed in June.

Full June read
Decisive · add-to-cart

Mini-cart A/B test — decisive add-to-cart lift

Control (auto-redirect to cart, no mini-cart) vs variant (new mini-cart design), full June data, GA4 audiences on an assignment-based ~50/50 split.

Add to Cart (primary) · 1–30 June 2026VisitorsRateAbs. lift
Control (cart auto-redirect) baseline17,0251.57%
Variant (new mini-cart)16,7852.79%+1.22pp
Relative lift +77.5% (95% CI +57.7% to +97.3%) · z = 7.68, p < .0001 Decisive

Absolute lift +1.22pp (95% CI 0.91–1.53pp) on a two-proportion z-test. Result reported for the primary add-to-cart metric only.

Shipped 16 June 2026
Live

Consolidated RFQ flow & sticky menu

Unified the request-for-quote flow into a single consolidated experience and added persistent sticky-menu navigation access site-wide. Both changes are now live across the site.

Post-launch measurement window is short (two weeks in-month); RFQ funnel conversion and sticky-menu engagement will be read in the July report.
03
Channel picture

Draft and Quoter orders still carry most of June's revenue; on-site attribution needs work.

How June's revenue split by Shopify sales channel (source of truth) and by GA4 session channel (attribution view).

Shopify revenue by sales channel

ChannelJune 2026vs June 2025
Draft Ordersmanual$1.03M−8%
Quoter Ordersmanual$343,421−40% (157 vs 236 orders)
Online StoreCX$301.6K+15% (net $287,867)
Shop$2.4K+68%
IAC Quoter / Shopify Mobilesmall remainder
Total sales$1,661,510−16%

Source: Shopify · Total sales by sales channel · 1–30 June 2026 vs 1–30 June 2025 (USD).

Sales-assisted revenue still dominates — and pulled the total down. Draft Orders and Quoter Orders together account for roughly 81% of June's total sales; both declined year-over-year (Draft Orders −8%, Quoter Orders −40%), pulling total Shopify sales down 16% to $1.66M. Online Store (the CX surface) was the exception, growing +15% year-over-year to $301.6K. Quoter Orders is down year-over-year in both revenue ($343K vs $572K) and order count (157 vs 236) — a real decline worth understanding given how meaningful that channel is to the top line.

Returns rose sharply. Total sales include about $300,988 in returns this month, up 154% year-over-year, concentrated in Draft Orders (−$211,976 vs −$60,699 a year ago). Worth a look at what's driving cancellations/returns on sales-assisted orders specifically.

GA4 session channel mix (revenue share)

(not set) / Unassigned
52.1%
Paid Search
~12%
Direct
11.9%
Other channels (combined)
~24%

Source: GA4 · Session default channel group · revenue share, June 2026.

The attribution gap got materially worse, not better. "(not set)" / Unassigned holds 52.1% of GA4-attributed revenue share — and that bucket specifically grew +704.6% year-over-year (29,157 sessions, $335,280 revenue). Recommended next step is a targeted look at session-identity continuity: referral exclusions, cross-domain linker configuration, and any recent tag-manager changes are the usual suspects.

04
Paid acquisition · Google Ads

Conversion value nearly tripled month-over-month as spend scaled, though efficiency keeps softening year-over-year.

Google Ads tactical view, 1–30 June 2026. Primary comparison is month-over-month (vs May 2026); year-over-year (vs June 2025) shown alongside.

Google Ads · headline KPIs

Total conv. value
$334,558
+129.7% PoP · −30.4% YoY
Cost
$203,592.17
+70.7% PoP+10.9% YoY
Conv. value / cost
$1.64
+34.6% PoP · −37.3% YoY
Conversions
1,097
+64.1% PoP−0.5% YoY
Cost / conversion
$185.55
+4.0% PoP+11.5% YoY
Conv. rate
5.01%
+23.6% PoP+40.3% YoY
Avg. CPC
$10.78
+13.1% PoP+53.8% YoY
Avg. CPM
$164.53
−17.6% PoP · +69.1% YoY

Source: Looker Studio · Google Ads Overview & Tactical View · 1–30 June 2026 vs May 2026 (PoP) and vs June 2025 (YoY).

Spend scaled and so did conversion value — but the story diverges by timeframe. Month-over-month, both cost (+70.7%) and conversion value (+129.7%) grew, and value-per-dollar actually improved (+34.6% PoP). Year-over-year, the picture is less favorable: conv. value/cost is down 37.3%, cost-per-conversion is up 11.5%, and average CPC is up 53.8% — auction costs have risen faster than results.

Campaign mix — top campaigns by conversion value

CampaignConv. valueCostNotes
Shopping Campaign$123,887 +578.8% PoP$44,261 +128.1% PoPLargest single campaign by both value and cost
PMax: Feed-Only – US$59,273$24,426Performance Max, feed-only
PMAX – Max CV 3x ROAS$51,468$10,619Highest value-per-dollar of the top three

Conversion share by campaign type: Search Only 72.8% · Search Network with Display 15.3% · Shopping 11.9%.

Auction pressure, not budget, is the binding constraint. Both major campaign types are increasingly losing top-of-page impression share to Rank rather than budget: Shopping's "Search Lost (Rank)" is 80.79% (+120.8% PoP) and Search Only's is 71.95% (+18.8% PoP), while budget-constrained loss is actually improving for both (34.38%, −52.8%; 6.5%, −68.5%). The binding constraint appears to be competitiveness/Quality Score rather than budget headroom, consistent with CPCs rising faster than conversions.

Geographic concentration. Conversion value is heavily concentrated in Texas (49.2%), followed by Florida (11.8%) and California (6.5%) — worth knowing when reading any state-level marketing activity.

Scope note: Bing / Microsoft Ads platform data (spend, CPC, ROAS) wasn't part of this pull — the bing / cpc figures elsewhere in this report are GA4 session-level only.

05
Site search

On-site search usage grew across the board.

Search behaviour on industrialautomationco.com in June 2026, month-over-month.

Unique search terms
1,809
+20.9% PoP
Total searches
2,704
+63.8% PoP
Search per session
33.8%
+7.8% PoP
Search per user
38.0%
+8.9% PoP

Long-tail, SKU-driven usage. The term list is heavily long-tail: mostly unique part numbers and model codes searched once. Top searched terms by session source this cycle: bos14353 (9 sessions), dobot (7), x20 cp3585 (7), controllogix (7), cr30001500000420 (6), allen bradley (6), cimr-vu4a0038faa (6), palanca de cambios ns200 (5), txs1.12f4 (5), s7-1200 (5) — almost entirely SKU/model-code lookups, consistent with specific-part intent rather than category browsing.

06
Voice of Customer · exit-intent survey

Part-finding is still the dominant intent — and still the main blocker when it fails.

Based on 52 exit-intent responses collected across April–June 2026 (full quarter to date). Small sample — read as directional signal, not a statistically powered result.

Top intents (why visitors came)

Find a specific part
26
Check price / availability
12
Request a quote
8
Just researching
6
Search for compatible/alternative part
3

Did you find what you needed? (n=42 of 52)

Yes
18 · 43%
Partially
10 · 24%
No
14 · 33%

"Couldn't find the exact part" was the single most common blocker (8 mentions across the full period), the clear top blocker and consistent with prior months. Part-finding remains the dominant reason people arrive and, when it fails, the dominant reason they leave.

07
Anomalies & roadmap

What to watch as June's numbers get used.

A calm, factual roll-up of items worth flagging before June's figures are cited downstream, followed by what's next.

01

Attribution: "(not set)" is large and getting worse YoY

"(not set)" / Unassigned holds 52% of GA4 revenue share and grew +704.6% year-over-year (see §03). Recommend investigating session-identity continuity — referral exclusions, cross-domain linking, tag-manager changes.

02

Some purchases have no preceding cart/checkout event

Some June orders show a purchase event in GA4 with no preceding add_to_cart or begin_checkout — direct / skip-funnel purchases. Worth a direct check with the team on whether anything changed recently in the checkout or quote-to-order flow that would increase this pattern.

03

Returns rose sharply, concentrated in Draft Orders

Returns of about $300,988, up 154% year-over-year, concentrated in Draft Orders (−$211,976 vs −$60,699 a year ago). See §03. Worth understanding the driver.

04

Quoter Orders revenue down year-over-year

Quoter Orders revenue of $343K vs $572K a year ago (157 orders vs 236). See §03. Meaningful given its share of June's revenue.

What's next

Building on June's results

  • Mini-cart variant → roll to 100% and monitor downstream funnelJul
  • RFQ flow + sticky menu — first full-month readJul
  • Attribution audit: session-identity, referral exclusions, cross-domain linkerJul

July roadmap

Planned scope for July, from the CX Optimization programme timeline — 75h retainer.

Retainer · 75h

  • CX management & design62h
  • Analytics development for bidding improvement (investigation)3h
  • Monthly retainer report4h
  • A/B test mini-cart analysis6h
  • A/B test mini-cart deployment12h
  • LP development29h
  • On-demand adjustments8h
  • Research4h
  • Voice of Customer monitoring4h
  • PM & Communications & Meetings time9h
View full programme roadmap