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Data & AI Engineer

Purple Drive

Overview:

Must Have Technical / Functional Skills

  • Strong core data engineering competencies with expertise in data concepts and data modelling
  • Experience with Big Data platforms and scalable data pipeline design
  • Hands-on experience with Microsoft Fabric Data Agents and Azure AI Services
  • Knowledge of AI/ML integration within enterprise data platforms
  • Strong analytical and problem-solving capabilities
  • Expertise in performance tuning, monitoring, and optimization
  • Proficiency in PySpark for large-scale data processing
  • Ecommerce domain knowledge with customer behavior analytics experience
  • Experience with Adobe Analytics, Adobe Customer Journey Analytics (CJA), and clickstream data analysis
Roles & Responsibilities

Experimentation Data Enablement (Silver Layer Ownership)

  • Design, build, and maintain curated Silver-layer datasets in Microsoft Fabric for experimentation reporting and analytics
  • Collaborate with BI/Data Reporting teams to define dimensions, metrics, and joins such as visitor/session, variant, campaign, geo, device, channel, funnel steps, and conversion events
  • Develop reusable and standardized data products including tables and views for dashboards, scorecards, and ad hoc reporting
  • Ensure Silver-layer datasets are clean, conformed, deduplicated, and aligned with agreed business definitions
Data Gap Analysis & Assessment

  • Conduct regular gap assessments across experimentation requirements, existing Silver-layer data, and upstream telemetry/source systems
  • Identify missing fields, inconsistent definitions, data latency issues, and join-key mismatches
  • Document business impact, severity, remediation plans, timelines, and dependencies for identified issues
  • Recommend improvements in data models, including facts/dimensions, surrogate keys, grain definition, and conformance rules
Gold Layer Requirements & Stakeholder Management

  • Lead workshops with experimentation, BI, measurement, and engineering teams to define Gold-layer reporting requirements
  • Define KPI calculations, attribution rules, scorecard structures, segmentation requirements, governance standards, and refresh SLAs
  • Prepare functional and technical documentation including source-to-target mappings, data dictionaries, validation rules, and acceptance criteria
  • Ensure alignment on single-source-of-truth definitions across CJA, Power BI, and scorecards
Data Pipeline Engineering

  • Build and maintain robust pipelines using Microsoft Fabric Pipelines and Azure Data Factory (ADF)
  • Work with 1DS telemetry pipelines or equivalent systems to ensure accurate event and attribute flow into Fabric
  • Implement orchestration, incremental loads, monitoring, and error-handling mechanisms to meet reporting timelines
Data Validation & Reconciliation

  • Perform reconciliation between Silver/Gold datasets and Customer Journey Analytics (CJA)
  • Validate event counts, session/user logic, experiment attribution, conversions, and time-window consistency
  • Build automated checks for missing data, duplicate events, schema drift, and metric anomalies
  • Coordinate issue resolution with telemetry, tagging, product engineering, and reporting teams
Experimentation Lifecycle Support

  • Ensure datasets are ready for pre-launch checks, measurement, scorecard generation, health checks, and post-test analysis
  • Curate experiment metadata including test IDs, allocation details, start/end dates, KPI metrics, and slicing dimensions
  • Support consistent and reliable experimentation scorecard generation
AI Agent Design & Development

  • Design and develop AI-powered agents using Fabric Data Agents, Copilot, and Azure OpenAI
  • Enable automation for scorecard creation, narrative summaries, self-service analytics, anomaly investigation, and metric definition assistance
  • Define agent scope, personas, grounding datasets, RBAC/security models, and evaluation metrics
  • Partner with experimentation and reporting teams for pilot implementation, feedback gathering, and production rollout
Documentation, Governance & Operational Excellence

  • Maintain detailed documentation for datasets, transformation logic, metric definitions, pipelines, validation rules, and operational runbooks
  • Establish standards for naming conventions, semantic consistency, versioning, backward compatibility, and performance optimization
  • Provide operational support including monitoring, troubleshooting, incident management, and continuous improvement initiatives
Vacancy posted 3 days ago
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