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Serg K., CI/CD Developer

Lviv, Ukraine
Last Updated: 4 Jul 2023
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Programming Skills Verified
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- 5 years with QA automation - Strong testing theory understanding. Defect life cycle and issue workflow understanding, Experience in creating and executing test cases. Reporting - Experience with data and BI tools - DevOps experience with CI/CD, pipelines, Docker, AWS, SQL

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QA Automation

QA Automation   5 yr.



AWS (Amazon Web Services)

AWS (Amazon Web Services)

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Ihor, CI/CD Developer

Kyiv, Ukraine
Last Updated: 4 Jul 2023

- Microsoft Azure DevOps with 5 years of commercial experience - Kubernetes, Docker, Writing Infrastructure as Code, CI/CD pipelines for Jenkins and Github. Infrastructure monitoring. Scripts for automation or text processing. (bash, awk) - Сonfiguration management and deployment expertise

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Dennis S., CI/CD Developer

Kharkiv, Ukraine
Last Updated: 4 Jul 2023

- 3.5+ Years of software testing experience - WEB UI Automated Testing - API Automated Testing (SOAP / RESTful / WebSocket ) - Software Development Engineer in Test / Quality Assurance / CI&CD starter. - Intermediate English - Available ASAP

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QA Automation

QA Automation



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Valerii K., CI/CD Developer

Last Updated: 4 Dec 2023

DevOps Engineer with 15 years in IT and 8 specializing in DevOps/SysOps. Expertise in cloud, CI/CD, and security enhancements. Proficient with Kubernetes, Terraform, AWS, and various CI tools. Recognized for infrastructure optimization, cost reduction, and system robustness. Holds an Applied Mathematics degree and is fluent in English and Ukrainian. Portfolios include telecom analytics solutions, SaaS platforms, and system migrations, with a strong focus on scalability, monitoring, and compliance.

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Kubernetes (K8s)

Kubernetes (K8s)

Cloud solutions

Cloud solutions

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Henry A., CI/CD Developer

Last Updated: 16 Jul 2024
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Programming Skills Verified
CV Verified

- 9+ years experience working with Python; - 3+ years of experience with AI/ML projects - 5 years of experience with PowerBI and 4 years of experience with Tableau and other visualization tools like Spotfire, - 6 years of experience working with MySQL, SQL, and PostgreSQL; - 8 years of experience with various data sets (ETL, Data Engineer, Data Quality Engineer); - 3 years of experience with Amazon Web Services (AWS), Google Cloud Platform (GCP); - Proven commercial experience in HR and related Talent projects - Extensive experience with Spark and Hadoop - Background with TensorFlow, Scikit-learn and PyTorch - Data Analytics/Engineering with Cloud Service Providers (AWS, GCP) - Deep abilities working with Kubernetes (K8s); - Hands-on scripting experience with Python; Microsoft Power BI, Tableau, Sisense, CI/CD principles, Data Validation, Data QA, SQL, Pipelines, ETL, and Automated web scraping. - Pet web3 projects (solidity, wallet integration) - Upper-intermediate English

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Python   9 yr.

Data Analysis

Data Analysis   6 yr.


SQL   6 yr.

Microsoft Power BI

Microsoft Power BI   5 yr.



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Upstaff.com was launched in 2019, addressing software service companies, startups and ISVs, increasingly varying and evolving needs for qualified software engineers

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Maryna Navo September 25, 2023

Крутий сервіс, зручна комунікація. Допомогли з закриттям мого питання на 200%

Volodymyr August 11, 2023

Leaving a review to express how delighted I am to have found such a great side gig here. The project is intriguing, and I'm really enjoying the team dynamics. I'm also quite satisfied with the compensation aspect. It's crucial to feel valued for the work you put in.Overall, I'm grateful for the opportunity to contribute to this project and share my expertise. I'm thrilled to give a shoutout and recommendation to anyone seeking an engaging and rewarding work opportunity.

Roman Masniuk August 25, 2023

I worked with Upstaff engineers for over 2 years, and my experience with them was great. We deployed several individual contributors to clients' implementations and put up two teams of upstaff engineers. Managers' understanding of tech and engineering is head and shoulders above other agencies. They have a solid selection of engineers, each time presented strong candidates. They were able to address our needs and resolve things very fast. Managers and devs were responsive and proactive. Great experience!

Vitalii Stalynskyi August 29, 2023

I have been working with Upstaff for over a year on a project related to landscape design and management of contractors in land design projects. During the project, we have done a lot of work on migrating the project to a multitenant architecture and are currently working on new features from the backlog.When we started this project, the hiring processes were organized well. Everything went smoothly, and we were able to start working quickly. Payments always come on time, and there is always support from managers. All issues are resolved quickly.Overall, I am very happy with my experience working with Upstaff, and I recommend them to anyone looking for a new project. They are a reliable company that provides great projects and conditions. I highly recommend them to anyone looking for a partner for their next project.

Henry Akwerigbe August 30, 2023

This is a super team to work with. Through Upstaff, I have had multiple projects to work on. Work culture has been awesome, teammates have been super nice and collaborative, with a very professional management.There's always a project for you if you're into tech such Front-end, Back-end, Mobile Development, Fullstack, Data Analytics, QA, Machine Learning / AI, Web3, Gaming and lots more.It gets even better because many projects even allow full remote from anywhere!Nice job to the Upstaff Team 🙌🏽.

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FAQs about CI/CD Development

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If you urgently need a verified and qualified CI/CD developer, and resources for finding the right candidate are lacking, Upstaff is exactly the service you need. We approach the selection of CI/CD developers professionally, tailored precisely to your needs. From placing the call to the completion of your task by a qualified developer, only a few days will pass.

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AI tools and expert human reviewers in the vetting process are combined with a track record and historically collected feedback from clients and teammates. On average, we save over 50 hours for client teams in interviewing CI/CD candidates for each job position. We are fueled by a passion for technical expertise, drawn from our deep understanding of the industry.

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Our journey starts with a 30-minute discovery call to explore your project challenges, technical needs, and team diversity. Meet Carefully Matched CI/CD Talents. Within 1-3 days, we’ll share profiles and connect you with the right talents for your project. Schedule a call to meet engineers in person. Validate Your Choice. Bring a new CI/CD developer on board with a trial period to confirm that you’ve hired the right one. There are no termination fees or hidden costs.

How does Upstaff vet remote CI/CD engineers? Arrow

Upstaff Managers conduct an introductory round with potential candidates to assess their soft skills. Additionally, the talent’s hard skills are evaluated through testing or verification by a qualified developer during a technical interview. The Upstaff Staffing Platform stores data on past and present CI/CD candidates. Upstaff managers also assess talent and facilitate rapid work and scalability, offering clients valuable insights into their talent pipeline. Additionally, we have a matching system within the platform that operates in real-time, facilitating efficient pairing of candidates with suitable positions.

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Table of Contents

Pros & cons of CI/CD

Pros & cons

9 Pros of CI/CD

  • Increased Agility: CI/CD enables faster development cycles, allowing teams to deliver new features and updates more frequently.
  • Improved Quality: Continuous integration ensures that code changes are regularly merged and tested, reducing the risk of introducing bugs and issues into the software.
  • Early Bug Detection: CI/CD practices include automated testing, which helps catch bugs early in the development process, making them easier and cheaper to fix.
  • Efficient Collaboration: CI/CD promotes better collaboration among team members by ensuring that everyone is working on the latest code version and can easily share their changes.
  • Reduced Time to Market: With CI/CD, software releases can be deployed quickly and reliably, allowing organizations to bring their products to market faster.
  • Increased Developer Productivity: CI/CD automates repetitive tasks like building, testing, and deploying code, freeing up developers’ time to focus on more valuable activities.
  • Continuous Feedback Loop: CI/CD provides continuous feedback on code quality, performance, and user experience, enabling developers to make informed decisions for improvement.
  • Easy Rollback: CI/CD makes it easier to roll back to a previous version of the software in case of issues or bugs, minimizing the impact on users.
  • Scalability: CI/CD practices are highly scalable, allowing teams to handle increased workloads and adapt to changing business requirements.

9 Cons of CI/CD

  • Learning Curve: Implementing CI/CD requires a learning curve for developers and teams, as they need to understand the CI/CD pipeline and its associated tools.
  • Infrastructure Complexity: Setting up and maintaining the infrastructure for CI/CD, including build servers, test environments, and deployment pipelines, can be complex and time-consuming.
  • Increased Dependency on Automation: CI/CD heavily relies on automation tools and scripts. If these tools fail or are not properly maintained, it can disrupt the entire development process.
  • Initial Setup Effort: Implementing CI/CD requires an initial investment of time and effort to configure and integrate various tools and processes within the development workflow.
  • Resource Intensive: Running continuous integration and automated tests can consume significant computing resources, especially for large-scale projects.
  • Security Risks: CI/CD pipelines can be vulnerable to security risks if proper security measures are not implemented, potentially exposing sensitive data or allowing unauthorized access.
  • Cost of Tooling: Some CI/CD tools and services come with a cost, especially for enterprise-grade solutions, which can add to the overall project expenses.
  • Dependency on Third-Party Services: CI/CD often relies on third-party services for hosting code repositories, running builds, and deploying applications, which introduces dependencies outside of the organization’s control.
  • Organizational Resistance: Implementing CI/CD requires cultural and organizational changes, and some teams or stakeholders may resist the shift in development practices.

How and where is CI/CD used?

How and where
Case NameCase Description
Continuous IntegrationContinuous Integration (CI) is a development practice that enables developers to regularly merge their code changes into a shared repository. It helps to identify and address integration issues early in the development process, reducing the risk of conflicts and ensuring code stability. CI allows teams to automate the build, test, and deployment processes, resulting in faster and more reliable software delivery.
Automated TestingCI/CD enables the automation of testing processes, including unit tests, integration tests, and regression tests. By integrating automated testing into the CI/CD pipeline, developers can quickly detect and fix bugs, ensuring the quality of the software. Automated testing also allows for faster feedback loops, enabling developers to iterate and deliver updates at a rapid pace.
Release ManagementCI/CD streamlines the release management process by automating the deployment of software artifacts to different environments, such as development, staging, and production. It ensures consistent and predictable deployments, reducing the risk of human error and enabling faster time-to-market. Release management with CI/CD also provides the ability to roll back changes easily in case of issues or bugs.
Feature FlaggingFeature flagging is a technique used in CI/CD to control the release of features to specific user groups. By using feature flags, developers can gradually roll out new features, A/B test different functionalities, or enable/disable specific features based on user feedback. This approach provides flexibility and allows for continuous experimentation and improvement.
Infrastructure as CodeCI/CD promotes the use of infrastructure as code (IaC), where infrastructure configuration is managed through code. This approach allows for versioning, automated provisioning, and scaling of infrastructure resources. With IaC, developers can treat infrastructure changes as code changes, ensuring consistency, reproducibility, and scalability.
Microservices ArchitectureCI/CD is well-suited for microservices architecture, where applications are divided into small, independent services. CI/CD enables independent deployment and testing of each microservice, allowing teams to make changes and updates without impacting the entire system. This approach enhances scalability, fault isolation, and allows for rapid innovation.
ContainerizationCI/CD integrates well with containerization technologies like Docker and Kubernetes. By containerizing applications, developers can package software with its dependencies and ensure consistent execution across different environments. CI/CD pipelines can automate the building, testing, and deployment of containerized applications, enabling rapid and reliable software delivery.
Continuous MonitoringCI/CD facilitates continuous monitoring of applications and infrastructure, enabling teams to detect issues and gather performance metrics in real-time. With monitoring in place, developers can proactively address bottlenecks, optimize application performance, and ensure optimal user experience. Continuous monitoring also helps in identifying and resolving security vulnerabilities.
Rollback and RollforwardCI/CD enables easy rollback and rollforward of software changes. In case of issues or bugs, teams can quickly roll back to a previous working version, minimizing the impact on users. Conversely, if a critical bug fix or security patch is required, teams can roll forward to a newer version without requiring a full redeployment. This flexibility ensures faster recovery and minimizes downtime.
Collaboration and TransparencyCI/CD promotes collaboration and transparency within development teams. By having a centralized repository and automated processes, developers can easily share code, track changes, and collaborate on features. CI/CD pipelines provide visibility into the status of builds, tests, and deployments, enabling better coordination among team members and stakeholders.

What are top CI/CD instruments and tools?

Instruments and tools
  • Jenkins: Jenkins is one of the most widely used open-source CI/CD tools. It was first released in 2011 and has since gained popularity for its extensibility and large plugin ecosystem. Jenkins allows for easy integration with various development tools and supports a wide range of programming languages. It has a web-based interface for managing and monitoring build jobs, making it user-friendly and highly customizable.
  • Travis CI: Travis CI is a cloud-based CI/CD platform that focuses on simplicity and ease of use. It was launched in 2011 and has gained a strong following, especially in the open-source community. Travis CI integrates seamlessly with popular version control systems like GitHub and Bitbucket, making it a popular choice for many developers. It offers a range of features such as parallel testing, custom build environments, and easy integration with various deployment platforms.
  • CircleCI: CircleCI is a CI/CD platform that provides fast and scalable builds. It was founded in 2011 and has gained popularity for its ease of use and powerful capabilities. CircleCI supports a wide range of programming languages and offers features such as parallel testing, customizable workflows, and integration with popular tools like Docker. It also provides a user-friendly web interface for managing and monitoring build pipelines.
  • GitLab CI/CD: GitLab CI/CD is a built-in CI/CD solution provided by the GitLab platform. GitLab itself is a web-based Git repository manager and DevOps platform. The CI/CD component was introduced in 2016 and has since gained traction due to its seamless integration with the GitLab ecosystem. It offers features such as Docker container support, parallel and distributed testing, and easy deployment to various cloud platforms.
  • TeamCity: TeamCity is a CI/CD server developed by JetBrains. It was first released in 2006 and has become popular for its robustness and scalability. TeamCity supports a wide range of build configurations and has powerful features such as build chaining, build history, and build artifacts management. It integrates with various version control systems and provides extensive reporting and analysis capabilities.
  • Bamboo: Bamboo is a CI/CD server developed by Atlassian, the same company behind popular tools like Jira and Confluence. It was first released in 2007 and has gained popularity for its seamless integration with other Atlassian products. Bamboo offers features such as parallel builds, customizable workflows, and integration with various deployment platforms. It also provides a user-friendly web interface for managing build plans and monitoring build status.
  • GitHub Actions: GitHub Actions is a CI/CD platform provided by GitHub. It was launched in 2019 and has gained rapid adoption due to its tight integration with GitHub repositories. GitHub Actions allows developers to define custom workflows using YAML syntax and provides a wide range of actions for building, testing, and deploying applications. It also supports parallel and matrix builds, as well as easy integration with popular development tools and services.

TOP 14 Facts about CI/CD

Facts about
  • CI/CD stands for Continuous Integration/Continuous Deployment.
  • Continuous Integration is a software development practice that involves merging code changes from multiple developers into a shared repository frequently, allowing for early detection of integration issues.
  • Continuous Deployment is the process of automatically deploying software changes to production environments, enabling faster and more frequent releases.
  • CI/CD pipelines automate the building, testing, and deployment of software applications.
  • Implementing CI/CD helps reduce the risk of introducing bugs and increases the overall stability of software applications.
  • CI/CD pipelines enable developers to catch and fix integration issues early, which leads to faster delivery of new features and enhancements.
  • By automating the build and deployment processes, CI/CD pipelines save developers valuable time and effort, increasing their productivity.
  • CI/CD promotes collaboration among developers by providing a centralized platform for code integration and deployment.
  • CI/CD pipelines can be customized to fit the specific needs and requirements of different software projects.
  • CI/CD helps ensure that software applications are always in a releasable state, reducing the time and effort required for manual testing and verification.
  • CI/CD pipelines can integrate with various tools and services, such as version control systems, testing frameworks, and cloud platforms.
  • CI/CD pipelines facilitate the adoption of Agile and DevOps practices, enabling organizations to deliver software faster and with higher quality.
  • Implementing CI/CD can significantly improve the efficiency and reliability of software development processes, leading to increased customer satisfaction.
  • CI/CD pipelines help organizations achieve a faster time-to-market, allowing them to stay competitive in today’s rapidly evolving technology landscape.

TOP 10 CI/CD Related Technologies

Related Technologies
  • Programming Languages

    Programming languages are the foundation of any software development process. Popular languages for CI/CD include Python, Java, and JavaScript. Python is known for its simplicity and readability, making it a popular choice among developers. Java, on the other hand, is widely used in enterprise applications. JavaScript is essential for frontend development and is commonly used with frameworks like React and Angular.

  • Version Control Systems

    Version Control Systems (VCS) are crucial for managing code changes in CI/CD workflows. Git is the most widely used VCS due to its distributed nature, speed, and flexibility. It allows developers to collaborate effectively and track changes efficiently. Other popular VCS options include Mercurial and Subversion, but they are not as widely adopted as Git.

  • Continuous Integration Tools

    Continuous Integration (CI) tools automate the process of integrating code changes into a shared repository. Jenkins is one of the most popular CI tools, offering a wide range of plugins and integrations. Travis CI is another widely used option, particularly for open-source projects. CircleCI and GitLab CI/CD are also gaining popularity due to their ease of use and robust feature sets.

  • Containerization

    Containerization technologies, such as Docker and Kubernetes, have revolutionized software development and deployment. Docker allows developers to package applications and their dependencies into containers, providing consistent environments across different platforms. Kubernetes, on the other hand, orchestrates containerized applications, enabling efficient scaling and management.

  • Infrastructure as Code

    Infrastructure as Code (IaC) tools automate the provisioning and management of infrastructure resources. Terraform is a popular choice due to its declarative syntax and support for multiple cloud providers. Ansible is another widely used tool that focuses on configuration management and automation. Both tools enable developers to define infrastructure as code, increasing reproducibility and scalability.

  • Continuous Delivery/Deployment

    Continuous Delivery (CD) and Continuous Deployment (CD) tools enable automated deployment and release processes. Jenkins, mentioned earlier, is often used for CD as well. Other popular options include Spinnaker, which provides advanced deployment strategies, and AWS CodePipeline, a fully managed service for CI/CD workflows on the Amazon Web Services platform.

  • Monitoring and Logging

    Monitoring and logging tools are essential for ensuring the performance and stability of CI/CD pipelines. Prometheus is a popular open-source monitoring system that collects metrics and provides powerful querying capabilities. ELK Stack, consisting of Elasticsearch, Logstash, and Kibana, is widely used for centralized logging and analysis. These tools help identify and resolve issues quickly, improving the overall quality of software releases.

Soft skills of a CI/CD Developer

Soft skills

Soft skills are essential for a CI/CD Developer as they contribute to effective collaboration, problem-solving, and continuous improvement in the development and deployment process.


  • Effective Communication: Ability to clearly communicate ideas, issues, and solutions to team members and stakeholders.
  • Adaptability: Willingness to learn new technologies and methodologies, and quickly adapt to changing project requirements.
  • Teamwork: Collaborating effectively with team members to achieve project goals and deliver high-quality software.
  • Problem-solving: Identifying and resolving issues related to continuous integration, deployment, and delivery processes.
  • Attention to Detail: Paying close attention to small details to ensure accurate and error-free deployment of software.


  • Leadership: Demonstrating leadership skills by taking ownership of tasks, guiding junior team members, and coordinating efforts within the CI/CD pipeline.
  • Time Management: Efficiently managing time and prioritizing tasks to meet project deadlines and deliverables.
  • Conflict Resolution: Resolving conflicts and managing disagreements within the team to maintain a positive and productive work environment.
  • Continuous Learning: Proactively seeking opportunities to enhance knowledge and skills related to CI/CD tools and practices.
  • Critical Thinking: Applying analytical thinking to evaluate complex problems and devise innovative solutions within the CI/CD process.
  • Documentation: Creating clear and concise documentation for CI/CD processes, configurations, and best practices.
  • Quality Assurance: Ensuring the quality of software deployments through thorough testing and validation.


  • Mentorship: Mentoring and guiding junior and middle-level developers to enhance their skills and contribute effectively to the CI/CD pipeline.
  • Strategic Thinking: Developing strategies and roadmaps for optimizing CI/CD processes and improving efficiency and scalability.
  • Risk Management: Identifying potential risks and implementing measures to mitigate them, ensuring smooth and reliable software deployments.
  • Stakeholder Management: Effectively managing relationships with stakeholders, understanding their requirements, and aligning CI/CD processes accordingly.
  • Continuous Integration and Deployment Improvement: Driving the continuous improvement of CI/CD processes through automation, optimization, and adoption of industry best practices.
  • Technical Leadership: Providing technical guidance and expertise to the team, resolving complex technical challenges, and making informed decisions.
  • Project Management: Managing CI/CD projects, including planning, resource allocation, and tracking progress to ensure successful delivery.

Expert/Team Lead

  • Innovation: Driving innovation within the CI/CD pipeline, exploring new tools, technologies, and approaches to improve efficiency and effectiveness.
  • Collaboration: Facilitating collaboration between development, operations, and other stakeholders to foster a DevOps culture and optimize CI/CD processes.
  • Performance Optimization: Analyzing and optimizing the performance of CI/CD pipelines to ensure fast and reliable software deployments.
  • Enterprise-level CI/CD: Implementing CI/CD practices at an enterprise level, considering scalability, security, and compliance requirements.
  • Change Management: Managing organizational change related to CI/CD adoption, facilitating smooth transitions and minimizing disruptions.
  • Continuous Delivery Strategy: Developing and implementing strategies for enabling continuous delivery of software, reducing time-to-market, and increasing customer satisfaction.
  • Cross-functional Leadership: Leading cross-functional teams and collaborating with other departments to align CI/CD efforts with overall business objectives.
  • Industry Knowledge: Staying up-to-date with the latest industry trends, tools, and practices related to CI/CD and applying them effectively in the development process.
  • Business Acumen: Understanding the business context and translating it into CI/CD strategies that align with organizational goals and objectives.
  • Problem-solving at Scale: Solving complex problems and challenges related to large-scale CI/CD implementations, considering factors such as distributed teams, multiple environments, and diverse technologies.
  • Continuous Improvement Culture: Cultivating a culture of continuous improvement within the team and organization, fostering a mindset of learning, experimentation, and innovation.

Let’s consider Difference between Junior, Middle, Senior, Expert/Team Lead developer roles.

Seniority NameYears of experienceResponsibilities and activitiesAverage salary (USD/year)
Junior0-2 yearsAssisting in the development of software applications, debugging and troubleshooting code, learning and implementing coding best practices, collaborating with team members under supervision, participating in code reviews, and working on smaller, less complex tasks.$50,000 – $70,000
Middle2-5 yearsDesigning and implementing software solutions, writing and maintaining code, collaborating with teammates on larger projects, participating in code reviews, resolving technical issues, and providing guidance to junior developers. They are capable of working on more complex tasks with minimal supervision.$70,000 – $90,000
Senior5-10 yearsLeading and managing software development projects, designing and architecting solutions, mentoring and providing guidance to junior and mid-level developers, conducting code reviews, resolving complex technical issues, and ensuring high-quality code delivery. They have extensive experience in their field and possess strong problem-solving skills.$90,000 – $120,000
Expert/Team Lead10+ yearsLeading and managing teams of developers, overseeing the entire software development process, making strategic technical decisions, collaborating with stakeholders, providing technical guidance and mentorship, ensuring high-quality code delivery, and taking responsibility for the success of the project. They possess advanced technical knowledge and have a proven track record of delivering successful projects.$120,000 – $150,000+

Cases when CI/CD does not work

Does not work
  1. Lack of automation: One of the main reasons why CI/CD may not work effectively is the absence of automation. CI/CD heavily relies on automated processes for building, testing, and deploying software. If these processes are not properly automated or if manual intervention is required at various stages, it can slow down the CI/CD pipeline and decrease its efficiency.
  2. Complex software architecture: CI/CD works best for software projects with a simple and modular architecture. However, if the software has a highly complex architecture with interdependencies between different components, it can make the CI/CD pipeline more challenging to implement. The complexity can introduce additional risks and increase the likelihood of failures during the CI/CD process.
  3. Insufficient test coverage: CI/CD relies on a comprehensive suite of tests to validate the changes made to the software. If the test coverage is inadequate or if there are gaps in the test suite, it can result in undetected bugs or regressions being deployed to production. This can undermine the effectiveness of CI/CD and lead to a higher number of issues in the software.
  4. Limited resources: CI/CD requires a certain level of infrastructure and resources to support the continuous integration, testing, and deployment processes. If an organization has limited resources or outdated infrastructure, it may not be able to fully leverage the benefits of CI/CD. Limited resources can lead to slower build and test times, which can impact the overall efficiency of the CI/CD pipeline.
  5. Poorly defined deployment pipeline: A well-defined deployment pipeline is crucial for the success of CI/CD. If the deployment pipeline is not properly structured or lacks clear guidelines and best practices, it can result in deployment failures, inconsistencies, and delays. Without a well-defined pipeline, it becomes difficult to achieve the desired level of automation and continuous delivery.
  6. Regulatory or compliance requirements: In certain industries or organizations that have strict regulatory or compliance requirements, the implementation of CI/CD can be more challenging. Compliance regulations often involve rigorous testing and approval processes, which can slow down the CI/CD pipeline. Meeting these requirements while maintaining the speed and agility of CI/CD can be a complex task.
  7. Legacy systems and dependencies: Legacy systems and dependencies can pose challenges when implementing CI/CD. Older systems may lack the necessary infrastructure or tooling to support CI/CD practices. Additionally, dependencies on external systems or third-party APIs can introduce complexities and potential points of failure in the CI/CD pipeline.
  8. Organizational resistance to change: CI/CD is not just a technical practice; it requires a cultural shift within an organization. Resistance to change from team members, management, or stakeholders can hinder the successful implementation of CI/CD. Without buy-in and support from the entire organization, it can be difficult to fully adopt and benefit from CI/CD practices.

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