





Niche ServiceNow→Salesforce skills reduce pool, but common senior data engineer title and metro hiring increase competition.
High because role requires specialized ServiceNow and Salesforce migration experience tied to enterprise contexts.
High due to explicit 8+ years requirement and mandatory ServiceNow/Salesforce migration expertise.
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Design and execute end-to-end data migration from ServiceNow to Salesforce including data mapping, transformation, and validation.
Build and optimize scalable ETL/ELT pipelines using tools like Azure Data Factory, Informatica, Talend, SSIS, Python, or MuleSoft.
Collaborate with technical and business stakeholders to ensure data quality, compliance, and successful cutover in large-scale migration deployments.
8+ years of experience in data engineering and migration projects.
Strong proficiency in SQL and database technologies (SQL Server, Oracle, PostgreSQL, etc.).
Hands-on experience with ServiceNow modules and Salesforce objects including Bulk API and Data Loader.
Experience working with ETL/ELT tools and cloud platforms such as Azure, AWS, or GCP.
Proven track record delivering multiple large-scale enterprise data migrations involving ServiceNow and Salesforce.
Comfortable handling complex data models, data governance, and compliance in cloud-based environments.
Experienced in Agile project delivery and DevOps practices related to data engineering and migration workflows.