DATA ARCHITECTURE · ENTERPRISE AI · CDP & MARTECH · GROWTH ADVISORY|ISTANBUL · USA
SECTION 01 // 06 CORE ADVISORY PRACTICES & ENGINEERING SOLUTIONS

Enterprise Data, AI & Growth Engineering Practices

Beyond standalone CDP deployments, our practice groups deliver modular engagements across customer deduplication, dbt/BigQuery analytics engineering, rapid enterprise AI agents, and independent marketing/agency governance.

PRACTICE 01
IDENTITY GRAPH & DEDUPLICATION

Customer Deduplication & Identity Resolution Architecture

We reconcile fragmented records across web, mobile app, call center, POS, and CRM silos into a persistent Golden Record using deterministic waterfall graphs and survivorship governance.

KEY ARCHITECTURAL DELIVERABLES
  • 01E.164 Phone, Email & Device ID Normalization Engine
  • 02Deterministic Multi-Hop Waterfall Identity Graph
  • 03Attribute Survivorship & Consent Priority Governance
  • 04Reverse ETL Master ID Sync to BigQuery, CDP & Ad Networks
PRACTICE 02
ANALYTICS ENGINEERING, dbt & BI

Modern Data Stack, dbt Modeling & Executive BI Reporting

We transform raw, siloed data into governed BigQuery marts, modular dbt/Dataform medallion layers, FinOps-optimized queries, and board-ready BI cockpits.

KEY ARCHITECTURAL DELIVERABLES
  • 01Centralized BigQuery Warehouse & Automated ELT Pipelines
  • 02Modular dbt / Dataform Medallion Architecture (Bronze/Silver/Gold)
  • 03Automated CI/CD Data Quality, Freshness & Schema Drift Tests
  • 04C-Level Looker Studio / Metabase Cockpits & BigQuery FinOps
PRACTICE 03
RAPID ENTERPRISE AI & MCP AGENTS

Rapid Enterprise AI, Autonomous Agents (MCP) & Workflow Automation

We deploy production AI agents and custom Model Context Protocol (MCP) infrastructure in weeks—connecting LLMs securely to your BigQuery warehouse, BI dashboards, and CRM.

KEY ARCHITECTURAL DELIVERABLES
  • 01Custom Production Model Context Protocol (MCP) Servers
  • 02Conversational Analytics ("Chat with Your Warehouse") Copilots
  • 03Autonomous Document, Contract & Operational Agent Workflows
  • 04Agent-Ready Web Infrastructure (llms.txt, RFC 9727 & Bot Auth)
PRACTICE 04
GROWTH, MARTECH & AGENCY GOVERNANCE

Growth Engineering, Marketing Advisory & Agency Governance

We audit your media agencies with hard warehouse data, repair server-side conversion signals, and engineer CRM/lifecycle orchestration tied directly to net contribution margin.

KEY ARCHITECTURAL DELIVERABLES
  • 01Independent Media Spend & Ad Agency Technical Audit
  • 02Server-Side GTM, Meta CAPI & Enhanced Conversions Deployment
  • 03Warehouse-Verified POAS / Net ROAS & Cohort LTV Attribution
  • 04Lifecycle CRM Automation (Dengage, Braze, Insider, Meiro)
PRACTICE 05
CDP & PRIVACY GOVERNANCE

CDP Architecture, 7-Layer Data Quality & Privacy Audit

We independently audit and architect your Customer Data Platform (Meiro, BigQuery, Composable CDP) and Privacy-by-Design consent flows in a fixed 4-week diagnostic.

KEY ARCHITECTURAL DELIVERABLES
  • 017-Layer Data Quality & CDP Maturity Scorecard
  • 02Authorized Domain, Tracker & Consent Mode v2 Flow Sweep
  • 03GDPR, KVKK & UAE PDPL Regulatory Gap Analysis
  • 04Vendor-Neutral Reference Blueprint & 12-Month TCO/ROI Model
PRACTICE 06
CLOUD WEB & AI-NATIVE SEO

Enterprise Web, Cloud Architecture & AI-Native SEO Engineering

We engineer sub-second, multi-regional corporate platforms on Next.js and Cloud Run—hardened with Cloudflare WAF and optimized for both search engines and AI answer engines.

KEY ARCHITECTURAL DELIVERABLES
  • 01Cloud-Native Next.js & Google Cloud Run Web Architecture
  • 02Multi-Regional (TR/EN/AR) Technical SEO & Schema.org Graphs
  • 03AI Answer Engine Optimization (GEO) & Markdown Content Negotiation
  • 04Cloudflare WAF Crawler Governance & 95+ Core Web Vitals SLA
SECTION 02 // DELIVERY METHODOLOGY & 04-PHASE ENGAGEMENT MODEL

Our 4-Phase Delivery & Engagement Methodology

Whether engaging us for customer deduplication, dbt/BI reporting, CDP setup, rapid AI agents, or marketing/agency advisory, every project follows a rigorous 4-stage engineering cadence.

PHASE 01
Duration / Model: 2–4 Weeks (Fixed-Scope Diagnostic)
Architectural Scope →

Independent Diagnostic, Data & Marketing Audit

Target: Organizations seeking an objective assessment of their data warehouse, reporting accuracy, CDP/MarTech setup, or media agency performance.

Deliverables: 7-layer data quality profile, conversion signal & consent sweep, agency/media efficiency review, GDPR/KVKK gap matrix, and 90-day action plan.

Next Step: Architecture Blueprint to translate findings into a concrete technical design and ROI case.
BOARD & TECHNICAL DELIVERABLES
  • 01Data Quality Profile
  • 02Consent Flow Sweep
  • 03GDPR/KVKK Gap Analysis
  • 0490-Day Executive Roadmap
PHASE 02
Duration / Model: 2–4 Weeks
Architectural Scope →

Architecture Blueprint, Data Modeling & ROI Design

Target: Teams requiring a clear technical schema and board-ready TCO/ROI validation before scaling data warehouse, identity, CDP, or AI investments.

Deliverables: Target system & data architecture diagram, deduplication & dbt data contracts, vendor-neutral tool shortlist, and 12-month TCO/ROI feasibility model.

Next Step: Transition into Turnkey Setup, Engineering & Activation.
BOARD & TECHNICAL DELIVERABLES
  • 01Target Architecture Diagram
  • 02Vendor-Neutral Shortlist
  • 0312-Month TCO & ROI Model
  • 04Board Presentation Deck
PHASE 03
Duration / Model: Agile Engineering Sprints (2–6 Weeks)
Architectural Scope →

Turnkey Setup, Engineering & Activation

Target: Enterprises ready to deploy production pipelines, integrate platforms, and launch revenue-generating scenarios rapidly.

Deliverables: Customer deduplication (Golden Record), BigQuery & dbt reporting marts, turnkey CDP/CRM setup, Server-Side GTM/GA4/CAPI deployment, and production AI/MCP agents.

Next Step: Ongoing Managed Support, Marketing Advisory & Retainer.
BOARD & TECHNICAL DELIVERABLES
  • 01Meiro / BigQuery Deployment
  • 02Deterministic ID Resolution
  • 03Server-Side GTM & GA4
  • 04Omnichannel Orchestration
PHASE 04
Duration / Model: Monthly Managed Support & Advisory Retainer
Architectural Scope →

Managed Support, Growth Advisory & Retainer

Target: Brands seeking continuous post-setup platform operations, new BI/AI/campaign deployments, and ongoing technical governance over agencies.

Deliverables: Ongoing technical support & maintenance (SLA), monthly C-Level growth & MarTech advisory, agency performance audits, FinOps cost control, and team enablement.

Next Step: Long-term, compounding engineering and growth partnership.
BOARD & TECHNICAL DELIVERABLES
  • 01Monthly Architecture Review
  • 02Quarterly Roadmap Refresh
  • 03Engineering Enablement
  • 04Continuous Data Quality SLA