Location: Glasgow Duration: 31/12/2026 Days on site: 2-3 MUST BE PAYE THROUGH UMBRELLA Role Description: We are currently migrating our data pipelines from AWS to Databricks, and are seeking a Senior Databricks Engineer to lead and contribute to this transformation. This is a hands-on engineering role focused on designing, building, and optimizing … scalable data solutions using the Databricks platform. Key Responsibilities: • Lead the migration of existing AWS-based data pipelines to Databricks. • Design and implement scalable data engineering solutions using Apache Spark on Databricks. • Collaborate with cross-functional teams to understand data requirements and translate them into efficient pipelines. • Optimize performance and cost-efficiency of Databricks workloads. • Develop and maintain … Have Skills: • Strong hands-on experience with Databricks and Apache Spark (preferably PySpark). • Proven track record of building and optimizing data pipelines in cloud environments. • Experience with AWS services such as S3, Glue, Lambda, Step Functions, Athena, IAM, and VPC. • Proficiency in Python for data engineering tasks. • Familiarity with GitLab for version control and CI/CD. More ❯
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: 120,000 - 150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. Youll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If youre passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an opportunity to … make a real impact. What youll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture patterns. Play a More ❯
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: £120,000 - £150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. You’ll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If you’re passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an … opportunity to make a real impact. What you’ll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture More ❯
City of London, London, United Kingdom Hybrid / WFH Options
EMBS Technology
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: £120,000 - £150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. You’ll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If you’re passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an … opportunity to make a real impact. What you’ll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture More ❯
london, south east england, united kingdom Hybrid / WFH Options
EMBS Technology
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: £120,000 - £150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. You’ll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If you’re passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an … opportunity to make a real impact. What you’ll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture More ❯
london (city of london), south east england, united kingdom Hybrid / WFH Options
EMBS Technology
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: £120,000 - £150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. You’ll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If you’re passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an … opportunity to make a real impact. What you’ll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture More ❯
slough, south east england, united kingdom Hybrid / WFH Options
EMBS Technology
AWS Solutions Architect Location: London or within commuting distance (around 1 hour) Salary: £120,000 - £150,000 base + bonus A leading global technology consultancy is looking for an experienced AWS Solutions Architect to play a senior role in shaping cloud strategy and delivery across large-scale transformation programmes. This is a hands-on, strategic role … for someone who thrives at the intersection of technology, architecture, and leadership. You’ll be responsible for designing AWS cloud solutions, leading DevOps initiatives, and guiding enterprise migrations - while collaborating with senior stakeholders across both technical and commercial teams. If you’re passionate about cloud innovation and enjoy solving complex challenges in large-scale environments, this is an … opportunity to make a real impact. What you’ll do Lead the design and delivery of AWS-based cloud architectures across migration, DevOps, and application modernisation projects. Drive the development of internal AWS capabilities, ensuring best practices and high standards of technical delivery. Oversee cloud design efforts based on industry frameworks and best-in-class architecture More ❯
Swansea, West Glamorgan, United Kingdom Hybrid / WFH Options
Inspire People
cycle of your products from design to deployment and beyond. Working across a wide range of systems and environments, you'll design, build and operate cloud infrastructure on AWS and/or Azure, ensuring it is robust, scalable and secure. You'll also support application teams in building modern, cloud-first services that handle millions of transactions every … countryside. DVLA love exploring new tools and choosing the best fit for the job. Here are just a few of the technologies you'll be working with: EKS & AWS Lambda (Node.js) - powering our services OrgFormation - managing our AWS landing zone Instana - monitoring everything that matters ArgoCD - deploying our applications with ease Azure EntraID - managing identities securely … Elastic - shipping and analysing logs CloudFormation & Terraform - infrastructure as code PagerDuty - keeping us alert and responsive Responsibilities Promote knowledge sharing and adoption of good practice. Work with technical architects to translate the architectural designs into operations and support technical architects in operationalising the designs. Lead and direct infrastructure specialist teams in building, managing, supporting, and maintaining solutions according More ❯
gorseinon, swansea, united kingdom Hybrid / WFH Options
Inspire People
lifecycle of your products from design to deployment and beyond. Working across a wide range of systems and environments, you'll design, build and operate cloud infrastructure on AWS and/or Azure, ensuring it is robust, scalable and secure. You'll also support application teams in building modern, cloud-first services that handle millions of transactions every … countryside. DVLA love exploring new tools and choosing the best fit for the job. Here are just a few of the technologies you'll be working with: EKS & AWS Lambda (Node.js) - powering our services OrgFormation - managing our AWS landing zone Instana - monitoring everything that matters ArgoCD - deploying our applications with ease Azure EntraID - managing identities securely … Elastic - shipping and analysing logs CloudFormation & Terraform - infrastructure as code PagerDuty - keeping us alert and responsive Responsibilities Promote knowledge sharing and adoption of good practice. Work with technical architects to translate the architectural designs into operations and support technical architects in operationalising the designs. Lead and direct infrastructure specialist teams in building, managing, supporting, and maintaining solutions according More ❯
Swansea, Neath Port Talbot, Wales, United Kingdom Hybrid / WFH Options
Inspire People
lifecycle of your products from design to deployment and beyond. Working across a wide range of systems and environments, you'll design, build and operate cloud infrastructure on AWS and/or Azure, ensuring it is robust, scalable and secure. You'll also support application teams in building modern, cloud-first services that handle millions of transactions every … countryside. DVLA love exploring new tools and choosing the best fit for the job. Here are just a few of the technologies you'll be working with: EKS & AWS Lambda (Node.js) - powering our services OrgFormation - managing our AWS landing zone Instana - monitoring everything that matters ArgoCD - deploying our applications with ease Azure EntraID - managing identities securely … Elastic - shipping and analysing logs CloudFormation & Terraform - infrastructure as code PagerDuty - keeping us alert and responsive Responsibilities Promote knowledge sharing and adoption of good practice. Work with technical architects to translate the architectural designs into operations and support technical architects in operationalising the designs. Lead and direct infrastructure specialist teams in building, managing, supporting, and maintaining solutions according More ❯
Engineer Location: Glasgow Days on site: 2-3 Pay Rate: £405 per day MUST BE PAYE THROUGH UMBRELLA Role Description: We are currently migrating our data pipelines from AWS to Databricks, and are seeking a Senior Databricks Engineer to lead and contribute to this transformation. This is a hands-on engineering role focused on designing, building, and optimizing … scalable data solutions using the Databricks platform. Key Responsibilities: . Lead the migration of existing AWS-based data pipelines to Databricks. . Design and implement scalable data engineering solutions using Apache Spark on Databricks. . Collaborate with cross-functional teams to understand data requirements and translate them into efficient pipelines. . Optimize performance and cost-efficiency of Databricks … Strong hands-on experience with Databricks and Apache Spark (preferably PySpark). . Proven track record of building and optimizing data pipelines in cloud environments. . Experience with AWS services such as S3, Glue, Lambda, Step Functions, Athena, IAM, and VPC. . Proficiency in Python for data engineering tasks. . Familiarity with GitLab for version control and CI More ❯
by-design solutions, and enabling teams to deliver at speed without compromising on resilience or compliance. Key Responsibilities Design, build, and maintain secure cloud and platform infrastructure on AWS, Kubernetes, and OpenShift Implement Infrastructure as Code using Terraform, CloudFormation, and Ansible Create and optimise secure CI/CD pipelines with GitLab CI/CD, Jenkins, and … ArgoCD Embed security scanning and compliance tools (Snyk, Trivy, Checkov, SonarQube) into automated workflows Manage authentication, access control, and secrets using Vault, AWS Secrets Manager, OAuth2.0, and Zero Trust principles Monitor environments with ELK Stack, Splunk, and Prometheus to ensure visibility, auditing, and compliance Collaborate with engineering, operations, and security teams to promote DevSecOps best practices Key Skills … Experience Strong background in cloud platforms, particularly AWS and Kubernetes (OpenShift experience advantageous) Proven expertise in IaC, automation, and modern CI/CD practices Deep knowledge of application security, access management, and Zero Trust Networking Hands-on experience with vulnerability scanning, policy-as-code, and automated compliance tooling Proficiency in building secure, reliable, and scalable pipelines and platforms More ❯
by-design solutions, and enabling teams to deliver at speed without compromising on resilience or compliance. Key Responsibilities Design, build, and maintain secure cloud and platform infrastructure on AWS, Kubernetes, and OpenShift Implement Infrastructure as Code using Terraform, CloudFormation, and Ansible Create and optimise secure CI/CD pipelines with GitLab CI/CD, Jenkins, and … ArgoCD Embed security scanning and compliance tools (Snyk, Trivy, Checkov, SonarQube) into automated workflows Manage authentication, access control, and secrets using Vault, AWS Secrets Manager, OAuth2.0, and Zero Trust principles Monitor environments with ELK Stack, Splunk, and Prometheus to ensure visibility, auditing, and compliance Collaborate with engineering, operations, and security teams to promote DevSecOps best practices Key Skills … Experience Strong background in cloud platforms, particularly AWS and Kubernetes (OpenShift experience advantageous) Proven expertise in IaC, automation, and modern CI/CD practices Deep knowledge of application security, access management, and Zero Trust Networking Hands-on experience with vulnerability scanning, policy-as-code, and automated compliance tooling Proficiency in building secure, reliable, and scalable pipelines and platforms More ❯
by-design solutions, and enabling teams to deliver at speed without compromising on resilience or compliance. Key Responsibilities Design, build, and maintain secure cloud and platform infrastructure on AWS, Kubernetes, and OpenShift Implement Infrastructure as Code using Terraform, CloudFormation, and Ansible Create and optimise secure CI/CD pipelines with GitLab CI/CD, Jenkins, and … ArgoCD Embed security scanning and compliance tools (Snyk, Trivy, Checkov, SonarQube) into automated workflows Manage authentication, access control, and secrets using Vault, AWS Secrets Manager, OAuth2.0, and Zero Trust principles Monitor environments with ELK Stack, Splunk, and Prometheus to ensure visibility, auditing, and compliance Collaborate with engineering, operations, and security teams to promote DevSecOps best practices Key Skills … Experience Strong background in cloud platforms, particularly AWS and Kubernetes (OpenShift experience advantageous) Proven expertise in IaC, automation, and modern CI/CD practices Deep knowledge of application security, access management, and Zero Trust Networking Hands-on experience with vulnerability scanning, policy-as-code, and automated compliance tooling Proficiency in building secure, reliable, and scalable pipelines and platforms More ❯
by-design solutions, and enabling teams to deliver at speed without compromising on resilience or compliance. Key Responsibilities Design, build, and maintain secure cloud and platform infrastructure on AWS, Kubernetes, and OpenShift Implement Infrastructure as Code using Terraform, CloudFormation, and Ansible Create and optimise secure CI/CD pipelines with GitLab CI/CD, Jenkins, and … ArgoCD Embed security scanning and compliance tools (Snyk, Trivy, Checkov, SonarQube) into automated workflows Manage authentication, access control, and secrets using Vault, AWS Secrets Manager, OAuth2.0, and Zero Trust principles Monitor environments with ELK Stack, Splunk, and Prometheus to ensure visibility, auditing, and compliance Collaborate with engineering, operations, and security teams to promote DevSecOps best practices Key Skills … Experience Strong background in cloud platforms, particularly AWS and Kubernetes (OpenShift experience advantageous) Proven expertise in IaC, automation, and modern CI/CD practices Deep knowledge of application security, access management, and Zero Trust Networking Hands-on experience with vulnerability scanning, policy-as-code, and automated compliance tooling Proficiency in building secure, reliable, and scalable pipelines and platforms More ❯
london (city of london), south east england, united kingdom
Damia Group
by-design solutions, and enabling teams to deliver at speed without compromising on resilience or compliance. Key Responsibilities Design, build, and maintain secure cloud and platform infrastructure on AWS, Kubernetes, and OpenShift Implement Infrastructure as Code using Terraform, CloudFormation, and Ansible Create and optimise secure CI/CD pipelines with GitLab CI/CD, Jenkins, and … ArgoCD Embed security scanning and compliance tools (Snyk, Trivy, Checkov, SonarQube) into automated workflows Manage authentication, access control, and secrets using Vault, AWS Secrets Manager, OAuth2.0, and Zero Trust principles Monitor environments with ELK Stack, Splunk, and Prometheus to ensure visibility, auditing, and compliance Collaborate with engineering, operations, and security teams to promote DevSecOps best practices Key Skills … Experience Strong background in cloud platforms, particularly AWS and Kubernetes (OpenShift experience advantageous) Proven expertise in IaC, automation, and modern CI/CD practices Deep knowledge of application security, access management, and Zero Trust Networking Hands-on experience with vulnerability scanning, policy-as-code, and automated compliance tooling Proficiency in building secure, reliable, and scalable pipelines and platforms More ❯
enjoys solving technical problems, is curious about new technologies, and loves sharing knowledge and experience with their colleagues. What will you do Our platform is PHP, MySQL, and AWS, which we leverage to deliver exciting new features which enable drivers to use our applications, in-car and online, in innovative and novel ways. We place a high value … Applicable understanding of software security, common exploits and secure development practices, including the OWASP Top 10. Proven and demonstrable understanding of testing methodologies and frameworks. Commercial experience with AWS and IaC (Terraform/CDK/CloudFormation) Commercial experience with Linux, Docker, Docker Compose, Git and DynamoDB. About Us We offer a rewarding working environment within a More ❯
Platform Engineer – AWS Manchester (Hybrid) Up to £65,000 + Excellent Package Join a world-class digital consultancy working at the heart of security and defence innovation. We’re looking for experienced Platform Engineers who can design, build, and operate secure, scalable cloud environments within AWS — enabling some of the UK’s most complex and high … modern engineering practice with the scale and resources of a major defence and intelligence partner What you’ll be doing Designing, building, and maintaining cloud platforms in secure AWS environments. Supporting DevOps adoption and automation across CI/CD pipelines and infrastructure as code. Embedding modern engineering practices within cross-functional delivery teams. Partnering with consultants, architects, and … clients to solve complex technical challenges Contributing to cloud strategy and technical roadmaps across multiple projects. What you’ll bring Proven experience in AWS platform engineering and cloud services. Strong understanding of Infrastructure as Code (Terraform, CloudFormation, or similar). Solid grasp of DevOps principles — CI/CD, containerisation, and monitoring. Eligible for DV Clearance (UK More ❯
warrington, cheshire, north west england, united kingdom
Anson McCade
Platform Engineer – AWS Manchester (Hybrid) Up to £65,000 + Excellent Package Join a world-class digital consultancy working at the heart of security and defence innovation. We’re looking for experienced Platform Engineers who can design, build, and operate secure, scalable cloud environments within AWS — enabling some of the UK’s most complex and high … modern engineering practice with the scale and resources of a major defence and intelligence partner What you’ll be doing Designing, building, and maintaining cloud platforms in secure AWS environments. Supporting DevOps adoption and automation across CI/CD pipelines and infrastructure as code. Embedding modern engineering practices within cross-functional delivery teams. Partnering with consultants, architects, and … clients to solve complex technical challenges Contributing to cloud strategy and technical roadmaps across multiple projects. What you’ll bring Proven experience in AWS platform engineering and cloud services. Strong understanding of Infrastructure as Code (Terraform, CloudFormation, or similar). Solid grasp of DevOps principles — CI/CD, containerisation, and monitoring. Eligible for DV Clearance (UK More ❯
bolton, greater manchester, north west england, united kingdom
Anson McCade
Platform Engineer – AWS Manchester (Hybrid) Up to £65,000 + Excellent Package Join a world-class digital consultancy working at the heart of security and defence innovation. We’re looking for experienced Platform Engineers who can design, build, and operate secure, scalable cloud environments within AWS — enabling some of the UK’s most complex and high … modern engineering practice with the scale and resources of a major defence and intelligence partner What you’ll be doing Designing, building, and maintaining cloud platforms in secure AWS environments. Supporting DevOps adoption and automation across CI/CD pipelines and infrastructure as code. Embedding modern engineering practices within cross-functional delivery teams. Partnering with consultants, architects, and … clients to solve complex technical challenges Contributing to cloud strategy and technical roadmaps across multiple projects. What you’ll bring Proven experience in AWS platform engineering and cloud services. Strong understanding of Infrastructure as Code (Terraform, CloudFormation, or similar). Solid grasp of DevOps principles — CI/CD, containerisation, and monitoring. Eligible for DV Clearance (UK More ❯
on experience) Job Responsibilities: This position involves software development activities that support building and delivering new and innovative software solutions to Aeronautical based applications. Duties will include building AWS services, deep understanding of software languages (C#/Java, Python, Shell), participate in Agile Methodology, perform deployments to multiple development, test and operational environments, patching, troubleshooting, and working with … internal teams and departments. Core Qualifications: The applicant must possess a deep understanding of core AWS services, like compute, storage and be able to develop and deploy cores services (Lambda, EC2s) C#/Java and JavaScript/TypeScript, Python, Shell scripting Creation and documentation of new and existing functionality within software version control repositories (Gitlab) and utilizing DevOps … Masters with 6+ years of prior relevant experience; OR a PhD degree with 4 years of related experience Experience with C#, Java/J2EE, and Typescript is required. AWS experience Minimum 3 years of experience with REACT or modern JavaScript framework Minimum 3 years of experience with Python, C# development framework At least 3 years of experience with More ❯
are transforming supply chain processes to address one of our most critical business challenges: delivery. As a Sr Staff Enterprise Application Engineer with expertise in Palantir Foundry and AWS cloud technologies, you will design, implement, and customize solutions to address complex aerospace challenges. In this role, you will architect innovative solutions leveraging ontology, advanced analytics, and AI, while … guide stakeholders through platform capabilities. Support testing, debugging, and performance tuning of Foundry applications. Work with aerospace data to identify patterns, trends, and insights using Palantir Foundry and AWS analytical tools. Develop custom applications and workflows within Foundry and AWS to address specific challenges. Ensure data integrity and compliance with aerospace industry standards. Leads the research … Qualifications Strong experience in Python, PySpark, and front-end frameworks like React, Angular, or Vue.js. Experience with Pipeline Builder, AIP, and Foundry's application development ecosystem. Proficiency in AWS cloud services such as EC2, S3, Lambda, RDS, and CloudFormation. Experience with Git-based code repositories and CI/CD workflows. Minimum Qualifications: Bachelor’s degree from accredited university More ❯
and managing streaming and batch data pipelines . The ideal candidate will have strong experience working with large-scale data systems operating on cloud-based platforms such as AWS, Databricks or Snowflake . This role also involves close collaboration with hyperscalers and data platform vendors to evaluate and document Proofs of Concept (PoCs) for modern data platforms, while … data engineering tools and frameworks. Work with large volumes of structured and unstructured data , ensuring high performance and scalability. Collaborate with cloud providers and data platform vendors (e.g., AWS, Microsoft Azure, Databricks, IBM, Snowflake) to conduct PoCs for data platform solutions. Evaluate PoC outcomes and provide comprehensive documentation including architecture, performance benchmarks, and recommendations. Engage with key stakeholders … Experience & Skills: Proven experience as a Data Engineer with a strong focus on streaming and batch processing . Hands-on experience with cloud-based data plaforms such as AWS/Databricks/IBM/Snowflake . Strong programming skills in Python, Scala, or Java . Experience with data modeling , ETL/ELT processes , and data warehousing . Experience More ❯
About the Role Job Summary: Designs, runs and improves software that meets user needs. Competent Java developer with significant experience in AWS cloud services. Proficient in AngularJS, Jenkins, Karate, Gherkin and Cypress. Certification: Expected to have AWS Associate Developer accreditation or above. Responsibilities: Write clean, secure code using test-driven approach. Create reusable and open code. … and experience. Operate and improve production services. Provide Level 3 (L3) support 24/7 (including out of hour on-call support) Requirements: Experience with Java (Springboot) and AWS cloud services (ECR, ECS, Lambda, API Gateway, S3, DynamoDB, Step Functions, Apigee) Proficiency in AngularJS, Jenkins, Karate, Node 10, Groovy, Bash, Typescript. Knowledge of Gherkin, Cypress, Jest, Cloudformation. Understanding More ❯
bradford, yorkshire and the humber, united kingdom
Mastek
About the Role Job Summary: Designs, runs and improves software that meets user needs. Competent Java developer with significant experience in AWS cloud services. Proficient in AngularJS, Jenkins, Karate, Gherkin and Cypress. Certification: Expected to have AWS Associate Developer accreditation or above. Responsibilities: Write clean, secure code using test-driven approach. Create reusable and open code. … and experience. Operate and improve production services. Provide Level 3 (L3) support 24/7 (including out of hour on-call support) Requirements: Experience with Java (Springboot) and AWS cloud services (ECR, ECS, Lambda, API Gateway, S3, DynamoDB, Step Functions, Apigee) Proficiency in AngularJS, Jenkins, Karate, Node 10, Groovy, Bash, Typescript. Knowledge of Gherkin, Cypress, Jest, Cloudformation. Understanding More ❯