Prepare for and practice interview questions from Cspring.

Cspring Interview Questions

Challenge

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of data to drive decisions and real-world impact. We’re a purpose-driven consulting firm specializing in data strategy, data engineering, and data analytics. Our clients span the public and private sectors, and our work helps them solve complex problems, gain insights, and achieve measurable results.   We're seeking talented professionals who are collaborative, curious, and committed to making a difference that thrive at the intersection of data, technology, and business strategy. Whether you're passionate about transforming public programs, enabling executive decision-making, or modernizing legacy systems, you'll find meaningful work and purpose here. Why You’ll Love Working Here<ul><li>Purposeful Projects – Improve systems that serve real people by delivering smarter data, streamlined processes, and strategic insight.</li><li>People-First Culture – We’re as committed to your growth as we are to delivering high-impact solutions. You’ll find support, autonomy, and community here.</li><li>Strategic, Hands-On Work – From data architecture and documentation to client workshops and solution delivery, you’ll influence every step of the process.</li><li>Collaborative Trust – Our clients rely on us to listen carefully, deliver consistently, and guide wisely. We partner with integrity, curiosity, and heart.</li></ul>What You’ll Do You’ll work with business users, analysts and data engineers to design and deliver reporting for state healthcare programs:<ul><li>Design, develop, test, maintain, and enhance analytic reports and dashboards using Cognos and Tableau.</li><li>Build ad hoc reports and perform data analysis based on evolving client needs and business questions.</li><li>Develop complex reports, including sub-reports, visual reports, and well-formatted deliverables that meet user requirements and present data in a clear, compelling manner.</li><li>Create, enhance, and maintain business analytics models, including relational and DMR models, packages, and reporting structures used for report development.</li><li>Work with business users and technical teams to mock up reports and dashboards, refine requirements, and identify the most effective way to present data to customers.</li><li>Collaborate with business analysts, data engineers, managers, and other team members to design and deliver customer-specific reporting solutions.</li><li>Recommend additional insights, report enhancements, and data improvements based on client needs and analysis findings.</li><li>Support the operational stability of the reporting environment by monitoring, auditing, validating, and troubleshooting reporting objects to ensure accuracy, integrity, and timely delivery.</li><li>Validate report results against data warehouse sources throughout the development process to ensure data quality and consistency.</li><li>Support testing activities, including UAT, validation cycles, and production readiness reviews.</li><li>Communicate findings, report outputs, and analytical insights clearly to both technical and non-technical stakeholders.</li><li>Work within a project team environment, taking direction from project managers and technical leaders while managing assigned work to completion.</li></ul>Requirements: <ul><li>Bachelor’s degree in Computer Science, Information Systems, Mathematics, or a related field, or equivalent experience.</li><li>4+ years of production-level experience working with data and business intelligence tools, including IBM Cognos Analytics and Tableau. Experience working with Cognos Cubes, including cube-based reporting and analysis.</li><li>2+ years of data warehouse analysis experience, including the ability to read data flow diagrams and conceptual and physical data models.</li><li>4+ years of experience writing SQL for reporting, analysis, and report customization.</li><li>4+ years of experience with Medicaid, healthcare, or government programs.</li><li>4+ years of experience working in Agile environments or client-facing roles.</li><li>Strong attention to detail with the ability to work with complex data sets and ensure data accuracy.</li><li>Excellent written and verbal communication skills.</li></ul>Bonus Experience<ul><li>Proficiency in Python, including Pandas or similar libraries, and Excel.</li><li>Knowledge of data cleaning, formatting, and transformation techniques.</li><li>Understanding of basic statistics and analytical problem-solving methods.</li></ul>Come Build With UsAt CSpring, we unlock the potential of people and data. If you're ready to lead meaningful projects, collaborate with passionate teams, and grow your career in a people-first consulting environment—apply today!</div></div>

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of data to drive decisions and real-world impact. We’re a purpose-driven consulting firm specializing in data strategy, data engineering, and data analytics. Our clients span the public and private sectors, and our work helps them solve complex problems, gain insights, and achieve measurable results.   We're seeking talented professionals who are collaborative, curious, and committed to making a difference that thrive at the intersection of data, technology, and business strategy. Whether you're passionate about transforming public programs, enabling executive decision-making, or modernizing legacy systems, you'll find meaningful work and purpose here. Why You’ll Love Working Here<ul><li>Purposeful Projects – Improve systems that serve real people by delivering smarter data, streamlined processes, and strategic insight.</li><li>People-First Culture – We’re as committed to your growth as we are to delivering high-impact solutions. You’ll find support, autonomy, and community here.</li><li>Strategic, Hands-On Work – From data architecture and documentation to client workshops and solution delivery, you’ll influence every step of the process.</li><li>Collaborative Trust – Our clients rely on us to listen carefully, deliver consistently, and guide wisely. We partner with integrity, curiosity, and heart.</li></ul>What You’ll Do You’ll work with business and technical stakeholders to elicit, analyze, document and validate requirements, and to support data quality, testing and solution delivery:<ul><li>Lead requirements discovery sessions with state partners and business stakeholders to gather, clarify, and validate functional, technical, and reporting requirements.</li><li>Partner with State agencies, data engineering, QA, reporting, and project management teams to translate business needs into clear requirements, acceptance criteria, and implementation-ready work items.</li><li>Analyze information gathered through work sessions, source documentation, and data research to develop complete, accurate, and well-structured requirements.</li><li>Create and maintain detailed project documentation, including business requirements, user stories, use cases, process flows, data mapping notes, and requirements traceability.</li><li>Support analysis of Healthcare and Social Services data, including Medicaid enrollment, eligibility, provider, claims, member access, and related program data, to define business rules, reporting needs, data quality expectations, and validation scenarios.</li><li>Identify, document, and help triage data anomalies or requirement gaps, collaborating with cross-functional teams to drive timely resolution.</li><li>Provide cases and business context to data analysts for profiling and validation, review findings, and assess alignment with Healthcare, Social Services, Medicaid, CMS, and program-specific guidelines.</li><li>Develop and co-ordinate user training, demos, and knowledge transfer sessions to support adoption of new solutions, reports, dashboards, and business processes.</li><li>Coordinate user acceptance testing by supporting test planning, business test scenario development, stakeholder participation, issue tracking, and UAT sign-off for new solutions and enhancements.</li></ul>Requirements: <ul><li>5+ years of experience as a Business Analyst, Systems Analyst, or related role supporting Healthcare, Social Services, Medicaid, or data analytics programs.</li><li>3+ years of strong ability to elicit, analyze, document, and validate business, functional, technical, reporting, and data requirements.</li><li>3+ years of experience creating clear documentation, including business requirements, user stories, use cases, process flows, data mapping notes, meeting notes, and requirements traceability.</li><li>2+ years of strong analytical, problem-solving, and critical-thinking skills, with the ability to understand complex business processes and identify gaps, risks, and dependencies.</li><li>Ability to translate business needs into implementation-ready requirements, acceptance criteria, test scenarios, and actionable work items for technical teams.</li><li>Excellent written and verbal communication skills, with the ability to facilitate meetings, ask effective questions, and communicate with business users, technical teams, and leadership stakeholders.</li><li>Self-starter with the ability to manage multiple priorities, coordinate across teams, and deliver high-quality work in a fast-paced environment.</li><li>Proficiency with Microsoft Word, Excel, SharePoint, Visio, and related tools used for requirements documentation, analysis, and collaboration.</li><li>Knowledge of Medicaid, Healthcare, Social Services, CMS reporting, member eligibility, provider, claims, or related program data.</li></ul>Bonus Experience<ul><li>Experience with data warehousing, reporting, dashboards, data profiling, data quality validation, or analytics solution delivery.</li><li>Familiarity with SQL, relational databases, metadata tools, lineage, data mapping, or ETL/data integration concepts.</li><li>Experience with Agile delivery, backlog management, sprint planning, demos, and collaboration with product owners or project managers.</li><li>Experience developing training materials, facilitating user training, and supporting adoption of new reports, dashboards, workflows, or business solutions.</li></ul>Come Build With UsAt CSpring, we unlock the potential of people and data. If you're ready to lead meaningful projects, collaborate with passionate teams, and grow your career in a people-first consulting environment—apply today! </div></div>

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of data to drive decisions and real-world impact. We’re a purpose-driven consulting firm specializing in data strategy, data engineering, and data analytics. Our clients span the public and private sectors, and our work helps them solve complex problems, gain insights, and achieve measurable results.   We're seeking talented professionals who are collaborative, curious, and committed to making a difference that thrive at the intersection of data, technology, and business strategy. Whether you're passionate about transforming public programs, enabling executive decision-making, or modernizing legacy systems, you'll find meaningful work and purpose here. Why You’ll Love Working Here<ul><li>Purposeful Projects – Improve systems that serve real people by delivering smarter data, streamlined processes, and strategic insight.</li><li>People-First Culture – We’re as committed to your growth as we are to delivering high-impact solutions. You’ll find support, autonomy, and community here.</li><li>Strategic, Hands-On Work – From data architecture and documentation to client workshops and solution delivery, you’ll influence every step of the process.</li><li>Collaborative Trust – Our clients rely on us to listen carefully, deliver consistently, and guide wisely. We partner with integrity, curiosity, and heart.</li></ul>What You’ll Do You’ll own the day-to-day documentation, coordination and analysis that keep Medicaid reporting deliverables moving, with limited supervision and guidance from the Medicaid SME:<ul><li>Gather, document, and manage business requirements for EDW reports, extracts, and enhancements, including federal reporting such as CMS-64/CMS-21 support, MARS, T-MSIS, and PERM.</li><li>Analyze current business processes and systems and document requirements for new or changed processes.</li><li>Help translate federal and State Medicaid policy and reporting guidance into business rules and requirements, with direction from the Medicaid SME.</li><li>Write clear requirements artifacts: business requirements, business rules, use cases, user stories, acceptance criteria, data mappings, and process flows.</li><li>Maintain requirements traceability from request through design, testing, and delivery.</li><li>Schedule and facilitate working sessions with State business users, Optum technical teams, and other partners. Capture minutes, decisions, action items, and follow-ups.</li><li>Track open questions, dependencies, and risks for assigned work, and escalate issues to the SME and project lead when needed.</li><li>Write SQL to profile and analyze Medicaid enrollment, eligibility, provider, claims, encounter, and financial data to answer business questions and confirm requirements.</li><li>Identify and document data anomalies and report variances, and work with ETL, BI, and QA teams to resolve them.</li><li>Share use cases with data and quality analysts for profiling, review results, and confirm alignment with project requirements and Medicaid/CMS guidelines.</li><li>Support testing and UAT, including test scenarios, acceptance criteria, defect reporting, and follow-up.</li><li>Prepare presentations, summaries, and status updates for the SME, internal leadership, and the customer.</li><li>Maintain business documentation, data definitions, the Operations Guide, and related process documentation in SharePoint and Azure DevOps.</li><li>Support end-user training and training materials related to reports and data.</li><li>Mentor junior analysts and serve as backup to the Medicaid SME on day-to-day business questions and reporting processes.</li><li>Peer review project artifacts and help manage intake and change requests, including impact analysis and BA effort estimates.</li></ul>Requirements: <ul><li>Bachelor’s degree in business, information systems, public health, or a related field, or equivalent experience.</li><li>8+ years of business analysis experience, including requirements gathering, documentation, stakeholder facilitation, and user acceptance testing.</li><li>5+ years of experience working with healthcare data such as claims, encounters, eligibility/enrollment, provider, or financial data.</li><li>3+ years of experience with Medicaid or public-sector healthcare programs, such as State Medicaid/CHIP agencies, MMIS/MES vendors, Medicaid data warehouses, or Medicaid managed care plans.</li><li>3+ years of experience writing SQL to analyze and validate data in a relational database or data warehouse.</li><li>Understanding of Fee for Service and managed care claim adjudication, from eligibility and enrollment through claims processing to funding/finance, including managed care encounters.</li><li>Basic understanding of CMS reporting requirements for Medicaid.</li><li>Experience writing use cases, user stories, and acceptance criteria and supporting testing/UAT.</li><li>Experience facilitating meetings and documenting outcomes.</li><li>Proficient in MS Word, Excel, PowerPoint, Visio, MS Project, SharePoint, and Teams.</li><li>Strong written and verbal communication skills, with the ability to explain data findings to both technical and non-technical audiences.</li><li>Organized and detail-oriented, and able to manage competing priorities and tight deadlines with limited supervision.</li><li>Ability to travel to Springfield, IL up to three (3) times per year or as needed.</li></ul>Bonus Experience<ul><li>Experience with CMS federal reporting such as CMS-64/CMS-21, MARS, T-MSIS, PERM, or similar projects.</li><li>Knowledge of quality measures such as CMS Core Set, HEDIS, or CHIPRA.</li><li>Knowledge of health insurance, HMO, and managed care principles, including Medicaid and Medicare regulation, the Affordable Care Act, and eligibility.</li><li>Experience on a Medicaid Enterprise System (MES)/MMIS or Enterprise Data Warehouse DDI project.</li><li>Experience with Teradata and SQL Assistant/Query Studio, Business Objects, Tableau, or Power BI.</li><li>Familiarity with ETL and reporting processes.</li><li>Experience with knowledge management tools such as Microsoft 365, SharePoint/Teams, and AI-enabled search.</li><li>Experience with Azure DevOps or JIRA, and Agile/Scrum projects.</li><li>CBAP, CCBA, or PMI-PBA certification.</li><li>Located within driving distance of Springfield, IL.</li></ul>Come Build With UsAt CSpring, we unlock the potential of people and data. If you're ready to lead meaningful projects, collaborate with passionate teams, and grow your career in a people-first consulting environment—apply today!</div></div>

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of data to drive decisions and real-world impact. We’re a purpose-driven consulting firm specializing in data strategy, data engineering, and data analytics. Our clients span the public and private sectors, and our work helps them solve complex problems, gain insights, and achieve measurable results.   We're seeking talented professionals who are collaborative, curious, and committed to making a difference that thrive at the intersection of data, technology, and business strategy. Whether you're passionate about transforming public programs, enabling executive decision-making, or modernizing legacy systems, you'll find meaningful work and purpose here. Why You’ll Love Working Here<ul><li>Purposeful Projects – Improve systems that serve real people by delivering smarter data, streamlined processes, and strategic insight.</li><li>People-First Culture – We’re as committed to your growth as we are to delivering high-impact solutions. You’ll find support, autonomy, and community here.</li><li>Strategic, Hands-On Work – From data architecture and documentation to client workshops and solution delivery, you’ll influence every step of the process.</li><li>Collaborative Trust – Our clients rely on us to listen carefully, deliver consistently, and guide wisely. We partner with integrity, curiosity, and heart.</li></ul>What You’ll Do<ul><li>Design, develop, and maintain enterprise ETL pipelines using Azure Data Factory (ADF), Informatica PowerCenter, and Python-based frameworks.</li><li>Build and optimize scalable data processing solutions using Python, Spark, and Databricks.</li><li>Write and optimize SQL and stored procedures across relational platforms such as Snowflake, Oracle, and SQL Server.</li><li>Follow data engineering best practices for performance, reliability, reusability, and security.</li><li>Support Medicaid analytics and federal reporting initiatives (e.g., T-MSIS, PERM, MARS, Quality of Care).</li><li>Develop robust data validation, reconciliation, and audit-traceable data pipelines.</li><li>Collaborate with analysts, QA, and reporting teams to ensure data quality, accuracy, and timeliness.</li><li>Participate in cloud migration and modernization initiatives within Azure-based architectures.</li><li>Support production operations, incident resolution, and root cause analysis. </li><li>Participate in code reviews, source control, and CI/CD processes using Azure DevOps and GitHub.</li></ul>Requirements: <ul><li>5+ years of data engineering experience with a focus on enterprise data warehousing.</li><li>5+ years of hands-on ETL development using Informatica PowerCenter, Teradata, Azure Data Factory, or similar tools.</li><li>5+ years of Python development for data engineering and automation.</li><li>5+ years of Teradata experience, including Teradata loader utilities.</li><li>3+ years of experience with Spark-based processing frameworks (Databricks or equivalent).</li><li>Solid SQL expertise and experience with relational databases (such as Snowflake, Oracle, SQL Server).</li><li>3+ years of experience with Snowflake using SnowSQL and Snowpark (Python).</li><li>Experience with source control and DevOps practices (Azure DevOps, GitHub, CI/CD).</li><li>Proven solid analytical, problem-solving, and troubleshooting skills.</li><li>Periodic travel may be required based on project or customer needs.</li></ul>Preferred Qualifications<ul><li>Bachelor’s degree or higher in Computer Science, Engineering, Analytics, or a related field.</li><li>Azure certifications related to data engineering or analytics.</li><li>Experience supporting State Medicaid EDW or MMIS analytics environments.</li><li>Healthcare or public sector analytics experience (Medicaid / Medicare preferred).</li><li>Data modeling experience in enterprise data warehouse environments.</li><li>Scripting experience (PowerShell, Bash) for automation and orchestration.</li><li>Experience designing or consuming APIs (REST) within data platforms.</li><li>Familiarity with data quality frameworks, reconciliation, and audit support.</li></ul>Come Build With UsAt CSpring, we unlock the potential of people and data. If you're ready to lead meaningful projects, collaborate with passionate teams, and grow your career in a people-first consulting environment—apply today!</div></div>

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of data to drive decisions and real-world impact. We’re a purpose-driven consulting firm specializing in data strategy, data engineering, and data analytics. Our clients span the public and private sectors, and our work helps them solve complex problems, gain insights, and achieve measurable results.   We're seeking talented professionals who are collaborative, curious, and committed to making a difference that thrive at the intersection of data, technology, and business strategy. Whether you're passionate about transforming public programs, enabling executive decision-making, or modernizing legacy systems, you'll find meaningful work and purpose here. Why You’ll Love Working Here<ul><li>Purposeful Projects – Improve systems that serve real people by delivering smarter data, streamlined processes, and strategic insight.</li><li>People-First Culture – We’re as committed to your growth as we are to delivering high-impact solutions. You’ll find support, autonomy, and community here.</li><li>Strategic, Hands-On Work – From data architecture and documentation to client workshops and solution delivery, you’ll influence every step of the process.</li><li>Collaborative Trust – Our clients rely on us to listen carefully, deliver consistently, and guide wisely. We partner with integrity, curiosity, and heart.</li></ul>What You’ll Do You'll bridge business stakeholders and technical delivery teams across data, analytics, reporting, and operational initiatives, in two connected areas: portfolio and business operations support, and data governance support.<ul><li>Support the planning, implementation, monitoring, documentation, and continuous improvement of grant-related data, analytics, reporting, business operations, and data-governance initiatives.</li><li>Define and document business needs, project scope, deliverables, dependencies, milestones, risks, assumptions, and measures of success with leadership, program areas, technical teams, and grant stakeholders.</li><li>Support intake, scope definition, requirements documentation, work planning, Azure DevOps tracking, status reporting, and risk and issue management.</li><li>Maintain accurate, timely, and auditable project records, including requirements, work items, decisions, action items, status reports, risks, issues, changes, and supporting documentation.</li><li>Support development of materials needed for grant management, leadership updates, stakeholder communications, implementation monitoring, and performance reporting.</li><li>Identify dependencies and risks that could affect timelines, data availability, reporting readiness, project outcomes, or grant deliverables; document and escalate issues through established governance channels.</li><li>Lead or support end-to-end data mapping for priority data assets, including documentation of entities and fields from source systems through staging, curated, reporting, and analytic layers, as applicable.</li><li>Document business definitions, reference and code sets, business rules, transformation logic, reporting calculations, and data dependencies — and coordinate with data owners, stewards, subject-matter experts, engineers, and vendors to resolve data-definition conflicts and obtain documented decisions.</li><li>Support development and maintenance of metadata, business glossary entries, lineage records, data dictionaries, mapping inventories, and stewardship or ownership assignments; assist with documenting and monitoring data-quality rules, thresholds, exceptions, remediation activities, and resolution status.</li><li>Develop governance scorecards and progress reporting, which may include mapping completeness, lineage coverage, glossary completeness, unresolved data-definition issues, data-quality issue severity, and time to resolution.</li></ul>Requirements: <ul><li>A bachelor's degree in Information Technology, Computer Science, Public Health, Epidemiology, Statistics, Analytics, Programming, Business or related field; or equivalent experience.</li><li>2+ years of relevant business analyst and/or project management experience.</li><li>Experience in gathering and documenting business and technical requirements and use cases.</li><li>Experience with participating in and facilitating joint requirements gathering sessions.</li><li>Ability to support grant-funded initiatives by maintaining organized, accurate, and timely project documentation; tracking deliverables and dependencies; communicating status and risks; and working within defined program, fiscal, reporting, and compliance expectations.</li><li>Experience with program documentation and compliance tracking, and with cross-functional and multi-stakeholder coordination.</li><li>Demonstrated ability to quickly adapt and use novel tools, as needed.</li><li>Exceptional analytics, conceptual, and problem-solving abilities, and exceptional communication skills, both oral and written.</li><li>Excellent change management and relationship management skills, and the ability to be a bridge between business and IT.</li><li>Ability to work in a team environment with multiple and fluid demands, and to maintain effective and professional working relationships with internal and external stakeholders.</li><li>Proficiency with Outlook, Word, Excel, and PowerPoint in a professional setting.</li></ul>Bonus Experience<ul><li>Familiarity with Informatica platforms including Enterprise Data Catalog.</li><li>Experience with data lineage tools and methods, and with data mapping, lineage, and metadata documentation.</li><li>Understanding of the data analysis life cycle and its application in a business setting.</li><li>Experience in leading workshops or training sessions with a user community.</li><li>Experience supporting federally funded, grant-funded, or other externally funded initiatives with defined deliverables, reporting requirements, implementation timelines, and accountability expectations.</li><li>Familiarity with grant-funded project documentation, implementation tracking, outcomes reporting, sustainability planning, or audit-ready records.</li><li>Experience supporting rural health, public health, healthcare access, health equity, health systems, community health, or related initiatives.</li><li>Experience supporting cross-agency, cross-sector, vendor-supported, or multi-stakeholder initiatives.</li><li>Working knowledge of how to implement and grow adoption of business applications.</li></ul>Come Build With Us At CSpring, we unlock the potential of people and data. If you're ready to lead meaningful projects, collaborate with passionate teams, and grow your career in a people-first consulting environment—apply today!</div></div>

<h3>Job Description</h3><div>Job Description<div>Description: At CSpring, we believe in the power of people and data to drive real-world impact. We’re a purpose-driven consulting firm that helps organizations solve complex business and technology challenges through modern data, analytics, and engineering solutions.We are seeking a Senior Azure Data Engineer to help design, build, and support a next-generation enterprise data platform on Microsoft Azure. In this role, you will lead the development of scalable data pipelines and data products that power analytics, operational reporting, dashboards, and emerging AI/ML use cases. You’ll work closely with data architects, analytics engineers, data scientists, platform teams, and business stakeholders to deliver secure, high-performing, and cost-effective cloud data solutions. This role is ideal for someone with deep hands-on experience in Azure data technologies, modern Lakehouse architectures, and enterprise-scale data migrations. What You'll Do Data Pipeline Engineering<ul><li>Design and develop reusable, parameter-driven ingestion and transformation pipelines using Azure Data Factory, Synapse Pipelines, Databricks, and/or Microsoft Fabric Data Factory</li><li>Build and maintain medallion architecture (Bronze / Silver / Gold) solutions using Azure Data Lake Storage Gen2, Delta Lake, Parquet, and structured streaming patterns</li><li>Develop performant ELT workflows leveraging pushdown processing to platforms such as Synapse Dedicated SQL Pool, Azure SQL, and Teradata</li><li>Create and optimize PySpark notebooks and distributed processing jobs in Azure Databricks or Synapse Spark</li></ul>Data Warehousing & Modeling<ul><li>Design dimensional data models using Kimball star and snowflake methodologies</li><li>Implement data vault patterns, Slowly Changing Dimensions (Type 1/2/3), Change Data Capture, and late-arriving data strategies</li><li>Optimize distributed SQL workloads in Synapse Dedicated SQL Pool and/or Fabric Warehouse environments</li><li>Tune partitioning, indexing, and query performance for enterprise-scale datasets</li></ul>Cloud Platform Engineering & DevOps<ul><li>Implement CI/CD processes for data pipelines using Azure DevOps, YAML pipelines, ARM templates, Bicep, and/or Terraform</li><li>Build monitoring, logging, and auditing solutions using Azure Monitor, Log Analytics, and KQL</li><li>Support code reviews, branching strategies, release management, and engineering standards across environments</li><li>Participate in troubleshooting and production incident response for critical data pipelines</li></ul>Migration & Modernization<ul><li>Lead or contribute to cloud modernization initiatives, including Informatica PowerCenter to Azure Data Factory migrations</li><li>Support migration efforts from on-premises Teradata, Oracle, or SQL Server environments to Azure Synapse or Microsoft Fabric</li><li>Assist with workload assessments, capacity planning, and cloud cost optimization initiatives</li></ul> Requirements: Required Qualifications<ul><li>Deep hands-on expertise with Azure Data Factory, including pipelines, datasets, linked services, triggers, parameterization, mapping data flows, and Integration Runtime types (Azure, Self-hosted, and SSIS)</li><li>Strong experience with Azure Databricks and PySpark</li><li>Production experience with one or more of the following:   <ul><li>Azure Synapse Analytics (Dedicated SQL Pools, Serverless SQL Pools, Spark Pools)</li><li>Azure Databricks (Delta Lake, Unity Catalog)</li><li>Microsoft Fabric (Warehouse, Lakehouse, OneLake)</li></ul></li><li>Strong understanding of Azure Data Lake Storage Gen2, including hierarchical namespace, RBAC/ACL security, lifecycle management, and governance</li><li>Experience with Azure Key Vault, Azure AD / Entra ID, managed identities, service principals, and private networking concepts</li><li>Experience monitoring and troubleshooting data solutions using Azure Monitor, Log Analytics, and KQL</li><li>Advanced SQL skills including window functions, CTEs, query optimization, execution plan analysis, and performance tuning</li><li>Strong Python skills for data engineering, including pandas, PySpark, REST API integration, and unit testing with pytest</li><li>Proficiency with T-SQL and familiarity with Spark SQL, KQL, PowerShell, and Bash scripting</li></ul>Preferred Qualifications<ul><li>5+ years of enterprise data warehouse or data engineering experience</li><li>5+ years of data modeling experience using ERWIN or similar modeling tools</li><li>2+ years of experience with Azure Data Factory and Snowflake</li><li>Experience working in healthcare or Medicaid environments</li></ul>Why CSpringAt CSpring, you’ll join a collaborative, mission-driven team focused on helping organizations use technology and data to improve outcomes and drive meaningful change. We value curiosity, accountability, continuous learning, and building strong partnerships with our clients and communities.If you’re passionate about modern cloud data engineering and want to work on impactful enterprise initiatives, we’d love to hear from you.</div></div>

Cspring Interview Questions

Challenge

Cspring Opening Jobs

Discussion & Interview Experiences

Discussion & Interview Experiences