Marketing: Campaign Attribution, Funnels, and Audience Intelligence

The Brandstack Marketing module gives founders and growth marketing leaders a unified command deck across paid media (Meta Ads, Google Ads), web analytics (GA4), and store conversions (Shopify). Instead of relying on inflated in-platform ROAS numbers where Facebook and Google both claim the same sale, Brandstack reconciles blended macro-returns (MER) against first-party site revenue, product views, and buyer demographics.

Marketing Campaign Performance & Insights — Brandstack Marketing: Ad performance KPI strip, automated campaign status signals, and AI insights

The Attribution Dilemma: If Meta reports ₹2.5L in sales and Google reports ₹1.5L, but your Shopify bank account only received ₹3.0L total, platform attribution is lying to you. Brandstack separates Attributed ROAS (what ad platforms claim) from Blended ROAS / MER (what actually hits your bank).

1. The Marketing Executive KPI Strip

The top strip gives you an instant read on marketing efficiency and customer acquisition economics:

Gross Sales

Total store & marketplace demand across all connected storefronts.Current Period: ₹12,42,685

Total Ad Spend

Combined ad spend across Meta Ads and Google Ads accounts.Current Period: ₹1,16,935 (↘ 14.8% spend reduction)

Blended ROAS (MER)

Total brand gross sales divided by total ad spend: ₹12.42L / ₹1.16L.Current Period: 10.63x (Strong ROAS)Why it matters: Reflects true macro marketing leverage across both direct and marketplace channels.

Attributed Sales

Direct purchase value attributed to ad clicks by Meta + Google pixels.Current Period: ₹3,03,250 (24% of Gross Sales)The Lesson: 76% of your business is driven organically, through marketplaces, or via indirect halo effects.

Attributed ROAS

Direct ad efficiency reported by ad platforms: ₹3.03L / ₹1.16L.Current Period: 2.59x

Ad Spend % of Revenue & CAC

Marketing Load: 9.4% of Gross Sales (under 15% is healthy).
Blended CAC: ₹1,671 per newly acquired customer (high CAC alert).

2. Campaign Performance & Automated Action Signals

The Campaign Performance table aggregates every active campaign across Meta and Google, ranking them by actual attributed sales and assigning an automated operating status (Scale, Hold, or Cut):

Campaign Name	Channel / Type	Spend	Attr. Sales	Orders	ROAS	Automated Status
Retargeting — Cart & Viewers	Meta Retargeting	₹14,591	₹53,876	6	3.69x	Scale
Always-On Prospecting	Meta Broad / TOFU	₹16,230	₹46,084	7	2.84x	Hold
Lookalike 1% — Purchasers	Meta Lookalike	₹12,753	₹38,243	5	3.00x	Hold
Catalog Sales — Dynamic Ads	Meta DPA	₹12,064	₹30,290	5	2.51x	Hold
Shopping — All Products	Google Shopping	₹7,255	₹23,608	3	3.25x	Scale
Brand Awareness — Reach	Meta Reach	₹8,074	₹20,264	4	2.51x	Hold

Automated AI Marketing Insights (Right Panel)

Brandstack continuously evaluates your campaign roster and surfaces high-priority executive alerts:

📈 Best Performer: “Retargeting — Cart & Viewers generated 3.69x ROAS on ₹14,591 spend.”
⚠️ Needs Attention: “Search — Competitor Conquest returned 1.34x on ₹5,095 — below your 2.6x average.”
〰️ Macro Trend: “Ad spend down 15% while attributed sales down only 5% vs. previous period.”
💡 Immediate Opportunity: “Retargeting is beating your 2.6x benchmark — test a 20% budget increase here.”

3. The On-Site Conversion Funnel & Abandoned Cart Recovery

Driving traffic is only half the battle; tracking where prospective buyers abandon the funnel dictates on-site revenue efficiency:

Conversion Funnel and Abandoned Carts — GA4 Sessions-to-Purchase conversion funnel, Shopify abandoned carts, and real-time live users

A. The 4-Stage Conversion Funnel (GA4)

Stage 1: Sessions (11,032 · 100.0%) $\longrightarrow$ Total site visits.
Stage 2: Add to Cart (259 · 2.3%) $\longrightarrow$ Session-to-Cart Conversion: 2.35%.
Stage 3: Checkouts (115 · 1.0%) $\longrightarrow$ Cart-to-Checkout: 44.40%.
Stage 4: Purchases (49 · 0.4%) $\longrightarrow$ Checkout-to-Purchase: 42.61%.
Overall Site Conversion Rate: 0.44%.

Funnel Diagnosis: Notice that once a customer enters the checkout flow, 42.6% complete their order, which is strong. The bottleneck is at the top of the funnel: only 2.35% of visitors add a product to their cart. This indicates high product curiosity but hesitation on pricing, lack of customer reviews on PDPs, or poorly communicated delivery timelines.

B. Abandoned Carts: The Unlocked Revenue Pool

Abandoned Carts: 66 carts currently unrecovered.
Abandoned Cart Value: ₹4,51,242 in pipeline revenue.
Average Cart Value: ₹6,837.

Founder Action: Over ₹4.5 Lakhs is abandoned in shopping carts with a high average value of ₹6,837. Deploying an automated 3-tier WhatsApp and email recovery workflow (1 hour, 12 hours with 5% discount, 24 hours with urgency) can recover 10%–15% of these carts—generating ₹45,000 to ₹67,000 in pure high-margin revenue without spending extra ad dollars.

4. Multi-Channel Marketing Trends & Global Active Users

Marketing Trends and Active Users by Country — Marketing Spend vs. Sales vs. ROAS trendline with anomaly detection, alongside active users by country

A. Marketing Trend & Anomaly Alerts

This multivariate trendline overlays:

Solid Red Line: Meta Spend
Dashed Blue Line: Google Spend
Solid Gold Line: Sales
Dashed Green Line: ROAS
● Orange Dots: Detected Anomalies

The chart exposes specific efficiency surges (e.g., September 2, 6, and 13 where ROAS spiked to 15.0x–17.5x) and flags days where ad spend spiked without an accompanying sales response.

B. Active Users by Country (Global Demand Signals)

Highlights where international traffic originates:

🇮🇳 India: 7,719 active users (Domestic core)
🇺🇸 United States: 314 active users
🇬🇧 United Kingdom: 180 active users
🇦🇪 United Arab Emirates: 180 active users
🇨🇦 Canada: 108 active users
🇦🇺 Australia: 108 active users
🇸🇬 Singapore: 90 active users
🇩🇪 Germany: 72 active users

Takeaway: Over 1,000 international visitors from the US, UK, UAE, Canada, and Australia visit the store monthly. This high-purchasing-power audience is a prime opportunity for launching cross-border international shipping on your Shopify store.

5. Channel Attribution & Product Merchandising Funnel

Marketing Channels and Product Performance — Marketing Channel Performance comparing Organic, Direct, Meta, and Google, alongside Product Funnel

A. Channel Performance Comparison (GA4 + Ad Spend)

Channel	Sessions	Orders	Sales	Conv %	Ad Spend	Direct Site ROAS
Organic Search	4,745	19	₹1,60,973	0.39%	—	— (Zero CAC)
Direct Visits	3,086	5	₹43,294	0.16%	—	— (Brand Equity)
Meta Ads	2,098	19	₹1,31,077	0.86%	₹70,275	1.87x
Google Ads	1,103	6	₹43,994	0.69%	₹46,660	0.94x (Below 1.0x)

The Google Ads Audit: Notice that on direct website attribution, Google Ads generated a 0.94x Site ROAS (spent ₹46,660 to make ₹43,994). However, Google Ads often drives high-intent shoppers who end up buying on Amazon. Before pausing Google campaigns, cross-reference whether your Amazon search sales rise or fall when Google spend is modified.

B. Product Marketing Performance (Merchandising Funnel)

Tracks how individual catalog items perform from traffic view to checkout:

Festive Pearl Set: 80 views $\rightarrow$ 12 carts $\rightarrow$ 4 orders $\rightarrow$ ₹55,996 sales (Hero high-ticket earner).
Everyday Gold Set: 100 views $\rightarrow$ 15 carts $\rightarrow$ 5 orders $\rightarrow$ ₹37,495 sales.
Bridal Kundan Set: 21 views $\rightarrow$ 4 carts $\rightarrow$ 1 order $\rightarrow$ ₹24,999 sales.
Gold Kada Pair: 51 views $\rightarrow$ 9 carts $\rightarrow$ 3 orders $\rightarrow$ ₹20,997 sales.
Kundan Drop Earrings: 132 views $\rightarrow$ 30 add to carts (22.7% cart rate!) $\rightarrow$ 6 orders $\rightarrow$ ₹20,994 sales.

Catalog Strategy: Kundan Drop Earrings has the highest intent-to-cart rate (22.7%). It is your best “entry-level” product to feature in Meta top-of-funnel ads to get first-time buyers through the door.

6. Top Delivery Cities, Page Analytics & Buyer Demographics

Marketing Personas and Pages — Top delivery cities, page engagement metrics, and buyer persona age/gender demographic breakdown

A. Top Delivery Cities by Realized Sales

Pune: 1,576 sessions · ₹73,589 sales (#1 Revenue city)
Jaipur: 1,126 sessions · ₹47,794 sales
Surat: 901 sessions · ₹46,995 sales
Ahmedabad: 1,801 sessions · ₹42,791 sales
Bengaluru: 1,126 sessions · ₹40,894 sales
London & New York: Combined ₹25K+ in international direct revenue.

B. Buyer Persona: Age & Gender Economics (Meta Ads)

Who actually buys your jewelry and accessories?

Age Bracket	Gender	Ad Spend	Clicks	Orders	Attributed Sales	Realized ROAS
25–34	Female	₹21,785	1,475	8	₹69,549	3.19x
35–44	Female	₹16,866	1,141	8	₹61,367	3.64x (Highest ROI!)
18–24	Female	₹11,947	811	0 direct	₹26,592	2.23x
45–54	Female	₹7,730	521	0 direct	₹24,547	3.18x

Demographic Allocation Playbook:

Women aged 25 to 44 generate over 70% of total revenue at ~3.4x average ROAS.
The 35–44 age bracket produces the highest return on ad spend (3.64x).
Reallocate ad budget away from 18–24 prospecting ads and double down on creative styling geared toward working women and wedding attendees aged 25–44.

7. The Growth Marketer’s Weekly Playbook

1. Review Automated Campaign Statuses

Check campaigns tagged with Scale. Increase daily budgets by 15%–20% incrementally on winners like Retargeting — Cart & Viewers.

2. Audit Underperforming Ad Channels

Check Google Ads and TOFU prospecting campaigns. If direct Site ROAS is below 1.0x, verify if branded search terms or competitor conquesting campaigns are burning cash.

3. Execute Abandoned Cart Recovery

Ensure automated WhatsApp and email abandoned checkout sequences are functioning to recover part of the ₹4.5L pipeline value.

4. Refine Audience Age Targeting

Focus ad creatives on the 25–44 female demographic who generate the bulk of purchases and command the highest AOV.

Fundamentals

Setup

Features