£150K
Monthly revenue. First year.
From startup to £150,000 per month. Operations rebuilt, conversion doubled, subscriptions launched. Annual revenue: £871,094.
Live performance
Annual revenue trajectory
£871,094
Annual revenue
£871K
across UK
Conversion
+74%
3.1% → 5.4%
Returning
31%
from 18%
Monthly sales
£0
from Startup stage
Conversion rate
0
from 3.1%
Revenue per session
+0%
from Baseline
The situation
What we walked into.
MailBakes sells letterbox-friendly cake slices delivered as gifts across the UK. Genuine product-market fit — customers loved the product. The operational reality made scaling nearly impossible. Perishable goods with zero margin for error: a birthday cake arriving three days late meant a complaint, a refund, a negative review, and a lost returning customer. There was no order processing workflow. No inventory forecasting system. Customer service was handled reactively through email. Stock coordination with suppliers happened manually. Peak periods — Valentine's Day, Mother's Day — caused bottlenecks that damaged the brand at exactly the moments that mattered most. Conversion was 3.1 percent. Cart abandonment was 69 percent. No subscription visibility at the moment of purchase. Every pound of ad spend was working against a store that was not converting.
What was breaking
Monthly sales
Startup stage
Conversion rate
3.1%
Revenue per session
Baseline
Average order value
£28
What we built
The system that fixed it.
FIG 0.1
Fulfilment tied to production.
Shopify order volume linked to kitchen production schedules — so capacity and demand stayed aligned, not reactive.
FIG 0.2
Ready before the spike arrives.
Christmas, Valentine's Day, Mother's Day — stock and production capacity in place before the surge, not scrambled after it.
FIG 0.3
The objection, removed above the fold.
Delivery guarantee moved before checkout — addressing the primary reason customers didn't buy, at the moment they were deciding.
FIG 0.4
Four steps. Now two.
Checkout simplified and Apple Pay and Klarna added — cutting drop-off at the highest-friction point in the purchase path.
FIG 0.5
Subscription where it counts.
Annual saving shown at the point of decision. Opt-ins up 210 percent. Subscriptions now 22 percent of monthly revenue.
FIG 0.6
The second order, automated.
Post-purchase email sequence targeting a repeat within 30 days. Returning customer rate: 18 percent to 31 percent.
FIG 0.7
Order automation end to end.
Supplier notifications, inventory updates, and Klaviyo flows triggered automatically. Manual order processing time cut by 60 percent.
FIG 0.8
Everyone working from the same plan.
Marketing, production, and fulfilment aligned on timing and capacity. Supplier lead times mapped, buffer stock calculated — before the peaks arrived.
Stack
The results
Numbers from the operation, not the deck.
Annual revenue
£871K
across UK
Conversion
+74%
3.1% → 5.4%
Returning
31%
from 18%
Annual revenue trajectory
12-month view
£871,094
Monthly sales
Conversion rate
Revenue per session
Average order value
Cart abandonment
Checkout completion
Subscription opt-in
Subscription revenue share
Returning customer rate
Order processing time
Emergency supplier orders
Order volume handled
Why it matters
The compounding effect.
Scaling isn't about working harder when orders increase. It's about building systems that handle volume without proportional increases in effort. Every operational improvement compounded into a commercial result: clean fulfilment produced better reviews, better reviews improved conversion, better conversion made every pound of ad spend work harder. Annual revenue reached £871,094 across 1,054,423 sessions. Every metric moved because the underlying system was built to support it.
“The changes paid for themselves in three weeks. Every pound of traffic now converts at more than double the original rate.”
MailBakes · United Kingdom
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