January, 2026
Demo readiness and production finalization
Focused work on "ship shape" production quality, plus a safer and clearer demo experience.
Production readiness
Improved provisioning/deploy flows (including proxy-based VPC deploy process)
Delivered production stabilization milestones
Dashboard refactor
Added demo guardrails and clearer unavailable states
Shipped demo-focused frontend/backend refinements
December, 2025
Klaviyo pages ship; dashboard refactors continue
Klaviyo experiences matured in-app, and the dashboard stack moved further into a refactored, more maintainable shape.
Marvellink + Klaviyo in SaaS
Delivered a complete Klaviyo Marvellink experience (page + statuses + statistics)
Dashboard refactor
Migrated many dashboard graphs and continued refactoring work
General polish
Link page improvements, UI fixes, and deploy-ready optimizations
November, 2025
Shopify data correctness upgrades and Marvellink UX maturity
Stronger data integrity in Shopify gathers, plus clearer Marvellink installation and stats experiences in the SaaS.
Shopify gather correctness
Improved shop-wise currency handling
Increased resilience against non-standard order imports
Fixed wrong order edge cases and join logic exclusions
Marvellink UX
Improved installation + notification email flows
Surfaced richer stats in the SaaS UI
October, 2025
Currency correctness and OAuth edge-case hardening
A reliability month: consistent currency logic across platforms, and repeated OAuth improvements to reduce production friction.
OAuth stability
Iterated Facebook and Google OAuth for edge cases and long-running reliability
Currency correctness
Improved currency handling across Shopify, Google, and Facebook
Expanded correction scripts and account currency resolution behavior
OAuth stability
Iterated Facebook and Google OAuth for edge cases and long-running reliability
Historic gather visibility
Added warning/UX signals during historic backfills
Analytics improvements
Adaptive graphs gained log comparison behavior
Generalized ROAS/comparison tables improvements
September, 2025
SaaS completion push and currency foundations
This month emphasized SaaS completion, integration stabilization, and the groundwork for currency correctness across the stack.
SaaS milestones
Platform work converged toward a final SaaS implementation with continued hardening
Currencies
Accelerated currency conversion/correction work (rates + helpers)
AI surface
Added/updated the AI chat surface and related routing, currently available only for small number of clients
Marvellink
Aligned Marvellink with the productized SaaS integration flow
August, 2025
Subscription UX polish and stronger integration surfaces
Improved the day-to-day SaaS experience: safer plan changes, clearer integration states, and better onboarding ergonomics.
Subscription UX
Added plan-change UI elements and safer integration-tab refresh behavior
Improved automation around installation flows (including reinstall handling)
Login & requirements readiness
Updated login flows to better meet Shopify requirements
Refined signup UX through iterative improvements
Notifications
Brought notifications closer to completion for a better "daily use" experience
July, 2025
Returns analytics and user-ID stitching go production-grade
Major progress on two high-impact areas: returns analysis depth and reliable user identity stitching across data sources.
User-ID stitching
Made stitching viable, then productionized with history support
Rolled out user ID stitching for all clients for improved tracking
Returns analytics
Expanded from a working base to multi-graph comparisons and channel-level analysis
Improved campaign-level returns behavior and visualizations
Operational tooling
Continued deployer-helper updates to support multi-tenant operations
June, 2025
Review readiness and reliability upgrades
Focused work on platform readiness (including Meta review requirements) and improved reliability across key sources.
Shopware stability
Continued fixes to Shopware gathering and behavior pages (IDs and correctness)
Marvellink → Klaviyo
Advanced Klaviyo integration (IDs + dependencies) to a full implementation milestone
May, 2025
Shopify billing and compliance hardening
Shopify moved from "connect" to "operate": subscriptions, webhooks, and compliance workflows were stabilized for production use.
Shopify billing & subscriptions
Matured subscription creation and change flows (including signup-time subscriptions), as well as pricing policy.
Reduced install friction through multiple login-flow improvements
Compliance webhooks (GDPR)
Implemented Shopify compliance webhooks with hardened validation
Now users can opt for data deletion.
Data gathering
Migrated to Shopify GraphQL for higher efficiency and faster update times.
Insertion improvements for scale and newer patterns.
April, 2025
Facebook + Google Ads integrations come online
The new integrations are now live! Our latest feature ensures seamless Google and Facebook integration with the SaaS, this will be especially useful for the new clients. With new analytics pages you can more accurately analyze your shop's statistics and make better informed decisions based .
Facebook integration
Full Facebook auth flow completed and integrated into the SaaS experience.
Iterations on deduplication and data correctness in gathering.
Google Ads integration
Google Ads OAuth and the Google Ads integration milestone landed.
Integration status signaling.
Shopify and Shopware
Continued onboarding improvements
Shopware stocks integration completed for the SaaS UI.
Analytics pages
Expanded behavioral/product analytics
New client analytics added to the dashboard
Product insights shipped and refined
March, 2025
Foundations for SaaS flows and data gathering
The groundwork for a smoother SaaS experience—stronger core flows, better stability, and broader data gather readiness.
SaaS UX & core flows
Improved create-account flow and UI polish (including avatar/dropdown behavior)
Increased comparison table usability and stability in production.
Gathering & data sources
Strengthened Facebook scheduling and caching behavior
Expanded Shopware order gathering and overall data gather readiness.
Shopify onboarding
Landed the initial Shopify login MVP to support the upcoming billing lifecycle
Marvellink
Early correctness fixes and event/value updates
Mar 06, 2025
MarvelLink
MarvelLink is now live! Our latest feature ensures seamless event tracking and automation across all your marketing channels. With automatic syncing, de-duplication, and improved tracking accuracy, MarvelLink helps you optimise your campaigns effortlessly.

What’s new? - MarvelLink
MarvelLink - Complete event tracking and syncing solution.
Synchronized Events - Automatic syncing and de-duplication of Purchase, Add-to-Cart, and PageView events
Major Ad Platform Integration with Meta, Google Ads, and Klaviyo.
Perfect EMQ Score feature for improved Event Matching Quality
What’s new?
Shopify total now displayed in the Comparison Table, with a new colour to differentiate it from other rows and totals.
MER vs Channel ROAS comparison added.
MER vs Channel performance comparison added.
Fixed
Fixed styling and metric display issues in TOFU graphic.
Comparison table - Improved for deeper campaign analysis with better usability.
Comparison table - Fixed bugs, glitches, and UI overlaps.
Updated Fixed search functionality for smoother use of journeys and product insights.
Improvements
Updated design for the Channel Overview card.
Fixed alignment issues with help and select buttons.
New design for Customer Acquisition Cost to better compare Pixel vs Channels.
Improved skeleton loading for a smoother user experience.
Feb 28, 2025
Global Notifications

What’s new?
Fixed
Resolved incorrect date selection issue in Date Picker.
Fixed meta/Google table isolation issue in Comparison Table.
Updated Average Time Display format to 'Xd Xh Xm' in User Journeys.
Improvements
Year-to-Date selection in Date Picker.
Added new icons in Comparison Tables for better visual clarity
Feb 14, 2025
Help Section
We're launching a brand new Help Section inside the pixel! This is designed to make it easier for users to find answers, get support and report any bugs they find.

What’s new?
Contact Form for direct inquiries.
FAQs for common questions.
Feb 7, 2025
Global Date Picker
We’re introducing a Global Date Picker to streamline your workflow. Now, your selected timeframes persist across pages, ensuring a smoother experience without constant re-selection. Along with this, we’ve introduced a fresh UI with a two-month calendar view, making it easier to navigate and choose dates.

What’s new?
New Date Picker UI: Redesigned with a two-month calendar view for better usability.
Presets: Quick and easily change your dates with set date preset controls.
Fixed
Resolved global date issue where previous selections did not persist across pages.
Jan 27, 2025
Dashboard Enhancements
A newly built business overview dashboard, to give our users more control and clarity. Now, filters are removable, allowing you to select and compare only the visuals you need and remove them with a simple click.

What’s new?
Dashboard Layout: New layout which dynamically displays a comparison of the analytics around it. The surrounding analytics highlight your key business metrics, and when clicked, you can easily compare two key business metrics at a time in the centre.
Removable Chips: Easily remove filters once added for a more flexible experience.
Updated Metric UI: Selected metrics are now more visually dominant, highlighted with contrasting colours for greater clarity.
Fixed
Resolved UI inconsistencies when selecting and comparing metrics.
Improvements
Improved handling of dashboard interactions for a smoother experience.
Jan 20, 2025
UI & Bug Fixes
This week, we focused on polishing the UI and fixing minor bugs to enhance your overall experience.
What’s new?
Icons to our comparison table for greater clarity.
Fixed
Resolved all missing help text across the platform.
Spacing fixes on purchase behaviour pages.
Alignment fixes for customer journey date pickers.
Help icon alignment issues on Journeys page.
Updated copyright to 2025.

