As a D2C marketing agency, we build the tracking layer, buy media with precision, test creative at volume, and optimize every stage of your funnel — because “good ROAS” means nothing without good data.
Performance Simulation
Illustrative model not a guarantee
Inputs
Outputs
Revenue
₹6,40,000
Orders
256
CAC
₹781
Traffic Needed
10,240
Adjust ROAS from 3.2× to see how revenue changes. Every 0.5× improvement at ₹2,00,000 spend adds ₹1,00,000 to attributed revenue.
Most agencies report on the metrics that make their dashboards look good. We report on the metrics that make your business grow.
Vanity Metrics
Business Metrics
Five phases. One system. Built in sequence, because the order matters.
Phase 01
You cannot optimize what you cannot measure. Before any campaign launches, we ensure every event, conversion, and signal is captured accurately.
Tracking isn't setup once and forgotten. It's the infrastructure your entire performance system depends on. Broken events mean broken attribution. Broken attribution means broken decisions.
Before any campaign goes live, we audit your existing tracking, rebuild what's broken, and put in place the event architecture that makes every platform's data trustworthy.
Google Tag Manager
Container setup, triggers, custom events
GA4 Ecommerce
Full purchase funnel event tracking
Meta Pixel + CAPI
Pixel implementation with Conversions API
Google Ads Conversions
Tag-based + Enhanced Conversions
Server-Side GTM
Event forwarding via GTM server container
UTM Architecture
Consistent campaign taxonomy at source
Browser-based tracking has limits. Ad blockers, ITP, browser restrictions all reduce the signal your platforms rely on to optimize delivery and report results.
Server-side tracking sends events from your infrastructure directly to Meta, Google and GA4 bypassing the browser layer entirely. Combined with proper event deduplication, this can improve the quality and completeness of your measurement signal.
Meta Conversions API
Server event forwarding to Meta
Google Enhanced Conversions
First-party data to Google Ads
GTM Server Container
Central server-side tag management
Server-side tracking supplements but does not replace client-side measurement. It does not guarantee 100% data accuracy.
Data Flow
User
Purchase event triggered on your store
Website
Client-Side Tag
Server / GTM-SS
Validation
Deduplication
Meta CAPI · Google EC · GA4
Reporting
Decision
The technology ecosystem behind a performance-led D2C brand from tracking infrastructure to media platforms to analytics and CRO.
We measure, optimize, and monitor every stage of the D2C customer journey. Select a stage to see what we track and where things go wrong.
Platform defaults are built to maximize platform revenue. We configure, segment and optimize campaigns around your margin targets and CAC goals.
Meta Ads
Facebook · Instagram · Reels · Stories
Google Ads
Shopping · Search · Performance Max · YouTube
At scale, the biggest performance lever isn't budget it's creative. We build, test and iterate ad creatives with a data-first framework, not guesswork.
01
Hook
First 3 seconds. Thumb-stop. Pattern interrupt. Relevant to audience.
02
Problem
Surface the pain. Connect with the specific context of your customer.
03
Solution
Your product as the mechanism. Benefits, not features.
04
Proof
Social proof, UGC, reviews, demonstration. Trust at the moment of doubt.
We run structured creative tests at the ad level not the campaign level to isolate variables and understand what drives performance improvements.
Variable
What We Test
We Measure
A 1% to 2% CVR improvement on the same traffic doubles your orders without adding a rupee to your ad spend. CRO is the highest-leverage performance intervention available.
Revenue Formula
Traffic × CVR × AOV = Revenue
Improving any one of these three variables grows revenue. We optimize all three.
ROAS doesn't account for returns, margins, platform fees, or fulfilment costs. We optimize for contribution margin the number that determines whether the business is actually profitable.
Metric
Brand A
Brand B
Illustrative example. Actual results depend on your product category, return rates, fulfilment costs and margin structure.
On ROAS
Platform-reported ROAS tells you what a platform attributed to itself. It doesn't tell you what your business actually made. MER, contribution margin, and LTV tell you that. We work with brands to build measurement frameworks that go beyond the dashboard.
We work with multiple attribution perspectives to make better decisions not to find the number that makes our performance look best.
Platform Attribution
What Meta and Google each claim. Useful for platform-level optimization, not cross-channel truth.
Campaign-level bidding and budget allocation within a platform
Platforms over-attribute to themselves; totals will exceed actual revenue
MER (Blended)
Total revenue divided by total marketing spend. Channel-agnostic. The clearest top-level efficiency signal.
Evaluating overall marketing efficiency week-over-week
Doesn't tell you which channel to invest more in
Incrementality Testing
Holdout tests that measure whether ads actually drove additional revenue vs what would have happened anyway.
Measuring true causal impact of a channel or campaign
Requires sufficient scale and test periods to produce statistically valid results
01
Collect
Clean tracking captures every event across every channel
02
Analyse
Data is processed into readable signals and performance patterns
03
Decide
Spend, creative, audience and CRO decisions made from evidence
04
Test
Changes implemented, results measured, loop begins again
Weekly reports organized around the metrics that drive action. No vanity numbers. No walls of charts. Just what you need to make the next decision.
MER
Marketing Efficiency Ratio
ROAS
Per Platform & Campaign
CAC
By Channel & Segment
AOV
By Source & Campaign
CVR
Funnel Stage Breakdown
CTR
Per Ad, Format & Audience
CPM
Platform Benchmarks
LTV
Cohort-Level Tracking
Orders
Revenue by Campaign
Spend
Pacing & Budget View
CPC
Efficiency by Placement
Repeat Rate
Retention Overview
Tracking & Measurement
Paid Media
Creative
Funnel & CRO
Reporting
Strategy & Growth
Audit
Week 1
Full audit of existing tracking, campaigns, creative, and funnel. Baseline established. Gaps identified. Priorities set.
Setup
Weeks 2–3
Tracking rebuilt or verified. Campaign structure reviewed and restructured where needed. Creative brief developed based on audit findings.
Launch
Week 4
Campaigns activated with proper tracking verified pre-launch. Initial creative set live across Meta and Google.
Learn
Weeks 4–8
Gathering performance data. Campaigns exit learning phase. First creative tests in flight. Funnel data reviewed.
Optimize
Month 2–3
Actionable patterns emerge. Winning creatives scaled. Underperforming segments cut or restructured. CRO improvements actioned.
Scale
Month 3+
What's working gets more budget. New creative tests expand the winning playbook. Reporting tightened as the business grows.
Free Performance Audit
We review your tracking setup, campaign structure, creative performance and funnel and tell you exactly where you're losing money. No pitch. Just findings.
D2C ecommerce brands on Shopify or WooCommerce
Product-led brands selling direct, looking to profitably scale paid acquisition
Brands spending ₹50K/month or more on ads
At this scale, measurement gaps and inefficiencies cost real money
Brands with broken or unreliable tracking
If your platform numbers don't add up, your decisions won't either
D2C brands transitioning from brand to performance
Moving from awareness-first to revenue-first with the right infrastructure
Brands frustrated with ROAS-only reporting
Ready to measure real business outcomes instead of platform attribution
Brands scaling creative at volume
Need a testing framework that tells you what to scale and what to cut
Build the measurement infrastructure, media system, and creative engine your D2C brand needs to grow on actual numbers.