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Architecture Telemetry:Cloud Run Server CAPI • BigQuery Raw Event Ingestion • Next.js 14 Edge Nodes
9.4/10 CAPI Match ScoreSub-Second FCPSOC2 & ISO 27001
Enterprise MarTech Infrastructure

Engineering Growth with
Server-Side Telemetry & Next.js.

We eliminate attribution blindness. By combining server-side BigQuery data pipelines, Meta CAPI 9.4/10 event match quality, and sub-second headless web architectures, we engineer measurable competitive moats.

The Attribution Blindspot

Fragmented Tool Stacks Bleed 35%+ of Marketing Capital

Most companies deploy 10+ disjointed SaaS tools: Google Analytics, Meta pixel, Hotjar, Mailchimp, and standalone CRM plugins. Because each tool tracks differently, up to 40% of conversion data is lost or double-counted.

MMH replaces fragile browser tags with an enterprise-grade, first-party data pipeline. Every user interaction is collected server-side, cleaned in Google Cloud Run, and streamed into BigQuery for unified truth.

Single Source of Truth
Direct integration connecting ad spend to bank deposits
Enterprise MarTech Infrastructure Architecture
System Topography

The 5-Layer Proprietary Technology Blueprint

How our infrastructure captures, processes, tests, and scales customer acquisition.

LAYER 01

Search & Knowledge Graph Engine

Ahrefs Enterprise, Semrush API, Screaming Frog Spider, Custom Schema KG

Automates raw log file analysis, crawler budget optimization, and entity triple injection for Google SERP and Generative Engine citation capture.

LAYER 02

Paid Media Automation & DSP Bidding

Google Ads API, Meta Marketing API, DV360, The Trade Desk, Optmyzr

Algorithmically manages multi-thousand keyword auctions, value-based bidding scripts, and negative placement exclusions 24/7.

LAYER 03

Server-Side Attribution & BigQuery Pipeline

Google Cloud Run, Server GTM, BigQuery, Looker Studio, Segment CDP

Bypasses ad-blockers and browser cookie restrictions, streaming first-party transaction data directly to data warehouses with 9.4/10 match scores.

LAYER 04

AI Creative, Agentic Chat & RAG Systems

OpenAI GPT-4o, Claude 3.5 Sonnet, Pinecone Vector DB, LangChain, Midjourney API

Deploys 24/7 lead-qualification web chatbots, automated RAG documentation queries, and multi-variant creative ad testing engines.

LAYER 05

Sub-Second Headless Web Architecture

Next.js 14 App Router, React 18, Tailwind CSS, Vercel Edge Network, Upstash Redis

Delivers 100/100 Core Web Vitals, dynamic server-side rendering, and sub-second page loads that maximize ad click-to-conversion rates.

ARCHITECTURAL LAYER 01

Search Knowledge Graph & Entity Indexing

We deploy automated technical crawler agents that continuously monitor your site structure against Google’s Core Algorithm updates. By embedding JSON-LD entity graph triples, we ensure search spiders and AI answer engines recognize your brand as the canonical authority.

Automated Log File Parsers
Tracking Googlebot crawl budget allocation to eliminate indexation bottlenecks.
Entity Authority Triples
Establishing semantic triples linking your executives, brand, and industry certifications.
ARCHITECTURAL LAYER 02

Programmatic Ad Bidding & DSP Automation

We deploy custom scripts that query Google Ads and Meta APIs hourly, automatically adjusting target ROAS bids based on actual weather patterns, local inventory levels, and real-time competitor auction spikes.

Value-Based Bidding Scripts
Feeding predicted customer gross margins back into Google Smart Bidding.
Automated Placement Exclusion
Filtering out click-bait display apps and YouTube kids channels to protect ad budget.
ARCHITECTURAL LAYER 03

Server-Side GTM & BigQuery Attribution

Hosted on containerized Google Cloud Run microservices, our server-side infrastructure captures 100% of conversion events, strips third-party cookie vulnerabilities, and feeds pristine data directly into BigQuery for closed-loop financial analysis.

9.4/10 Event Match Quality
Passing cryptographically hashed emails and phones directly to Meta CAPI.
Raw SQL Multi-Touch Modeling
Evaluating Markov chain and position-based attribution directly in BigQuery.
ARCHITECTURAL LAYER 04

AI Creative Generators & RAG Conversational Agents

We build custom retrieval-augmented generation (RAG) models embedded into client landing pages. These agents vectorize client product documentation in Pinecone, answering complex buyer questions in real time and capturing high-intent enterprise leads.

Custom Pinecone Vector DB
Instant semantic search and retrieval across thousands of product documentation pages.
Automated Creative Copy Testing
Programmatically generating ad headlines based on search query intent patterns.
ARCHITECTURAL LAYER 05

Sub-Second Next.js 14 Web Performance

Sluggish WordPress sites with 40 plugins kill paid conversion rates. We architect headless web applications using Next.js 14 App Router and Vercel Edge networks, delivering instant page transitions and perfect 100/100 Core Web Vitals.

100/100 Google Lighthouse
Sub-800ms First Contentful Paint globally via edge routing and dynamic image optimization.
Static Pre-rendering (SSG/ISR)
Serving pre-compiled HTML to search crawlers with zero server execution delay.
mmh-telemetry-engine v4.2.0
● Live BigQuery Pipeline
# Execute server-side conversion attribution query
SELECT touchpoint_channel, COUNT(DISTINCT user_pseudo_id) as visitors, SUM(purchase_revenue_usd) as attributed_arr
FROM `mmh-enterprise-growth.analytics_prod.events_*`
WHERE _TABLE_SUFFIX BETWEEN '20260601' AND '20260831'
-- Stream status: 9.4/10 CAPI Event Match Quality verified across 184,210 transactions
-- Latency: 42ms Cloud Run response time (Noida Sector 62 / Mumbai region)
Conversion Accuracy

9.4/10 Event Match Quality Standard

How our server-side implementation outperforms generic web pixels.

STANDARD BROWSER PIXEL
5.2 / 10

Blocked by Safari ITP, AdBlockers, and cookie deprecation. Up to 40% of purchases never attribute back to ad campaigns.

MMH SERVER-SIDE CAPI
9.4 / 10

First-party Cloud Run stream sending hashed SHA256 customer parameters. Restores full ROAS visibility and lowers blended CAC by 28%.

POST-COOKIE COMPLIANCE

First-Party Data & Cookieless Identity Resolution

With Chrome deprecating third-party cookies and Apple restricting IDFA, brands relying on legacy tracking are losing performance. Our identity resolution framework assigns a durable first-party UUID to every customer, connecting multi-session search journeys across phones, tablets, and desktop computers.

First-Party CookiesCloud Run First-Party SubdomainSHA256 Client Data HashingDeterministic Cross-Device Stitching
Data Governance

Security, Encryption & Institutional Standards

TLS 1.3 & AES-256 Encryption

All telemetry streams and server communications are encrypted in transit and at rest.

SOC2 Type II & ISO 27001

Strict access control policies, annual third-party audits, and role-based IAM permissioning.

GDPR & DPDP 2023 Consent

Integrated consent management platforms blocking all analytics until user permission is granted.

Zero Vendor Lock-In

All schemas and code reside in your own Google Cloud and GitHub organization.

Technical Migration Blueprint

Migrating a Legacy Monolith to Next.js 14 & BigQuery: +48% Lead Conversion Lift

A high-growth B2B logistics enterprise was experiencing 4.8-second load times on WordPress, losing over 40% of Google Ads traffic before the page loaded. MMH migrated their digital presence to a headless Next.js App Router architecture with Server-Side GTM on Cloud Run.

620ms
Global First Contentful Paint
+48%
Conversion Rate Lift
100/100
Lighthouse SEO & Performance
Technical Questions

Frequently Addressed Technical Inquiries

Why do you use Server-Side GTM instead of standard browser pixels?

Standard browser pixels lose 30% to 45% of conversion events due to iOS 14.5+ privacy settings, ad blockers, and third-party cookie phaseouts. Server-Side GTM hosted on Google Cloud runs on your first-party domain, restoring 99%+ attribution accuracy.

Who owns the BigQuery datasets and custom Next.js code?

You retain 100% legal and operational ownership. All BigQuery tables, Looker Studio dashboards, and GitHub repositories are hosted inside your Google Cloud and GitHub organizations.

Can your tech stack integrate with legacy ERPs or custom databases?

Yes. Our data engineering team writes custom Node.js and Python webhook pipelines to bridge legacy SQL databases, custom ERPs, and specialized CRMs directly into BigQuery.

How does your sub-second Next.js web stack improve ad conversion rates?

Google data shows that every 1-second delay in mobile page load drops conversions by up to 20%. Our headless Next.js sites achieve sub-second First Contentful Paint, drastically cutting bounce rates on paid traffic.

Complimentary Architecture Review

Schedule a 45-Minute MarTech & Attribution Audit

Our lead data engineers will inspect your GTM container, analyze your CAPI event match quality, and verify your Lighthouse performance metrics.

Book Technical ReviewRun Automated 45-Pt Audit
Engineer-to-engineer review • Confidential NDA • Zero vendor markups