Analytics Engineering Advisory & Architecture Review

We review your entire analytics stack, pinpoint technical risks, and deliver a clear, actionable roadmap.

We conduct comprehensive analytics architecture reviews that assess tracking, CDP, pipelines, warehouse models, and BI layers for technical debt, data quality risks, and scaling bottlenecks. Our deliverable is a prioritized roadmap with quick wins, long-term improvements, and risk mitigation strategies. You get clear direction, validated decisions, and a plan to scale confidently—without the guesswork or costly mistakes that come from building on shaky foundations.

Executive Overview

Analytics Engineering Advisory & Architecture Review is a foundational service designed for enterprise organizations seeking expert guidance on their analytics stack. Without external review, teams struggle with hidden technical debt, unquantified risks, scaling bottlenecks, and an inability to prioritize improvements confidently.

Why This Service Matters

Large‑scale enterprise environments accumulate technical debt across tracking, pipelines, warehouse, and BI layers. When architecture is not regularly assessed, it results in operational inefficiency, costly failures, and poor decision‑making at the leadership level. A comprehensive review ensures:

  • Clear visibility into technical debt and risks.
  • Prioritized roadmap aligned with business objectives.
  • Faster onboarding for new team members with validated architecture.
  • Lower long‑term maintenance cost through proactive improvements.

What You Get

  • A complete technical assessment across the analytics stack.
  • Risk register with mitigation strategies and owners.
  • Prioritized roadmap with quick wins and long‑term improvements.
  • Validated decisions on technology, architecture, and governance.
  • Documentation and enablement for ongoing evolution.

Business Impact

After implementation, organizations typically see reduced technical debt, clearer strategic direction, faster time‑to‑value on new initiatives, and stronger alignment between engineering, BI, and leadership. Expert reviews enable teams to scale confidently and avoid costly mistakes.

FAQ: Analytics Engineering Advisory

faqs:

  • question: “What is included in the review?” answer: “Tracking, CDP, pipelines, warehouse models, BI and governance with risk assessment.”
  • question: “Do you provide quick wins?” answer: “Yes — prioritized fixes to deliver immediate value while planning larger changes.”
  • question: “Is there a roadmap?” answer: “We deliver a sequenced plan with owners, timelines and expected outcomes.”
  • question: “How are risks tracked?” answer: “A risk register with mitigation steps is provided.”

Pozostałe Usługi

Event Taxonomy & Tracking Architecture

Event Taxonomy & Tracking Architecture

We design clean, scalable event taxonomies for web, mobile, and backend systems- aligned across marketing, product, sales, and BI.

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Full Tracking Implementation (Web, Mobile, Server-Side)

Full Tracking Implementation (Web, Mobile, Server-Side)

We implement end-to-end tracking using GA4, Adobe, Firebase, Segment and server-side GTM.

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Server-Side Tagging (GCP / AWS)

Server-Side Tagging (GCP / AWS)

We migrate and optimize your tag infrastructure to server-side, improving accuracy, reducing load impact.

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CDP Architecture & Implementation (Segment, Tealium, mParticle)

CDP Architecture & Implementation (Segment, Tealium, mParticle)

We architect and deploy complete CDP setups: Sources, Protocols, Personas, governance and activation.

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Data Quality, Monitoring & Automated QA

Data Quality, Monitoring & Automated QA

We build automated data validation, schema enforcement, and monitoring pipelines that continuously detect and prevent data issues.

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Warehouse Modeling & ELT Pipelines (BigQuery, Snowflake, dbt)

Warehouse Modeling & ELT Pipelines (BigQuery, Snowflake, dbt)

We design and implement production-grade warehouse models using dbt- including staging, core, and marts layers.

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End-to-End Analytics Ecosystem Architecture

End-to-End Analytics Ecosystem Architecture

We architect the entire analytics stack: tracking → CDP → pipelines → warehouse → dashboards.

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Consent & Privacy-Compliant Measurement (OneTrust, Cookiebot)

Consent & Privacy-Compliant Measurement (OneTrust, Cookiebot)

We implement consent-aware analytics architectures that guarantee compliance (GDPR/CCPA).

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Conversion Funnel Analytics & Optimization

Conversion Funnel Analytics & Optimization

We deliver full-funnel visibility across acquisition, onboarding, activation, and churn.

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Marketing Attribution & Performance Measurement

Marketing Attribution & Performance Measurement

We build reliable attribution frameworks and marketing dashboards that connect spend, campaigns and audience behavior.

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Product Analytics (Web & Mobile)

Product Analytics (Web & Mobile)

We design and implement event schemas, product KPIs, feature tracking, and behavioral analytics.

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GA4 & Adobe Analytics Engineering

GA4 & Adobe Analytics Engineering

We architect enterprise-grade GA4/Adobe implementations, fix legacy setups, and deliver accurate measurement.

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Salesforce & CRM Analytics Integration

Salesforce & CRM Analytics Integration

We connect marketing and product events with CRM and Salesforce data to enable accurate, end-to-end reporting.

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Dashboarding & BI Delivery (Looker, Power BI, Tableau)

Dashboarding & BI Delivery (Looker, Power BI, Tableau)

We create fast, intuitive dashboards built on governed metrics layers.

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Data Vault Modeling & Enterprise Integration

Data Vault Modeling & Enterprise Integration

We design Data Vault–aligned warehouse structures for enterprise environments.

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Identity Resolution & Unified Customer Profiles

Identity Resolution & Unified Customer Profiles

We unify cross-device and cross-channel customer data into persistent identities.

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Cost Optimization for Data & Warehouse Infrastructure

Cost Optimization for Data & Warehouse Infrastructure

We optimize query structures, pipelines, storage and compute, ensuring your analytics architecture performs reliably.

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KPI Frameworks for Marketing, Product, Sales & BI

KPI Frameworks for Marketing, Product, Sales & BI

We establish clear, consistent KPI definitions across teams, replacing conflicting numbers.

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Ongoing Data Engineering & Analytics Support

Ongoing Data Engineering & Analytics Support

We offer continuous support for tracking, CDP, pipelines, dbt models, and dashboards.

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