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Naimisha sbk

@naimishasbk

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Azure Data Engineer delivering scalable cloud data pipelines, migrations, and production-ready datasets.

Canada

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I am an Azure Data Engineer with eight years of IT experience building and operating cloud-first data pipelines using Azure Data Factory, Azure Databricks (PySpark), ADLS Gen2, and Azure SQL.

I have designed metadata-driven full and incremental ingestion frameworks, implemented ELT/ETL patterns, and delivered secure, automated solutions integrated with Azure Key Vault and Azure DevOps CI/CD.

My background includes enterprise migrations (SAP BODS, Syniti ADM), validation and reconciliation practices, and cutover/go-live support, producing audit-ready documentation and runbooks to enable smooth handovers.

I collaborate with stakeholders in Agile consulting environments, mentor teams, and apply governance, monitoring, and data quality controls to ensure reliable, production-ready datasets and high data accuracy.

Experience

Work history, roles, and key accomplishments

Azure Data Engineer

Abeam Consulting

Apr 2025 - Nov 2025 (7 months)

Orchestrated ADF pipelines and Databricks PySpark transformations to ingest and curate ADLS Gen2 Delta Lake datasets, onboarding 35+ tables with reusable parameterized frameworks and improving pipeline reliability through monitoring and SLA-driven operations.

Azure Data Factory Databricks ADLS Pyspark Delta Lake Azure Key Vault Logic Apps Azure DevOps Monitoring

Azure Data Engineer

Ernst & Young

Oct 2024 - Feb 2025 (4 months)

Led on-prem SQL Server to Azure migrations using ADF with SHIR and Databricks, implemented metadata-driven incremental ingestion and watermark-based loads that reduced load windows ~40% while achieving 99.5%+ data accuracy through reconciliation checks.

Azure Data Factory Self Hosted Integration Runtime Databricks Pyspark Azure Key Vault Azure DevOps Data Quality Partitioning

Data Engineer

S2Integrators

Apr 2024 - Sep 2024 (5 months)

Developed standardized ADF ingestion templates and Databricks notebooks for full and incremental loads into ADLS Gen2, integrated Azure Key Vault for secure credentials, and established monitoring and alerts to support production cutover readiness.

Azure Data Factory Databricks ADLS Azure Key Vault Pyspark Azure DevOps SQL Server Monitoring

SAP Data Consultant

Accenture

Dec 2021 - Mar 2024 (2 years 3 months)

Led end-to-end SAP ECC to S/4HANA migrations using SAP BODS and Syniti ADM, executing master data conversions, automated ETL jobs, and reconciliation processes to support SIT/UAT and cutover with audit-ready documentation.

Syniti Data Migration ETL SQL Server Reconciliations

SAP Data Consultant

Syniti

Dec 2020 - Dec 2021 (1 year)

Built BODS ETL workflows and Concento templates for M3 to S/4 migrations, developed transformation mappings and automated reconciliation reports to support mock loads, testing cycles, and cutover readiness.

Concento ENRICH SQL Server ETL Developer Reconciliations Performance Optimization

SAP BODS Consultant

Deloitte Consulting

Oct 2017 - Dec 2020 (3 years 2 months)

Developed and supported SAP BODS integration ETL pipelines, implemented SCD Type 2 and complex transformations, performed defect triage and production support, and delivered operational runbooks for controlled deployments.

SSIS TFS ETL In Production Support Operational Runbooks