AWS DevOps Engineer Certifications

Explore the top AWS DevOps Engineer certifications that are important to a successful career.

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Getting Certified as a AWS DevOps Engineer

In the rapidly evolving world of cloud computing, AWS DevOps Engineers stand at the forefront of innovation and efficiency, driving the seamless integration of development and operations. Certifications in this domain serve as a testament to a professional's technical prowess and a commitment to mastering the complexities of AWS services.

This guide offers a comprehensive overview of the certifications that can catapult your career as an AWS DevOps Engineer, providing you with the insights needed to navigate the landscape of credentials. By understanding the significance and strategic value of these certifications, you can make informed decisions that align with your professional growth and the ever-changing demands of the tech industry.

Top AWS DevOps Engineer Certifications

AWS Certified Solutions Architect – Associate
Amazon Web Services (AWS)
AWS Certified DevOps Engineer – Professional
Amazon Web Services (AWS)
AWS Certified Developer – Associate
Amazon Web Services (AWS)
AWS Certified Data Analytics – Specialty
Amazon Web Services (AWS)
AWS Certified Database – Specialty
Amazon Web Services (AWS)
AWS Certified Cloud Practitioner
Amazon Web Services (AWS)
AWS Certified Solutions Architect – Associate
Amazon Web Services (AWS)
AWS Certified SysOps Administrator – Associate
Amazon Web Services (AWS)
AWS Certified Security – Specialty
Amazon Web Services (AWS)
AWS Certified Advanced Networking – Specialty
Amazon Web Services (AWS)

Best AWS DevOps Engineer Certifications

AWS Certified Solutions Architect – Associate

Certification Provider
Amazon Web Services (AWS)
Best For
Solutions Architect, Cloud Architect, Systems Engineer with AWS experience, DevOps Engineer, IT Project Manager with cloud focus, Software Developer with cloud architecture interests
Description
The AWS Certified Solutions Architect – Associate certification is a globally recognized credential offered by Amazon Web Services (AWS). It validates an individual's expertise in designing scalable, elastic, secure, and cost-effective systems on the AWS platform. This certification focuses on architectural principles and services of AWS, including IAM, VPC, EC2, and S3. Candidates will demonstrate their ability to design and deploy robust applications on AWS technologies, making it ideal for those seeking roles as solutions architects. It involves a combination of multiple-choice questions and hands-on labs to assess practical skills.
Includes Certification
Yes
Time to Complete
120 hours
Price
$150
Prerequisites
  • At least one year of hands-on experience with AWS, including using compute, networking, storage, and database AWS services
  • Experience with AWS deployment and management services
  • Understanding of basic architectural principles of building on the AWS Cloud
  • Ability to identify and define technical requirements for an AWS-based application
  • Knowledge of best practices for building secure and reliable applications on the AWS platform
  • Familiarity with a scripting language, AWS CLI, and AWS SDKs

    • AWS Certified DevOps Engineer – Professional

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    DevOps Engineers, Cloud Engineers, Software Engineers with DevOps focus, AWS Cloud Architects, Systems Engineers with AWS experience, Site Reliability Engineers (SREs)
    Description
    The AWS Certified DevOps Engineer – Professional certification validates technical expertise in provisioning, operating, and managing distributed application systems on the AWS platform. It focuses on continuous delivery (CD) and the automation of processes, two fundamental concepts in the DevOps movement. Candidates will demonstrate their ability to implement and manage continuous delivery systems, automate security controls, and monitor and log systems on AWS. This certification is ideal for individuals who play a role in DevOps engineering and seek to improve their skills in AWS services and best practices.
    Includes Certification
    Yes
    Time to Complete
    80 hours
    Price
    $300
    Prerequisites
  • Two or more years of experience provisioning, operating, and managing AWS environments
  • Experience developing code in at least one high-level programming language
  • Understanding of modern development and operations processes and methodologies
  • Ability to automate the deployment and configuration of infrastructure using AWS services and tools
  • Experience with continuous integration and continuous delivery (CI/CD) methodologies and tools
  • Passing the AWS Certified Developer – Associate or AWS Certified SysOps Administrator – Associate exam is recommended, but not required

    • AWS Certified Developer – Associate

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Software Developers, Cloud Application Developers, AWS Cloud Engineers, Full Stack Developers, DevOps Engineers, Backend Developers with cloud experience
    Description
    The AWS Certified Developer – Associate certification validates technical expertise in developing and maintaining applications on the Amazon Web Services platform. Aimed at individuals with one or more years of hands-on experience, it covers core AWS services, uses, and basic AWS architecture best practices. Candidates will demonstrate their ability to design, deploy, and debug cloud-based applications using AWS, ensuring a strong foundation for building secure and reliable cloud solutions.
    Includes Certification
    Yes
    Time to Complete
    80-120 hours
    Price
    $150
    Prerequisites
  • At least one year of hands-on experience in developing and maintaining AWS-based applications
  • Proficiency in at least one high-level programming language
  • Understanding of core AWS services, uses, and basic AWS architecture best practices
  • Ability to write code for serverless applications using AWS services
  • Experience with the AWS CLI, AWS APIs, AWS CloudFormation templates, the AWS Billing Console, and the AWS Management Console
  • Knowledge of the application lifecycle management, and ability to use a CI/CD pipeline to deploy applications on AWS

    • AWS Certified Data Analytics – Specialty

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Data Analysts, Business Intelligence Analysts, Data Engineers, Data Architects, AWS Solutions Architects with data focus, Big Data Specialists
    Description
    The AWS Certified Data Analytics – Specialty certification validates an individual's expertise in using AWS services to design, build, secure, and maintain analytics solutions. It focuses on defining AWS data analytics services and understanding how they integrate with one another. Candidates are tested on their ability to leverage best practices to architect and optimize data analytics solutions, demonstrating a deep understanding of how to process, store, and analyze vast data sets on the AWS platform. This certification is ideal for data professionals seeking to showcase their skills in the AWS cloud environment.
    Includes Certification
    Yes
    Time to Complete
    80-120 hours
    Price
    $300
    Prerequisites
  • At least two years of hands-on experience working with AWS data analytics services.
  • Familiarity with AWS services, including the ability to design, build, secure, and maintain analytics solutions.
  • Understanding of data analytics concepts and architecture, including data collection, ingestion, storage, processing, and visualization.
  • Experience with AWS security practices and compliance requirements.
  • Ability to define and architect AWS data analytics services and understand how they integrate with each other.
  • Passing the AWS Certified Data Analytics – Specialty exam (DAS-C01).

    • AWS Certified Database – Specialty

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Database Administrator, Database Architect, Solutions Architect with database focus, Data Engineer, Cloud Infrastructure Engineer, IT Professional with database specialization
    Description
    The AWS Certified Database – Specialty certification validates an individual's expertise in the breadth of AWS database services and their ability to design, recommend, and maintain optimal database solutions. Aimed at professionals with a background in database technologies, this certification focuses on AWS database services, migration, deployment, access, security, and troubleshooting. It requires a deep understanding of database concepts, including the operational aspects of running and scaling databases in AWS.
    Includes Certification
    Yes
    Time to Complete
    80 hours
    Price
    $300
    Prerequisites
  • At least two years of experience working with on-premises and AWS Cloud-based relational and NoSQL databases.
  • Hands-on experience and knowledge of AWS database services, database design, migration, deployment, management, and troubleshooting.
  • Familiarity with AWS database services such as Amazon RDS, Amazon DynamoDB, Amazon Redshift, AWS Database Migration Service, and Amazon DocumentDB.
  • Understanding of the core AWS services and AWS architecture best practices.
  • Ability to identify and define technical requirements for an AWS-based database application.
  • Experience with database security and compliance, data encryption, backup and recovery, and performance optimization in AWS.

    • AWS Certified Cloud Practitioner

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Entry-Level IT Professionals, Technical Sales Associates, Project Managers with a focus on IT or cloud projects, Business Analysts interested in cloud technology, Non-technical roles requiring cloud familiarity (such as procurement & finance), Marketing Professionals in cloud services companies
    Description
    The AWS Certified Cloud Practitioner certification is a foundational credential offered by Amazon Web Services that validates an individual's overall understanding of the AWS Cloud. It covers essential AWS concepts, basic infrastructure, key services, security, and compliance aspects, as well as pricing and support. Designed for individuals with an understanding of the AWS platform, this certification is ideal for those looking to demonstrate cloud fluency and contribute to cloud-driven projects. It serves as a stepping stone for more specialized AWS certifications and is suitable for a diverse range of professionals, from technical to managerial roles.
    Includes Certification
    Yes
    Time to Complete
    20-30 hours
    Price
    $100
    Prerequisites
  • No formal prerequisites are required to take the AWS Certified Cloud Practitioner exam.
  • Recommended to have at least six months of exposure to AWS Cloud in any role, including technical, managerial, sales, purchasing, or financial.
  • Applicants should have a basic understanding of IT services and their uses in the AWS Cloud platform.
  • Knowledge of core AWS services, use cases, billing and pricing models, security concepts, and how cloud impacts your business is beneficial.
  • Before taking the exam, AWS recommends completing the AWS Cloud Practitioner Essentials course or equivalent training.
  • Registration for the exam through the AWS Certification website is required, with the option to take the exam online or at a testing center.

    • AWS Certified Solutions Architect – Associate

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Solutions Architect, Cloud Architect, Systems Engineer with cloud focus, DevOps Engineer, IT Project Manager with AWS projects, Software Developer with cloud architecture responsibilities
    Description
    The AWS Certified Solutions Architect – Associate certification is a globally recognized credential offered by Amazon Web Services (AWS) that validates an individual's expertise in designing scalable, elastic, secure, and cost-effective systems on the AWS platform. This certification focuses on creating robust solutions using architectural design principles based on customer requirements. Candidates will demonstrate their ability to deploy and manage applications on AWS technologies, ensuring they are versed in AWS best practices and the latest cloud innovations.
    Includes Certification
    Yes
    Time to Complete
    80-120 hours
    Price
    $150
    Prerequisites
  • At least one year of hands-on experience with AWS, including using compute, networking, storage, and database AWS services
  • Experience with AWS deployment and management services
  • Understanding of basic architectural principles of building on the AWS Cloud
  • Ability to identify and define technical requirements for an AWS-based application
  • Knowledge of best practices for building secure and reliable applications on the AWS platform
  • Familiarity with a scripting language, AWS CLI, or the AWS SDKs

    • AWS Certified SysOps Administrator – Associate

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    System Administrators, DevOps Engineers, Cloud Operations Engineers, IT Managers with AWS experience, Network Administrators with cloud focus, Security Engineers with AWS expertise
    Description
    The AWS Certified SysOps Administrator – Associate certification validates technical expertise in deployment, management, and operations on AWS. Aimed at system administrators and those in a DevOps role, it requires proficiency in managing scalable, highly available systems. Candidates should understand AWS cloud best practices and be skilled in data transfer, security, and disaster recovery. This certification involves a combination of multiple-choice questions and hands-on practical scenarios to assess AWS knowledge and skills.
    Includes Certification
    Yes
    Time to Complete
    80-120 hours
    Price
    $150
    Prerequisites
  • At least one year of hands-on experience with AWS technology, including using compute, networking, storage, and database AWS services.
  • Experience with AWS deployment and management services.
  • Ability to identify and define technical requirements for an AWS-based application.
  • Understanding of the AWS tenets – architecting for the cloud.
  • Hands-on experience with the AWS CLI and SDKs/API tools.
  • Understanding of network technologies as they relate to AWS.
  • Understanding of security concepts with hands-on experience in implementing security controls and compliance requirements.

    • AWS Certified Security – Specialty

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Cloud Security Engineer, Security Architect, Systems Engineer with security focus, DevSecOps Engineer, IT Security Consultant, Compliance Analyst
    Description
    The AWS Certified Security – Specialty certification validates an individual's expertise in securing the AWS platform. It focuses on areas such as data protection, infrastructure security, incident response, and understanding of AWS security services and features. Candidates will demonstrate their ability to design and implement secure solutions on AWS, ensuring the integrity and security of data and resources. This certification is ideal for security professionals seeking to prove their skills in the cloud security landscape.
    Includes Certification
    Yes
    Time to Complete
    80 hours
    Price
    $300
    Prerequisites
  • At least two years of hands-on experience securing AWS workloads.
  • A minimum of five years of IT security experience designing and implementing security solutions.
  • Understanding of specialized data classifications and AWS data protection mechanisms.
  • Knowledge of data encryption methods and AWS mechanisms to implement them.
  • Experience with AWS security services and features of services to provide a secure production environment.
  • Competency gained from practical experience with AWS security best practices and understanding of security operations.

    • AWS Certified Advanced Networking – Specialty

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Network Architect, Senior Network Engineer, Cloud Solutions Architect, AWS Cloud Infrastructure Engineer, Network Operations Manager, Cloud Security Specialist
    Description
    The AWS Certified Advanced Networking – Specialty certification validates an individual's expertise in designing and implementing AWS and hybrid IT network architectures at scale. This credential is aimed at professionals who perform complex networking tasks, focusing on areas such as design, development, and deployment of cloud-based solutions, as well as network optimization and security. Candidates should have a deep understanding of AWS networking concepts and technologies, making this certification ideal for network engineers seeking to demonstrate their advanced skills in the AWS ecosystem.
    Includes Certification
    Yes
    Time to Complete
    80 hours
    Price
    $300
    Prerequisites
  • Minimum of two years of hands-on experience designing and deploying cloud architecture on AWS.
  • Experience with AWS networking concepts and technologies, including VPC, Direct Connect, VPN, and Route 53.
  • Understanding of network technologies as they relate to AWS, such as DNS, TCP/IP, and firewalls.
  • Advanced knowledge of AWS security services and features of services to provide a secure production environment.
  • Ability to leverage tools to automate AWS networking tasks.
  • Recommended to have previously earned AWS Certified Cloud Practitioner or a current Associate-level certification (AWS Certified Solutions Architect - Associate, AWS Certified Developer - Associate, or AWS Certified SysOps Administrator - Associate).

    • AWS Certified Machine Learning – Specialty

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    Data Scientists, Machine Learning Engineers, AI/ML Specialists, Cloud Solutions Architects with ML focus, Big Data Specialists with ML expertise, Software Developers with ML/AI projects experience
    Description
    The AWS Certified Machine Learning – Specialty certification validates an individual's expertise in designing, implementing, and maintaining machine learning (ML) solutions for a range of business problems. It assesses the candidate's ability to select and justify the appropriate ML approach, work with AWS services to develop and deploy scalable, cost-effective ML solutions, and ensure data security and privacy. This certification is ideal for professionals seeking to demonstrate their skills in ML and AI on the AWS cloud platform.
    Includes Certification
    Yes
    Time to Complete
    80 hours
    Price
    $300
    Prerequisites
  • At least two years of hands-on experience developing, architecting, or running machine learning/deep learning workloads on the AWS Cloud
  • Familiarity with basic machine learning and deep learning frameworks and practices
  • Understanding of AWS services relevant to machine learning, such as Amazon S3, Amazon SageMaker, AWS Lambda, and Amazon Elastic Compute Cloud (EC2)
  • Ability to express the intuition behind basic ML algorithms and to perform basic hyperparameter optimization
  • Ability to implement ML and deep learning frameworks
  • Experience with ML and deep learning frameworks

    • AWS Certified DevOps Engineer – Professional

    Certification Provider
    Amazon Web Services (AWS)
    Best For
    DevOps Engineers, Cloud Engineers, Site Reliability Engineers, Systems Administrators with DevOps experience, AWS Cloud Architects, Software Developers with AWS experience
    Description
    The AWS Certified DevOps Engineer – Professional certification validates technical expertise in provisioning, operating, and managing distributed application systems on the AWS platform. Aimed at experienced DevOps professionals, this certification covers automation of processes, continuous delivery, monitoring, and logging, with a strong emphasis on the principles and methodologies of the DevOps philosophy. Candidates will demonstrate their ability to design and manage tools that enable automated deployment and infrastructure updates, ensuring high-availability and secure, scalable operations.
    Includes Certification
    Yes
    Time to Complete
    80-120 hours
    Price
    $300
    Prerequisites
  • Two or more years of experience provisioning, operating, and managing AWS environments
  • Experience developing code in at least one high-level programming language
  • Understanding of modern development and operations processes and methodologies
  • Experience with automation and management of AWS infrastructure and services
  • Ability to implement and manage continuous delivery systems and methodologies on AWS
  • Ability to implement and automate security controls, governance processes, and compliance validation

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    Benefits of Having a AWS DevOps Engineer Certification

    Professional Validation and Recognition: Achieving an AWS DevOps Engineer certification is a powerful endorsement of your technical abilities and expertise in the AWS platform. It demonstrates to employers, clients, and colleagues that you have undergone rigorous training and have mastered the skills necessary to implement and manage continuous delivery systems and methodologies on AWS. This recognition can significantly enhance your professional stature within the DevOps community.

    Comprehensive Skill Enhancement: The process of becoming certified requires a deep dive into the full spectrum of AWS DevOps tools and practices. This not only broadens your existing skill set but also ensures that you are adept at leveraging AWS services to develop, deploy, and maintain applications. The certification curriculum is designed to keep you at the forefront of the industry's best practices and technological advancements.

    Career Growth and Advancement: Holding an AWS DevOps Engineer certification can be a key differentiator in the job market, setting you apart from the competition. It can lead to better job prospects, higher earning potential, and greater opportunities for career advancement. Employers often prefer or require certification for certain roles, recognizing it as a mark of a candidate's commitment to professional growth and their ability to take on higher levels of responsibility.

    Access to a Global Network and Resources: By earning an AWS DevOps Engineer certification, you gain access to an exclusive community of AWS-certified professionals. This network can be an invaluable resource for sharing knowledge, solving complex problems, and discovering new opportunities. Additionally, AWS provides certified individuals with additional resources, such as whitepapers, webinars, and workshops, to continue their learning and stay updated with the latest AWS developments.

    Increased Confidence and Credibility: Certification instills confidence by affirming that your skills are current and in line with industry standards. It also provides a credible benchmark for your expertise, which can be reassuring to clients and employers who depend on your ability to manage and optimize AWS environments effectively. With an AWS DevOps Engineer certification, you can confidently contribute to your team and projects, knowing that your certification is a reflection of your capabilities and dedication to excellence.

    How to Choose the Best AWS DevOps Engineer Certification

    Selecting the right certification as an AWS DevOps Engineer is a strategic move that can significantly enhance your expertise and marketability in the cloud computing domain. With the plethora of certifications available, it's essential to choose one that not only validates your technical skills but also aligns with your professional development goals. This section is dedicated to guiding you through the process of evaluating and selecting certifications that will not only augment your current skill set but also support your progression in the dynamic field of AWS DevOps.
    • Assess Role-Specific Knowledge: Evaluate certifications based on the specific AWS DevOps role you are targeting. If you're looking to specialize in infrastructure as code (IaC), seek out certifications that delve deeply into tools like AWS CloudFormation and Terraform. Conversely, if your focus is on continuous integration and deployment (CI/CD), prioritize certifications that emphasize mastery in AWS CodePipeline and CodeBuild.
    • Consider Certification Levels: AWS offers certifications at different levels – Foundational, Associate, and Professional. Begin with a foundational certification if you're new to AWS, and progressively work your way up. For experienced DevOps engineers, a Professional level certification like the AWS Certified DevOps Engineer – Professional can be a game-changer, demonstrating an advanced understanding of automation, operations, and management on AWS.
    • Industry Demand and Specialization: Research the market demand for specific AWS certifications. Certifications in high demand can open more doors and may lead to better job prospects. Additionally, consider if you want to develop a niche expertise, such as security with the AWS Certified Security – Specialty, which can set you apart in the field of DevOps.
    • Training Resources and Support: Look into the training and resources available for each certification. AWS provides a wealth of documentation, whitepapers, and training programs. Choose a certification with ample resources that suit your learning style, whether it be self-paced online courses, instructor-led training, or hands-on labs.
    • Recertification and Continuing Education: Understand the recertification policies and continuing education opportunities associated with each certification. AWS certifications are valid for three years, after which you must recertify to demonstrate continued expertise. Opt for certifications that offer clear paths for ongoing learning and professional growth.

    Preparing for Your AWS DevOps Engineer Certification

    Embarking on the journey to earn an AWS DevOps Engineer certification is a significant step towards advancing your career in the realm of cloud services and infrastructure management. This certification not only validates your technical skills but also demonstrates your commitment to professional growth in the dynamic field of DevOps. As you prepare for this challenge, it's crucial to approach your studies with a strategic mindset, ensuring that you not only pass the exam but also acquire skills that will have a tangible impact on your work. Here's how to gear up for success:

    Understand the Certification Landscape: Before you begin, get a solid grasp of what the AWS DevOps Engineer certification entails. Understand the domains covered, the format of the exam, and the prerequisites. This will help you appreciate the breadth and depth of knowledge required, allowing you to tailor your preparation accordingly. Familiarize yourself with the AWS Certified DevOps Engineer – Professional (DOP-C01) exam guide and the specific competencies it assesses.

    Develop a Comprehensive Study Plan: Craft a study plan that encompasses all the domains of the AWS DevOps Engineer certification exam. Allocate dedicated time slots for focused study, ensuring you systematically address each domain. Use a mix of resources such as AWS documentation, whitepapers, online courses, and practice labs. Incorporate regular intervals for revision and self-assessment to track your progress and reinforce your understanding.

    Leverage AWS Resources: Take full advantage of the plethora of resources provided by AWS. Engage with the AWS Training and Certification portal, participate in AWS Hands-On Labs, and explore the AWS Well-Architected Framework. These resources provide invaluable insights and practical experience that are crucial for both the exam and real-world application.

    Join a Community of Peers: Connect with other aspiring AWS DevOps Engineers by joining study groups, forums, and local AWS meetups. Sharing knowledge and experiences can provide motivation, diverse perspectives, and problem-solving techniques. Engaging with a community can also help you stay updated on the latest AWS features and best practices.

    Simulate Real-World Scenarios: As you study, continuously apply your knowledge to real-world scenarios. This could involve setting up CI/CD pipelines, automating infrastructure deployments, or configuring monitoring and logging solutions on AWS. The hands-on experience will not only solidify your understanding but also give you the confidence to implement DevOps practices effectively in a professional setting.

    Practice with Mock Exams: Test your readiness by taking mock exams that simulate the actual certification test environment. This will help you get comfortable with the question format and time constraints. Analyze your performance on these practice tests to identify areas that need further study or clarification.

    By following these steps, you'll be well on your way to not just earning your AWS DevOps

    Certification FAQs for AWS DevOps Engineers

    Is getting a AWS DevOps Engineer certification worth it?

    The AWS DevOps Engineer certification can be a valuable asset, particularly for those looking to establish or advance their career in cloud infrastructure and automation. For newcomers, it offers structured learning and validation of essential DevOps principles and AWS-specific tools, enhancing employability in a growing market.

    Experienced engineers may find the certification a way to benchmark their skills, stay abreast of the latest AWS features, and signal to employers a dedication to professional growth. While not a substitute for hands-on experience, the certification can serve as a powerful complement, potentially unlocking higher-level opportunities and demonstrating expertise in a field where AWS services are widely used.

    Do you need a certification to get a job as a AWS DevOps Engineer?

    While a certification is not strictly required to become an AWS DevOps Engineer, it can significantly bolster your job prospects. AWS certifications, such as the AWS Certified DevOps Engineer – Professional, validate your technical expertise and understanding of AWS services, which is highly regarded in the industry.

    Employers often look for candidates with a mix of hands-on experience and certifications that prove their skills in a competitive job market. If you're new to DevOps or AWS, a certification can demonstrate your commitment to the role and your proactive learning attitude. For seasoned professionals, it can help in staying current with best practices and emerging technologies within the AWS ecosystem.

    Can AWS DevOps Engineer certifications help pivoters make the transition into Dev & Engineering from another career path?

    Yes, AWS DevOps Engineer certifications can be a significant asset for those transitioning from a different career path into DevOps. These certifications validate an individual's expertise in using AWS services to automate, monitor, and manage applications. They offer structured learning on essential tools and practices, which is crucial for those without a traditional DevOps background. By showcasing a recognized credential, career pivoters can prove their dedication to mastering the DevOps discipline and their ability to handle AWS environments, making them more competitive candidates in the job market.
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