- Define end to end data platform reference architectures using Azure services such as Azure Synapse/SQL, Microsoft Fabric (Lakehouse, Warehouse, Semantic Models), Databricks, Azure Data Lake Storage Gen2, Data Factory/Synapse Pipelines, Event Hubs/Kafka, and Stream Analytics.
- Select appropriate storage and compute patterns (e.g., lakehouse, data mesh, medallion zones, Delta format) aligned to use cases, SLAs, and scalability needs.
- Produce and maintain HLD/LLD, Architecture Decision Records (ADRs), ERDs, and interface/API specifications.
- Establish dimensional (Kimball), 3NF, and Data Vault models where appropriate; promote semantic models for BI (Power BI / Fabric).
- Define ingestion and processing patterns (batch, streaming, CDC, micro batch) and file format standards (Parquet, Delta Lake, Avro).
- Set coding standards and performance guidelines for SQL, T SQL, PySpark, and Spark SQL.
- Architect robust ETL/ELT pipelines with ADF/Synapse Pipelines, Fabric Data Factory, Databricks Workflows, and orchestration using ADF triggers and Logic Apps.
- Integrate data from ERPs/CRMs, SaaS applications, APIs, and on prem systems via Self hosted Integration Runtime, Event Hubs, Kafka, Service Bus, and Change Data Capture tools.
- Implement data governance (catalogs, lineage, glossary, ownership) using Microsoft Purview; establish data mesh guardrails and federated governance practices.
- Enforce security using Azure AD (Entra ID), RBAC/ABAC, Managed Identities (MSI), Key Vault, Private Endpoints, VNet integration, row/column level security, dynamic data masking, and encryption at rest/in transit.
- Define data quality, master/reference data practices, and support audit, retention, and regulatory requirements.
- Design for scalability and resilience (partitioning, caching, Z ordering, concurrency control, workload isolation).
- Tune Spark and SQL workloads; optimize storage layouts; configure auto optimize/auto compaction strategies (e.g., Delta).
- Own FinOps for data platforms: capacity planning, cost governance, tagging, budgets/alerts, and rightsizing.
- Establish CI/CD for data and infrastructure using Azure DevOps or GitHub Actions, with Terraform/Bicep and deployment strategies (blue green, canary).
- Implement monitoring and alerting with Azure Monitor, Log Analytics, Fabric/Databricks observability, and custom dashboards; define SLOs/SLIs for data pipelines.
- Define backup & disaster recovery strategies and RPO/RTO targets for critical datasets.
- Lead data architecture governance and design reviews; mentor data engineers and analysts.
- Partner with Product, Security, Enterprise Architecture, and Business stakeholders to align roadmaps and priorities.
- Drive vendor/tool evaluations, proofs of concept, and build vs buy decisions.
- 7+ years in data architecture/engineering, including 3–5 years with Azure data services.
- Strong data modeling (dimensional, 3NF, Data Vault) and ELT/ETL design.
- Proficient in SQL, T SQL, PySpark; solid understanding of metadata management and lineage.
- Experience with data mesh and lakehouse patterns; MLOps handoffs (Feature Store, Model Registry).
- Performance engineering at large scale (TB–PB).
- Knowledge of data quality frameworks (e.g., Great Expectations, Deequ) and DQ scorecards.
- Exposure to Microsoft Purview (catalog, classifications, policies).
- Familiarity with privacy/compliance (SOX, HIPAA, GDPR, PCI).
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Azure Data Architect - Brampton - Astra North Infoteck Inc.
Description
Azure Data ArchitectBrampton - Hybrid (2-3 days from Office)
Experience Range: 8+ years
1) Architecture & Solution Design
2) Data Modeling & Engineering Patterns
3) Data Integration & Pipelines
4) Governance, Security & Compliance
5) Performance, Reliability & Cost Optimization
6) DevOps, CI/CD & Observability
7) Leadership & Collaboration
Skills & Experience
Required
Hands on expertise with several of the following:
o Azure Synapse Analytics / Azure SQL
o Microsoft Fabric (Lakehouse, Warehouse, Semantic Models / DAX)
o Databricks (Spark, Delta Lake, Unity Catalog), PySpark/Spark SQL
o ADLS Gen2, Data Factory / Synapse Pipelines / Fabric Data Factory
o Event Hubs, Service Bus, Kafka, Stream Analytics, CDC tools
Security & networking basics:
AAD, RBAC, VNets, Private Endpoints, Key Vault, Managed Identities.
IaC & DevOps:
Terraform/Bicep, Git, Azure DevOps/GitHub, automated testing for data pipelines.
Preferred
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Enterprise Architect, Data
Only for registered members Brampton, Ontario
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Data Solutions Architect
Only for registered members Brampton, Ontario
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Enterprise Architect, Data
Only for registered members Brampton
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Data Solutions Architect
Only for registered members Brampton, ON
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Data Architect
Only for registered members Mississauga
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Data Architect
Only for registered members Mississauga, Ontario
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Data Architect
Only for registered members Mississauga
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Data Architect
Only for registered members Mississauga
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Data Architect
Only for registered members Mississauga
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Data Architect
Only for registered members Mississauga, Ontario
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Data Architect
Only for registered members Mississauga, Ontario
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Data Architect
Only for registered members Mississauga, Ontario
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto, ON
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Data Architect
Only for registered members Toronto
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Data Architect
Only for registered members Toronto