# Customer Data Platform Engineering ## Unified customer data architecture for analytics, personalization, and growth Customer Data Platforms unify behavioral data from websites, applications, marketing tools, and CRM systems into a single, structured customer intelligence layer. We design CDP ecosystems that capture events, resolve identities, and activate data across marketing, analytics, and product platforms. This enables organizations to understand user behavior, personalize digital experiences, and make faster data-driven decisions across their digital ecosystem. Contact Us ![Customer Data Platform Engineering](https://res.cloudinary.com/dywr7uhyq/image/upload/w_960,f_avif,q_auto:good/v1/platform-cdp) ## Customer Data Platforms Customer data platform engineering focused on unified tracking, identity resolution, analytics infrastructure, and data-driven personalization. ### Customer Data Strategy Strategic design of customer data platforms including data ownership models, privacy frameworks, identity resolution strategies, and composable marketing technology ecosystems. ### Services * [CDP](/services/cdp-engineering) Customer data platform architecture and CDP engineering services that unify behavioral tracking, identity resolution, and analytics—supporting enterprise CDP data pipelines and reliable activation for data-driven marketing and product decisions. * [Composable Martech Architecture](/services/composable-martech-architecture) Define an enterprise martech strategy and composable martech architecture centered on CDP capabilities. Establish clear domains, CDP CMS martech integration patterns, and governance standards so teams can run an API-first martech platform with scalable, event-driven activation and maintainable operations across vendors. * [Customer Data Strategy](/services/customer-data-strategy) We provide customer data strategy consulting for enterprise CDP programs, aligning objectives, customer profile data model decisions, identity resolution strategy for CDP, governance, and activation requirements into a practical CDP strategy roadmap. * [Identity Resolution Strategy](/services/identity-resolution-strategy) We provide identity resolution strategy consulting and CDP identity resolution design: matching rules, data contracts, and governance to unify customer identifiers across systems. This supports cross-channel identity stitching, consistent Customer 360 profiles, compliant activation, and maintainable identity graph operations. * [Privacy and Consent Architecture](/services/privacy-and-consent-architecture) We design privacy and consent architecture for CDP ecosystems, aligning GDPR compliance engineering with consent management platform integration, privacy APIs integration, and purpose-based controls. The work defines consent signals, data processing purpose limitation design, and auditable data flows across collection, identity resolution, activation, and retention. ### CDP Architecture & Data Platforms Architecture design for customer data platforms including event pipelines, identity graphs, unified customer profiles, and scalable data infrastructure. ### Services * [CDP Platform Architecture](/services/cdp-platform-architecture) We provide Enterprise CDP engineering to design CDP platform architectures that standardize CDP event pipeline architecture, identity resolution architecture, governance, and activation integrations—so enterprise teams can operate reliable customer data flows across products and channels. * [Customer 360 Data Architecture](/services/customer-360-data-architecture) Customer 360 data architecture design that defines a CDP customer data model across CDPs and customer data warehouse integration. Aligns enterprise identity resolution architecture, event schema design, governance, and activation-ready datasets for scalable analytics and orchestration. * [Customer Data Modeling](/services/customer-data-modeling) We define Customer 360 schema design across customer profile, identity, and event data—aligned to your CDP and warehouse. The work supports identity resolution data modeling, event taxonomy and tracking plan design, and governed data contracts and schema versioning so segmentation, attribution, and downstream integrations stay consistent as tracking and sources evolve. * [Customer Identity Graph Architecture](/services/customer-identity-graph-architecture) We provide customer identity graph architecture and CDP identity resolution design for CDP ecosystems—defining data models, deterministic probabilistic identity matching logic, governance, and integration patterns to produce scalable, consent-aware customer profiles for analytics and activation. * [Event Data Platform Architecture](/services/event-data-platform-architecture) Define CDP event infrastructure design patterns—enterprise event streaming architecture, schema governance, and analytics delivery—so event data remains reliable, evolvable, and operationally manageable across CDP ecosystems (including Kafka event pipeline design and Snowplow event data platform implementations). ### Tracking & Data Collection Event tracking frameworks and data layer implementations that collect behavioral data across websites, applications, and integrated digital platforms. ### Services * [Data Layer Implementation](/services/data-layer-implementation) Define, implement, and govern a JavaScript data layer design that standardizes events, entities, and attributes for reliable CDP event tracking, tag manager data layer integration, and enterprise analytics instrumentation across evolving web platforms. * [Event Pipeline Architecture](/services/event-pipeline-architecture) We provide event pipeline architecture design and CDP tracking architecture engineering for enterprise event streaming. Work covers Kafka event ingestion pipeline patterns, Snowplow event pipeline engineering, event schema governance, enterprise data quality validation pipelines, enrichment/routing, and reliable delivery to analytics and downstream consumers. * [Event Tracking Architecture](/services/event-tracking-architecture) We design event tracking architecture that standardizes enterprise analytics instrumentation across products and channels. This includes CDP event taxonomy engineering, tracking plan specification, and event schema versioning governance so analytics pipelines and CDP activation can evolve with controlled change management. * [Product Analytics Tracking](/services/product-analytics-tracking) Design and implement enterprise analytics instrumentation with CDP event taxonomy design, tracking plan documentation, and quality checks to produce reliable behavioral data for funnel and cohort analytics, retention, and experimentation. * [Web Tracking Implementation](/services/web-tracking-implementation) Design and implement consent-aware web tracking with defined event schemas, validated instrumentation, and operational governance to support reliable analytics and CDP activation—covering GA4 implementation and Segment/Snowplow tracking setup where applicable. ### Analytics & Data Modeling Data modeling and analytics architectures that transform behavioral data into customer insights, segmentation models, and performance analytics. ### Services * [Customer Analytics Platforms](/services/customer-analytics-platforms) Customer analytics platform implementation and CDP analytics engineering to deliver enterprise customer analytics architecture: identity resolution analytics, governed metrics, and event and behavioral analytics foundations for reliable customer 360 reporting, experimentation, and activation. * [Customer Intelligence Platforms](/services/customer-intelligence-platforms) Design and implement an enterprise customer data platform foundation for customer intelligence platforms that unifies identity, standardizes event data, and delivers governed metrics for analytics and activation across channels. * [Customer Segmentation Architecture](/services/customer-segmentation-architecture) CDP segmentation engineering to define enterprise audience segmentation models, data rules, and governance—aligning identity resolution, events, and attributes to produce activation-ready audience design and cohorts for analytics, CRM, and marketing workflows. * [Experimentation Data Architecture](/services/experimentation-data-architecture) We provide experimentation data architecture design and A/B testing data model engineering: instrumentation standards, feature flag experiment tracking patterns, and governed pipelines so exposure, identity resolution, and metrics are consistent, auditable, and statistically reliable across products. ### Data Activation & Personalization Activation of customer data across marketing automation, CRM platforms, experimentation tools, and personalization engines. ### Services * [CRM Data Integration](/services/crm-data-integration) Design and implement enterprise CRM data synchronization between CRM systems and CDP platforms, including identity mapping, event schema mapping, consent controls, reverse ETL to CRM architecture, and operational monitoring to support activation and measurement. * [Customer Journey Orchestration](/services/customer-journey-orchestration) We design and implement customer journey orchestration architectures that connect CDP events, identity, and channel execution—supporting CDP activation engineering, cross-channel journey design, and event-driven lifecycle automation with controlled governance and operational reliability. * [Data Activation Architecture](/services/data-activation-architecture) We design data activation architectures for CDP audience activation—moving governed audiences, traits, and events into CRM and marketing automation using clear contracts, latency targets, monitoring, and operational controls. Patterns can include reverse ETL architecture and event-driven activation pipelines where they fit destination constraints. * [Marketing Automation Integration](/services/marketing-automation-integration) We design and implement CDP marketing operations integration across Marketo, HubSpot, and Braze, including identity mapping, event and attribute schemas, consent enforcement, and monitored audience sync activation engineering for reliable campaign activation. * [Personalization Architecture](/services/personalization-architecture) Design and implement personalization architecture design that connects CDP profiles, identity resolution, event streams, and CDP real-time decisioning to deliver low-latency, governed experiences across channels. ### Data Infrastructure & Platform Operations Data pipelines, observability, governance, and infrastructure that ensure customer data platforms remain reliable, scalable, and compliant in production environments. ### Services * [CDP Data Pipelines](/services/cdp-data-pipelines) Design, build, and operate CDP data pipelines using enterprise data pipeline architecture patterns for batch and streaming ingestion, Airflow data orchestration for CDP, Kafka data ingestion for CDP, data quality validation pipelines, and observable, governed customer data flows across enterprise systems. * [Customer Data Governance](/services/customer-data-governance) We design a customer data governance framework for CDP operations, including an enterprise data stewardship model, CDP data policy and controls, cross-system customer data standards, data quality management processes, data lineage and cataloging, access management, and privacy-aligned customer data governance across teams and systems. * [Customer Data Infrastructure](/services/customer-data-infrastructure) We provide customer data infrastructure engineering and CDP operations engineering for enterprise customer data platforms, connecting event collection architecture, identity resolution pipelines, data warehouse connectivity, and downstream data activation infrastructure with reliability, observability, and controlled change management. * [Customer Data Observability](/services/customer-data-observability) Establish end-to-end customer data observability for CDP ingestion, identity resolution, and activation data flows, with measurable SLOs, automated data quality monitoring for customer data, and incident-ready diagnostics for platform teams. ![Oleksiy (Oly) Kalinichenko](https://res.cloudinary.com/dywr7uhyq/image/upload/c_fill,w_200,h_200,g_center,f_avif,q_auto:good/v1/contant--oly) ### Oleksiy (Oly) Kalinichenko #### CTO at PathToProject [](https://www.linkedin.com/in/oleksiy-kalinichenko/ "LinkedIn: Oleksiy (Oly) Kalinichenko") ### Do you want to start a project? 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