Integration Engineer Career Path Guide

Integration Engineers design, implement, and maintain systems that connect different software applications, platforms, and services. They ensure seamless data flows and communication between disparate systems, enabling organizations to achieve higher efficiency, automation, and scalability in their operations. By leveraging specialized tools and frameworks, they build robust integrations that support business goals across industries.

10%

growth rate

$102,500

median salary

remote-friendly

πŸ“ˆ Market Demand

Low
High
High

There is robust demand for Integration Engineers driven by enterprises adopting cloud services, IoT, and microservices architectures. Increasing digital transformation projects, API-first development, and third-party service integrations sustain this strong hiring trend globally.

πŸ‡ΊπŸ‡Έ Annual Salary (US, USD)

75,000β€”130,000
Median: $102,500
Entry-Level
$83,250
Mid-Level
$102,500
Senior-Level
$121,750

Top 10% of earners in this field can expect salaries starting from $130,000+ per year, especially with specialized skills in high-demand areas.

Core Functions of the Integration Engineer Role

Integration Engineers act as the pivotal link between diverse software systems within an enterprise, enabling smooth interoperability and data exchange. They craft custom solutions or configure middleware platforms to connect applications such as CRMs, ERPs, cloud services, and internal databases. Their work eliminates data silos and manual reconciliation efforts, promoting streamlined workflows and real-time information sharing.

Embarking on integration projects requires a deep understanding of APIs, messaging protocols, data formats, and security principles. Integration Engineers analyze business needs to architect scalable integration patterns, often handling event-driven architectures, microservices communication, and batch data synchronization.

Collaboration with software developers, system administrators, product managers, and stakeholders is essential to design solutions that fit technical constraints and business processes. Integration Engineers participate in full project life cycles from requirement gathering and system design to deployment and monitoring. Troubleshooting integration issues quickly minimizes downtime and performance bottlenecks.

Companies across industries, from finance and healthcare to retail and logistics, depend heavily on Integration Engineers to connect legacy systems with modern platforms and cloud environments. As digital transformation accelerates, the role’s importance increases, requiring continual learning of emerging standards, tools, and architectural paradigms. Thus, Integration Engineers stand at the forefront of enabling an integrated, unified technology ecosystem that drives operational excellence.

Key Responsibilities

  • Design, develop, and deploy integration solutions that connect multiple software systems.
  • Analyze system requirements to determine integration feasibility and scope.
  • Develop and maintain API endpoints and middleware components.
  • Configure and customize Integration Platform as a Service (iPaaS) solutions.
  • Implement data transformation, mapping, and validation logic for data consistency.
  • Collaborate with development teams to integrate third-party services securely.
  • Monitor and troubleshoot integration workflows ensuring optimal performance.
  • Document integration architectures, workflows, and technical processes.
  • Perform testing, quality assurance, and validation of integration components.
  • Optimize existing integrations for scalability and maintainability.
  • Stay updated on integration best practices, tools, and emerging protocols.
  • Ensure compliance with security standards and data privacy regulations.
  • Provide technical support and training to internal users related to integration points.
  • Automate repetitive data exchange tasks using scripting or ETL tools.
  • Coordinate deployment and rollback plans with DevOps and release managers.

Work Setting

Integration Engineers typically work in office settings within IT departments or technology consultancies, collaborating closely with software developers, architects, and system administrators. Many organizations maintain hybrid environments blending on-premises systems with cloud-based applications, requiring flexibility and adaptability from engineers. The role involves a mix of independent coding and collaborative design meetings. Given the critical nature of integrations, engineers may participate in on-call rotations or troubleshooting sessions outside regular hours when issues arise. The fast-paced tech environments often encourage continuous learning through training sessions, hackathons, or professional certifications. Remote work options are common but vary based on company policies and integration complexity. Agile and DevOps practices frequently guide project workflows, emphasizing iterative development and automation to accelerate delivery.

Tech Stack

  • MuleSoft Anypoint Platform
  • Dell Boomi
  • Apache Camel
  • Microsoft Azure Logic Apps
  • AWS Step Functions
  • IBM App Connect
  • Postman
  • SoapUI
  • REST and SOAP APIs
  • JSON, XML, CSV data formats
  • Kafka and RabbitMQ (message queues)
  • Red Hat Fuse
  • Jenkins (CI/CD)
  • Git and GitHub
  • Docker and Kubernetes
  • Scripting languages (Python, JavaScript, Bash)
  • SQL and NoSQL databases
  • Swagger/OpenAPI
  • OAuth and JWT for security
  • Grafana and Prometheus (monitoring)

Skills and Qualifications

Education Level

Typically, becoming an Integration Engineer requires at least a bachelor's degree in computer science, software engineering, information technology, or a closely related field. During this program, foundational knowledge in software development, databases, networking, and systems architecture forms the bedrock for integration work. Some companies also value degrees in electrical engineering or applied mathematics if paired with relevant experience. Beyond formal education, specialized training in APIs, middleware platforms, and enterprise architecture frameworks is highly valuable. Because integration solutions often span multiple technologies, the ability to self-learn and adapt to new tools is critical. Mastery of programming languages and protocol standards comes from both coursework and hands-on projects. Industry certifications, such as those offered by MuleSoft, Dell Boomi, or Microsoft Azure, may enhance job prospects by validating expertise. These certifications demonstrate your ability to design secure, scalable integrations and distinguish you in competitive talent pools.

Tech Skills

  • API development and management (REST, SOAP)
  • Middleware configuration and customization
  • Data transformation and mapping (XSLT, JSONata)
  • Scripting languages (Python, JavaScript, Groovy)
  • Message queue technologies (RabbitMQ, Kafka)
  • Cloud integration platforms (Azure Logic Apps, AWS Step Functions)
  • Containerization and orchestration (Docker, Kubernetes)
  • CI/CD pipelines (Jenkins, GitLab CI)
  • Database querying (SQL, NoSQL)
  • Version control systems (Git)
  • Monitoring and logging tools (Prometheus, Grafana)
  • Security protocols (OAuth 2.0, JWT, SSL/TLS)
  • Enterprise Service Bus (ESB) tools (Red Hat Fuse, WSO2)
  • ETL and data pipeline technologies
  • Swagger/OpenAPI specification

Soft Abilities

  • Effective communication across technical and non-technical teams
  • Problem-solving and analytical thinking
  • Adaptability to rapidly changing technology environments
  • Time management and multi-tasking
  • Attention to detail and quality assurance mindset
  • Collaboration and teamwork
  • Customer-focused mindset
  • Critical thinking under pressure
  • Continuous learning orientation
  • Documentation and knowledge sharing

Path to Integration Engineer

Begin by acquiring a solid foundation in computer science or software engineering through a bachelor's degree program or equivalent. Focus on mastering programming fundamentals, data structures, algorithms, networking, and databases. Simultaneously, familiarize yourself with basic concepts of system architecture and software integration through coursework or online tutorials.

Engage in hands-on projects involving API consumption and development, scripting, middleware tools, or cloud platforms. Building small-scale integration scenarios, such as connecting APIs or automating workflows with open-source tools, can provide early practical exposure. Internships or entry-level roles in IT, software development, or support can accelerate learning while expanding your professional network.

Once foundational knowledge is established, pursue specialized training related to integration platforms (e.g., MuleSoft, Dell Boomi) and messaging middleware. Earning targeted certifications demonstrates commitment and skill mastery to employers.

Seek roles such as Junior Integration Engineer, Software Developer, or Systems Analyst to gather real-world experience implementing, maintaining, and troubleshooting integration solutions. You can deepen expertise by collaborating closely with cross-functional teams and gradually taking ownership of complex integration projects.

Continuous learning is crucial; stay updated on emerging standards like GraphQL, event streaming, microservices patterns, and cloud-native integration architectures. Attend industry conferences, contribute to developer communities, and subscribe to relevant publications.

Develop strong soft skills in communication and problem-solving. Integration Engineers bridge business and technology; conveying complex technical details in clear, actionable ways for stakeholders creates significant value. Advance your career by specializing in cloud integrations, API management, or enterprise architecture, eventually moving into senior or leadership roles.

Required Education

Starting with a bachelor's degree in computer science, software engineering, or information systems is the most common education path for Integration Engineers. Programs typically include courses in programming languages such as Java, Python, and C++, database management, network protocols, and software design principles. Some universities offer electives or concentrations focusing on middleware, cloud computing, and enterprise systems that align with integration work.

Bootcamps and online platforms provide accelerated pathways to gain specific skills in API development, middleware platforms, and cloud services. Many of these specialized courses include hands-on labs and project-based learning that mirror real-world integration use cases.

Certification programs have become a valuable part of formal training. For example, the MuleSoft Certified Developer program guides engineers through API-led connectivity concepts, practical design patterns, and deployment processes. Similarly, Dell Boomi offers certifications covering process design, integration development, and administration.

Cloud providers like AWS and Microsoft Azure provide dedicated training tracks for their integration services such as AWS Lambda, Step Functions, Azure Logic Apps, and API Management. These certifications validate your ability to implement cloud-native integrations securely and efficiently.

Enterprise architecture frameworks like TOGAF may be beneficial for aspiring engineers who want to understand how integrations fit into broader IT strategies. Knowledge of DevOps and Agile methodologies is important as integration projects increasingly adopt automated pipelines and iterative development.

Practical experience through internships, cooperative education programs, or entry-level roles solidifies theoretical knowledge. It's essential to build familiarity with real integration challenges including handling legacy system constraints, data security concerns, and scalability requirements. Continuous professional development through webinars, user groups, and technical conferences ensures you remain competitive in this fast-evolving space.

Career Path Tiers

Junior Integration Engineer

Experience: 0-2 years

In this entry-level role, Junior Integration Engineers focus on learning the foundational tools and concepts of software integration. They assist in developing, testing, and maintaining integration services under close supervision. Responsibilities include creating data mappings, supporting API integrations, and troubleshooting simple connection issues. Juniors gain experience using middleware platforms and learn to read and write technical documentation. They build their skills in scripting, handling data formats, and understanding security best practices. Mentorship is common, and exposure to cross-team collaboration introduces them to broader business contexts.

Mid-level Integration Engineer

Experience: 3-5 years

At this stage, Integration Engineers take ownership of complex integration projects from design through deployment. They analyze requirements, choose appropriate patterns, and develop scalable, reusable components. Mid-level professionals work independently and collaborate closely with architects, developers, and stakeholders. Their expertise extends across multiple integration technologies, including cloud and on-premises systems. They contribute to troubleshooting production issues, optimizing integration performance, and automating workflows. Providing guidance to junior colleagues and documenting best practices becomes part of their role.

Senior Integration Engineer

Experience: 6+ years

Senior Integration Engineers lead architecture decisions and mentor teams on best practices around integration design and implementation. They architect enterprise-wide integration strategies that align with business goals and IT roadmaps. Senior roles demand expert knowledge of API management, event-driven architectures, security protocols, and cloud-native solutions. They handle critical escalations, design highly available systems, and collaborate with senior leadership on technology planning. Additionally, they may manage project budgets, timelines, and coordinate cross-departmental integration efforts to ensure seamless operations.

Lead Integration Engineer / Integration Architect

Experience: 8+ years

Lead Integration Engineers or Integration Architects supervise organization-wide integration initiatives and provide strategic direction. They evaluate technologies, define integration standards, and establish governance frameworks. These leaders guide teams through complex integrations involving legacy modernization, microservices, and hybrid cloud environments. Their role requires excellent stakeholder communication skills, balancing technical feasibility with business requirements. They often liaise with vendors, manage large-scale projects, and act as the primary technical authority for integration best practices. Visionary thought leadership and continuous innovation are expected.

Global Outlook

The demand for Integration Engineers transcends borders as enterprises worldwide increasingly prioritize digital transformation and seamless system interoperability. North America remains a leading hub, with the United States and Canada offering abundant opportunities driven by technology giants and multinational corporations adopting cloud-first strategies. Europe follows closely, particularly in financial centers like Frankfurt, London, and Amsterdam, where regulatory complexities amplify integration needs between diverse legacy and fintech platforms.

Asia-Pacific is emerging rapidly with countries such as India, Singapore, Japan, and Australia expanding investments in cloud infrastructure and enterprise software. The region’s dynamic growth in e-commerce, logistics, and banking sectors fuels openings for skilled integration engineers fluent in multi-cloud and hybrid environments.

Remote work trends have broadened access globally, allowing many Integration Engineers in emerging economies to serve clients internationally. However, varying compliance requirements, time zones, and linguistic nuances shape localized integration challenges. Awareness of global data privacy laws like GDPR, HIPAA, and CCPA is critical as integrations increasingly handle sensitive customer information across multiple jurisdictions.

Multinational companies often seek engineers with cross-cultural communication skills and experience working in distributed teams. Speaking additional languages or understanding regional technology ecosystems can offer a competitive advantage in global markets. Ultimately, the fundamental principles of system integration remain consistent worldwide, opening doors to diverse career paths in nearly every continent.

Job Market Today

Role Challenges

Integration Engineering faces the challenge of managing increasing system complexity as businesses adopt multi-cloud and hybrid environments alongside legacy infrastructures. Rapidly evolving technology stacks require engineers to stay agile and continuously update their technical knowledge. Ensuring integration security and compliance amid growing cyber threats and data privacy regulations adds pressure. Furthermore, balancing between building custom integrations versus adopting off-the-shelf iPaaS solutions demands discerning judgment. Scalability bottlenecks and performance tuning are ongoing concerns, especially as data volumes and transaction rates surge. Collaboration across siloed teams and handling unclear or shifting requirements can lead to friction and delays. Overall, the multifaceted nature of integrations demands a rare blend of technical depth, business acuity, and communication skills.

Growth Paths

With enterprises accelerating digital transformation and cloud migration, integration engineering remains a high-growth area. Adoption of API-first strategies, event-driven architectures, and microservices expands the scope and sophistication of integration projects. Emerging trends in low-code/no-code platforms and AI-driven automation tools enhance productivity while creating new roles specializing in these hybrid technologies. The rise of edge computing, IoT, and real-time analytics further broadens demand for integration expertise. Companies also seek professionals who can design resilient, scalable integration frameworks supporting sustainable business growth. Certifications in leading platforms and mastery of cloud-native services generate premium career opportunities, often accompanied by leadership or architect roles.

Industry Trends

A key trend is the shift towards API-led connectivity, where reusable APIs replace brittle point-to-point integrations for greater flexibility. Event-driven architectures leveraging Kafka, AWS Kinesis, or Azure Event Grid permit real-time, asynchronous communication supporting modern business needs. Cloud-native platforms and container orchestration have revolutionized deployment and scalability paradigms. Low-code integration platforms democratize solution-building, enabling citizen integrators while still requiring engineering oversight. Security-centric designs with automated compliance checks and identity federation reflect heightened attention to governance. Artificial Intelligence is beginning to assist in anomaly detection, self-healing workflows, and predictive maintenance. Lastly, hybrid and multi-cloud strategies continue to challenge Integration Engineers to maintain seamless interoperability across diverse infrastructures.

A Day in the Life

Morning (9:00 AM - 12:00 PM)

Focus: Monitoring & Issue Resolution
  • Review overnight integration system logs and performance dashboards to identify errors or delays.
  • Respond to alerts and troubleshoot critical integration failures affecting business operations.
  • Coordinate with support teams and developers to analyze root causes and devise quick fixes.

Midday (12:00 PM - 3:00 PM)

Focus: Development & Collaboration
  • Design and develop new integration workflows or enhance existing ones based on feature requests.
  • Participate in team meetings, sprint planning, and collaborate with developers and product owners.
  • Create or update API documentation, data mappings, and test cases.

Afternoon (3:00 PM - 6:00 PM)

Focus: Testing & Deployments
  • Conduct integration testing and validation in lower environments.
  • Coordinate deployment activities alongside DevOps teams ensuring minimal downtime.
  • Update monitoring alerts and refine automation scripts for operational efficiency.

Work-Life Balance & Stress

Stress Level: Moderate

Balance Rating: Good

While Integration Engineers often face tight deadlines, especially during product launches or critical incident resolution, the role generally allows for a manageable work-life balance. Advanced planning, automation, and team collaboration help mitigate stress. Engineering positions with companies embracing remote work or flexible hours can improve balance. The necessity for occasional on-call duties exists, but proper rotation and support structures alleviate undue pressure. Engineers who proactively manage time and communication usually enjoy fulfilling roles without chronic burnout.

Skill Map

This map outlines the core competencies and areas for growth in this profession, showing how foundational skills lead to specialized expertise.

Foundational Skills

The essential skills every Integration Engineer must master as a baseline for effective system interoperability.

  • API Fundamentals (REST, SOAP)
  • Data Formats (JSON, XML, CSV)
  • Basic Scripting (Python, JavaScript, Bash)
  • Understanding Networking Concepts (HTTP, TCP/IP)

Middleware & Integration Platforms

Specialized knowledge in middleware and integration engines crucial for scalable solutions.

  • MuleSoft Anypoint Platform
  • Dell Boomi AtomSphere
  • Azure Logic Apps
  • Apache Camel
  • Message Queues (RabbitMQ, Kafka)

Cloud & DevOps Integration

Skills enabling the deployment, scaling, and operation of integrations in cloud environments and CI/CD pipelines.

  • Docker & Kubernetes
  • CI/CD Tools (Jenkins, GitLab CI)
  • Cloud APIs (AWS, Azure, GCP)
  • Monitoring & Logging (Prometheus, Grafana)

Professional & Soft Skills

Communication, problem-solving, and collaboration skills essential to bridging technical and business domains.

  • Effective Communication
  • Analytical & Critical Thinking
  • Time & Task Management
  • Team Collaboration
  • Customer-focused Problem Solving

Pros & Cons for Integration Engineer

βœ… Pros

  • Exposure to diverse technologies and platforms, fostering broad technical expertise.
  • High demand for skilled professionals leading to strong job security and competitive salaries.
  • Opportunities to impact business efficiency by enabling seamless data flows.
  • Dynamic role balancing technical development with strategic architecture and collaboration.
  • Continuous learning environment with chances to work on cutting-edge cloud and integration tech.
  • Potential for global career mobility and remote work options.

❌ Cons

  • Managing complexity across legacy and modern systems can be challenging.
  • Pressure to resolve production issues quickly may lead to occasional stress and overtime.
  • Steep learning curve for emerging tools and frequently changing standards.
  • Balancing technical constraints with shifting business priorities requires strong communication skills.
  • Security and compliance requirements heighten responsibilities and risk management.
  • Sometimes siloed organizational structures impede smooth cross-team collaboration.

Common Mistakes of Beginners

  • Underestimating the complexity of data transformations between systems, leading to incomplete or incorrect mappings.
  • Neglecting thorough testing of integrations, resulting in operational disruptions post-deployment.
  • Overlooking security best practices, exposing systems to vulnerabilities like unauthorized data access.
  • Hardcoding integration parameters instead of making solutions configurable and scalable.
  • Ignoring documentation, making maintenance and troubleshooting unnecessarily difficult.
  • Attempting to build complex point-to-point integrations instead of leveraging reusable APIs or middleware.
  • Failing to monitor integrations continuously, which delays problem detection and resolution.
  • Poor communication with stakeholders leading to misunderstandings of integration requirements.

Contextual Advice

  • Invest time in building a strong foundation in APIs, middleware platforms, and cloud services.
  • Always design integrations for scalability and maintainability with modular, reusable components.
  • Prioritize security from the outset including authentication, encryption, and compliance adherence.
  • Cultivate collaboration skills to effectively work with cross-functional teams and business stakeholders.
  • Automate testing and deployment pipelines to catch issues early and accelerate delivery.
  • Regularly update your knowledge on emerging tools, protocols, and industry best practices.
  • Document thoroughly and share knowledge within your team to ensure operational continuity.
  • Embrace a problem-solving mindset; unexpected challenges are routine in integration projects.

Examples and Case Studies

Financial Services Firm Embracing Cloud Migration

A multinational bank faced challenges migrating its core banking systems to the cloud while preserving connectivity with multiple legacy payment platforms. Integration Engineers designed a hybrid integration platform leveraging MuleSoft to create reusable APIs that abstract the underlying systems. This approach allowed phased migration without disrupting services and facilitated faster onboarding of new fintech partners. The solution included real-time data synchronization, security protocols complying with financial regulations, and automated monitoring for transaction anomalies.

Key Takeaway: Designing integrations that enable gradual modernization while maintaining operational continuity is critical, especially in regulated industries.

Global Retailer Streamlining E-commerce and Inventory Systems

A global retail company sought to integrate its e-commerce platform with legacy warehouse management and ERP systems to provide accurate real-time inventory visibility online. Using Dell Boomi, Integration Engineers created connectors to sync inventory, order status, and shipping data. They implemented robust error handling and alerts to ensure data consistency during peak sales. The integration reduced customer complaints related to stock-outs and improved order fulfillment speed significantly.

Key Takeaway: High-quality integrations significantly enhance customer experience by providing accurate, real-time information across business functions.

Healthcare Provider Implementing Patient Data Interoperability

A regional healthcare network required integration between disparate Electronic Health Records (EHR) systems and a centralized analytics platform for improved patient outcomes. Engineers deployed an event-driven architecture using Kafka to stream data securely in near real-time. They implemented strict data privacy controls following HIPAA regulations and created transformation pipelines to normalize various data formats. This enabled clinicians and researchers to access comprehensive patient histories and analytics dashboards, driving data-informed care decisions.

Key Takeaway: Compliance-conscious integration architectures are essential in sensitive domains like healthcare, where data security and accessibility must co-exist.

Portfolio Tips

Creating an effective integration engineering portfolio means showcasing a blend of technical depth, problem-solving skills, and architectural insight. Start by including detailed case studies of integration projects you have contributed to or led. Highlight the business challenges, your role, the tools and technologies used, and the outcomes achieved. Provide diagrams or flowcharts illustrating data flows and system interconnections to demonstrate your understanding of design patterns.

Include code samples or scripts (redacting sensitive details) that demonstrate your ability to develop APIs, middleware connectors, or automation routines. If applicable, share examples of configuration workflows in tools like MuleSoft or Dell Boomi.

Document your approach to monitoring, error handling, and testing, which shows attention to operational reliability. Mention certifications and continuous learning efforts to validate your expertise. Adding testimonials or references from supervisors or colleagues can enhance credibility.

Given the complexity of the work, balance technical content with clear communication to make your portfolio accessible to both technical and business audiences. Consider maintaining a personal website or GitHub repository where you can showcase projects and update your portfolio regularly as you advance your skills and experience.

Job Outlook & Related Roles

Growth Rate: 10%
Status: Growing faster than average
Source: U.S. Bureau of Labor Statistics, Industry Reports

Related Roles

Frequently Asked Questions

What is the primary difference between an Integration Engineer and a Software Developer?

While both roles involve coding and software knowledge, Integration Engineers focus specifically on connecting disparate systems to enable data sharing and interoperability. They often work with APIs, middleware, and cloud services to build integration workflows. Software Developers typically focus on creating standalone applications or features. Integration Engineers must understand multiple platforms, data formats, and enterprise architectures to bridge diverse technologies.

Do Integration Engineers need to know multiple programming languages?

Proficiency in at least one scripting or programming language such as Python, JavaScript, or Java is highly beneficial. Integration work often involves data transformation, API development, and automation scripts. Knowledge of multiple languages is useful but not mandatory; the key is understanding integration principles and tools which may abstract some coding complexity.

How important are certifications for advancing in this field?

Certifications from platforms like MuleSoft, Dell Boomi, Microsoft Azure, or AWS demonstrate validated skills to employers and can improve job prospects and salary potential. While not strictly mandatory, they provide structured learning, credibility, and help you stay current with evolving technologies.

What industries hire Integration Engineers the most?

Integration Engineers are in demand across virtually all industries undergoing digital transformation, including finance, healthcare, retail, telecommunications, manufacturing, and government. Any sector relying on multiple software systems or cloud-based applications requires skilled integration professionals.

Is remote work common for Integration Engineers?

Remote work opportunities have grown significantly, with many companies supporting hybrid or fully remote arrangements. However, some integration projects requiring on-premises access or close collaboration may necessitate office presence. Overall, this role is increasingly flexible regarding work location.

What are common challenges faced during integration projects?

Key challenges include handling incompatible data formats, ensuring secure data transfer, managing latency and performance issues, working with legacy systems that lack modern APIs, and keeping integration workflows scalable and maintainable. Communication gaps between technical teams and stakeholders can also hinder timely delivery.

How do Integration Engineers ensure security in their solutions?

They apply best practices like using secure authentication mechanisms (OAuth, JWT), encrypting data in transit and at rest, implementing role-based access control, regularly updating dependencies and patches, monitoring for anomalies, and ensuring compliance with applicable regulations such as GDPR or HIPAA.

What tools should I learn first to become an Integration Engineer?

Start with foundational tools like Postman for API testing, Git for version control, and scripting languages such as Python or JavaScript. Then explore middleware platforms like MuleSoft or Dell Boomi and familiarize yourself with cloud services (AWS, Azure) and message brokers (Kafka, RabbitMQ) as you progress.

Sources & References

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