

NeoGenCode Technologies Pvt Ltd
https://neogencode.comAbout
Welcome to Neogencode Technologies, an IT services and consulting firm that provides innovative solutions to help businesses achieve their goals. Our team of experienced professionals is committed to providing tailored services to meet the specific needs of each client. Our comprehensive range of services includes software development, web design and development, mobile app development, cloud computing, cybersecurity, digital marketing, and skilled resource acquisition. We specialize in helping our clients find the right skilled resources to meet their unique business needs. At Neogencode Technologies, we prioritize communication and collaboration with our clients, striving to understand their unique challenges and provide customized solutions that exceed their expectations. We value long-term partnerships with our clients and are committed to delivering exceptional service at every stage of the engagement. Whether you are a small business looking to improve your processes or a large enterprise seeking to stay ahead of the competition, Neogencode Technologies has the expertise and experience to help you succeed. Contact us today to learn more about how we can support your business growth and provide skilled resources to meet your business needs.
Candid answers by the company
IT & Engineering Talent Staffing
- Provides full-time and contract-based hiring, delivering handpicked, pre‑screened developers across tech stacks—ranging from web, mobile, AI/ML, Web3/blockchain.
- Maintains a bench o vetted candidates, offering fast delivery of interview-ready profiles—often within 24 hours.
- Offers payroll management, handling compliance, tax, attendance, and documentation for both contractors and full-time employees.
2. End-to-End Project Delivery
- Delivers full-stack development solutions: web, mobile, cloud, AI/ML, Blockchain/Web3.
- Manages entire project lifecycle—requirements gathering, design (UI/UX), development, deployment, and ongoing support .
3. Additional Offerings
- Expands into cybersecurity consulting, digital marketing, and cloud platform services (like AWS, GCP, Azure) .
- Provides strategic IT consulting to align technology solutions with business objectives
Jobs at NeoGenCode Technologies Pvt Ltd

Job Title : Data Platform Engineer (SDE 2 / SDE 3)
Experience : 3 to 8 Years (SDE2 : 3 to 5 Years | SDE3 : 5.5 to 8 Years)
Location : Remote (Contract) → Pune (Post Conversion)
Employment Type : Contract-to-Hire (3 Months)
Mandatory Skills :
Java / Python / Go, SQL, Data Engineering, ETL / ELT, Apache Airflow, Apache Spark / Flink, Kafka, AWS/GCP/Azure, Distributed Systems, API Development, Docker, Kubernetes, CI/CD, System Design
Role Overview :
We are looking for a Data Platform Engineer with strong backend engineering expertise to build scalable, high-performance data platforms and distributed systems. The ideal candidate should have hands-on experience in developing production-grade backend applications along with designing and maintaining modern data pipelines.
Key Responsibilities :
- Build and maintain scalable ETL/ELT and data processing pipelines.
- Develop backend services and APIs using Java (preferred), Python, or Go.
- Design batch and real-time data pipelines using Spark, Flink, Kafka, and Airflow.
- Optimize SQL queries, data models, and distributed data systems.
- Work with cloud platforms (AWS, GCP, or Azure) and container technologies (Docker, Kubernetes).
- Implement CI/CD, monitoring, logging, and performance optimization.
- Collaborate with product and engineering teams on scalable system design and architecture.
Required Qualifications :
- SDE 2 : 3 to 5 years of Backend + Data Engineering experience.
- SDE 3 : 5.5 to 8 years of Backend + Data Engineering experience.
- Strong coding skills in Java (preferred), Python, or Go.
- Excellent SQL and data modeling knowledge.
- Hands-on experience with Airflow, Apache Spark / Apache Flink, or similar technologies.
- Experience building scalable backend services and APIs.
- Good understanding of distributed systems, system design. and scalable architecture.
- Experience with cloud platforms (AWS, Azure, or GCP).
- Hands-on experience with Docker and Kubernetes.
- Strong understanding of CI/CD pipelines.
- Excellent problem-solving and debugging skills.
Good to Have :
- Experience with Snowflake, BigQuery, or Redshift.
- Understanding of Kafka, Kinesis, or Pub/Sub
- Performance optimization of large-scale distributed systems
- FinTech or high-scale distributed systems experience.
- Knowledge of data governance, security, and compliance.
Preferred Candidate Profile :
- Strong Backend + Data Engineering experience
- Experience building scalable production systems
- Strong ownership mindset
- Good system design knowledge
- Experience processing millions of events using Kafka/Spark
- Built APIs supporting data infrastructure
- Production engineering experience
Interview Process :
- Take-home Coding Assignment (48 Hours)
- Leadership & Strategy Round (1 Hour)
- Technical Depth – Data Engineering & Performance (1 Hour)
- Culture & Values Fit (30 Minutes)

🚀 Job Title : Senior Full Stack Developer (Backend Heavy)
Experience : 8 to 15 Years
Location : Kasturi Nagar, Bengaluru (On-site)
Work Mode : 5 Days Work From Office
Employment Type : Full-Time
Notice Period : Immediate Joiners or Candidates serving notice (LWD within 15–20 days)
About the Role :
PluginHive is looking for a Senior Full Stack Developer with strong backend expertise to build and scale high-volume SaaS applications. The ideal candidate should have hands-on experience in Node.js, React.js, and AWS, with a backend-heavy profile and the ability to independently own applications from development to production.
Mandatory Skills :
Node.js, React.js, AWS, JavaScript/TypeScript, REST APIs, Microservices, SQL/NoSQL, Docker, CI/CD, System Design
Key Responsibilities :
- Develop scalable applications using Node.js and React.js.
- Design and manage cloud infrastructure on AWS.
- Own application development, deployment, production support, and scalability.
- Build REST APIs and microservices.
- Collaborate with cross-functional teams to deliver high-quality solutions.
- Troubleshoot production issues and drive performance improvements.
Requirements :
- 8 to 15 years of software development experience.
- Strong hands-on experience in Node.js, React.js, and AWS.
- Experience managing high-volume production applications.
- Strong AWS architecture and cloud ownership experience.
- Good understanding of Docker, CI/CD, databases, and system design.
- Ability to work independently and lead technical decisions.
Hiring Process :
- Round 1 : Screening Call
- Round 2 : Online Technical Interview (Coding, DSA, Project Discussion)
- Round 3 : In-Person Technical Architect Round (System Design & Problem Solving)
What We're Looking For :
We are specifically looking for engineers who :
- Have a backend-heavy Full Stack profile (not frontend-heavy).
- Have independently owned production applications.
- Have hands-on AWS architecture and infrastructure experience.
- Can manage deployments, production issues, database changes, and application scaling.
- Are capable of leading technical decisions and solving complex engineering problems.
- Have worked without relying entirely on a separate DevOps or Cloud team.
Note : Candidates who have only basic AWS knowledge or rely on a separate DevOps team for deployments and infrastructure management will not be considered.

🚀 Job Title : DevOps Engineer / Site Reliability Engineer (SRE)
Experience Level : 4+ Years
Location : Gurugram Sector 48, Haryana (On-site)
Employment Type : Full Time Opportunity
About the Role :
We are looking for a proactive DevOps / Site Reliability Engineer (SRE) with around 4 years of hands-on experience designing, automating, and scaling cloud infrastructure and CI/CD delivery pipelines.
In this role, you will bridge the gap between development and operations. You will be responsible for orchestrating containerized applications, automating infrastructure via Code (IaC), establishing SRE best practices (SLIs, SLOs, SLAs), and ensuring maximum uptime, resiliency, and operational efficiency across multi-cloud environments (AWS/Azure/GCP).
Mandatory Skills :
AWS, Kubernetes, Docker, Terraform, Ansible, Jenkins, GitLab CI/CD, GitHub Actions, Python, Bash, CI/CD, Infrastructure as Code (IaC), Grafana, Prometheus, ELK, New Relic, CloudWatch, SRE, SLI/SLO/SLA, Linux
Key Responsibilities :
1. Cloud Infrastructure & Infrastructure as Code (IaC) :
- Provision, configure, and maintain scalable, high-availability infrastructure on multi-cloud platforms, primarily AWS (EC2, VPC, IAM, S3, RDS, Route53, ALB/ASG, Lambda, EBS).
- Build, deploy, and manage Infrastructure as Code (IaC) using Terraform, Ansible, and CloudFormation to enforce consistency and eliminate configuration drift.
- Execute disaster recovery (DR) planning, automated failover / failback mechanisms, and chaos engineering exercises to validate system resiliency.
2. CI/CD, Automation & Development :
- Design, end-to-end maintain, and optimize robust CI/CD pipelines using Jenkins, GitLab CI, and GitHub Actions.
- Automate release pipelines, versioning, branching strategies, and approval gates using Groovy, Python, and Bash scripting. Integrate automated code quality and security scanning tools (SonarQube, Black Duck, or Fortify) directly into delivery pipelines.
- Develop custom tools, scripts, or microservices (e.g., Python / Node.js) to automate manual operational tasks and operational toil.
3. Containerization & Orchestration :
- Onboard and orchestrate containerized microservices utilizing Docker and Kubernetes (including Helm charts).
- Ensure high availability, auto-scaling, resource management, and fault tolerance for Kubernetes pod deployments.
4. Observability, SRE & Incident Management :
- Drive Site Reliability Engineering (SRE) maturity by establishing, tracking, and reporting SLIs, SLOs, and SLAs with cross-functional engineering teams.
- Build, configure, and manage full-stack observability tools : Grafana, Prometheus, New Relic, Elasticsearch / Logstash / Kibana (ELK), Sentry, and AWS CloudWatch.
- Set up real-time alerting, custom metric dashboards, and automated log rotation / pruning scripts.
- Handle production incidents, lead Root Cause Analysis (RCA) investigations, and implement preventive measures to reduce Mean Time to Resolution (MTTR).
Required Qualifications & Skills :
- Education : Bachelor’s Degree in Electronics and Communication Engineering, Computer Science, or a related technical field.
- Experience : ~4 years of experience in DevOps, SRE, or Cloud System Administration roles.
- Cloud & Infrastructure : Hands-on experience with AWS (Core services like EC2, S3, VPC, RDS, IAM, Lambda, Auto Scaling) and exposure to Azure / GCP.
- CI/CD & Version Control : Proficiency with Jenkins, GitLab CI, GitHub Actions, and Git workflows.
- Containerization : Core proficiency in Docker and Kubernetes cluster management / onboarding.
- Infrastructure as Code : Expertise in Ansible, Terraform, or AWS CloudFormation.
- Scripting & Languages : Strong hands-on automation skills with Python, Bash, and foundational knowledge of Node.js, Java or C++.
- Observability & Logging : Strong experience with Grafana, Prometheus, New Relic, ELK stack, or Splunk.
- Database & SQL : Familiarity with relational databases (MySQL, RDS) for monitoring setup and operational analytics.

Job Title : Product & Project Manager (Part-Time)
Experience : 3+ Years
Location : Remote
Employment Type : Part-Time (20 Hours/Week)
About the Role :
We are looking for a proactive Product & Project Manager to lead product planning and project execution. You will work closely with leadership and engineering teams to define product requirements, manage project timelines, prioritize backlogs, and ensure successful on-time delivery.
Mandatory Skills :
Product Management, Project Management, Agile/Scrum, Product Roadmap, Backlog Prioritization, User Stories, Project Planning & Timeline Estimation, Stakeholder Management, Jira/Asana/Monday.com, Strong Communication, Experience working with Backend, Frontend & AI/ML Engineering Teams.
Key Responsibilities :
- Manage project timelines, milestones, risks, and delivery schedules.
- Translate business goals into product requirements and user stories.
- Prioritize product backlogs and maintain roadmaps.
- Coordinate with Backend, Frontend, and AI teams to ensure timely execution.
- Communicate project status, risks, and updates to stakeholders.
- Track progress, resolve blockers, and drive cross-functional collaboration.
Required Qualifications :
- 3+ years of experience in Product Management, Project Management, or a hybrid PM role.
- Experience managing cross-functional engineering teams.
- Strong project estimation, planning, and stakeholder management skills.
- Hands-on experience with Agile methodologies and tools like Jira, Asana, Monday.com, or ClickUp.
- Ability to work independently in a remote, part-time environment.
Preferred Qualifications :
- Experience with AI/ML products.
- Startup or fast-paced product company experience.
- PMP, CSM, or similar certification is a plus.
Work Schedule :
- 20 hours per week
- Flexible working hours
- Fully Remote

Job Title : DevOps Engineer / Site Reliability Engineer (SRE)
Experience : 5+ Years
Location : Gurugram, Haryana
Work Mode : On-site (Full-time)
About the Role :
We are looking for a skilled DevOps Engineer with 5+ years of experience in cloud infrastructure, CI/CD, automation, Kubernetes, and Site Reliability Engineering (SRE). The ideal candidate will be responsible for building scalable cloud infrastructure, automating deployments, improving system reliability, and ensuring high availability across production environments.
Mandatory Skills :
AWS, Terraform, Ansible, CloudFormation, Jenkins, GitLab CI, GitHub Actions, Docker, Kubernetes, Helm, Python, Bash, Grafana, Prometheus, ELK Stack, CloudWatch, New Relic, SRE, CI/CD, Infrastructure as Code (IaC), Linux
Key Responsibilities :
- Design, deploy, and manage cloud infrastructure primarily on AWS (EC2, VPC, IAM, S3, RDS, Route53, ALB, Auto Scaling, Lambda).
- Build and maintain Infrastructure as Code (IaC) using Terraform, Ansible, and CloudFormation.
- Develop and optimize CI/CD pipelines using Jenkins, GitLab CI, and GitHub Actions.
- Deploy and manage containerized applications using Docker, Kubernetes, and Helm.
- Implement monitoring and observability using Grafana, Prometheus, ELK Stack, CloudWatch, and New Relic.
- Drive SRE practices by defining SLIs, SLOs, SLAs, handling production incidents, conducting RCA, and improving system reliability.
- Automate operational tasks using Python, Bash, and Groovy scripting.
- Collaborate with Development, QA, Security, and Operations teams to ensure reliable and secure software delivery.
Required Skills & Qualifications :
- Bachelor's degree in Computer Science, IT, Electronics, or a related field.
- 5+ years of experience in DevOps, SRE, or Cloud Infrastructure.
- Strong expertise in AWS, with exposure to Azure/GCP.
- Hands-on experience with Terraform, Ansible, CloudFormation, Docker, Kubernetes, Helm, Jenkins, GitLab CI, GitHub Actions, and Git.
- Strong scripting skills in Python and Bash.
- Experience with monitoring tools such as Grafana, Prometheus, ELK Stack, CloudWatch, and New Relic.
- Good understanding of Linux, networking, SQL, and cloud security best practices.
Preferred Skills :
- Experience with multi-cloud environments and DevSecOps practices.
- Knowledge of disaster recovery, automation, and microservices architecture.
- Strong troubleshooting, communication, and problem-solving skills.

Job Title : SAP Basis Consultant / Senior SAP Basis Consultant
Experience : 8+ Years
Location : Jaipur (On-site)
Employment Type : Full-Time
About the Role :
We are looking for an experienced SAP Basis Consultant with 8+ years of expertise in SAP Basis administration, system upgrades, migrations, performance tuning, and production support. The role involves managing SAP landscapes, ensuring system availability, resolving technical issues, and supporting SAP ECC/S/4HANA environments.
Mandatory Skills :
SAP Basis Administration, SAP ECC/S/4HANA, SAP HANA, STMS, SAP Installation & Upgrades, Kernel Patching, System Refresh, Client Administration, SAP Solution Manager, Performance Tuning, SAP Migration, Linux/Unix, Production Support
Key Responsibilities :
- Administer SAP landscapes across Development, QA, UAT, and Production.
- Perform SAP installations, upgrades, kernel patching, support package implementation, and system maintenance.
- Manage STMS, system copies, refreshes, client administration, and transport management.
- Monitor system health, performance, background jobs, logs, dumps, and troubleshoot issues.
- Administer and optimize SAP HANA databases.
- Support SAP ECC/S/4HANA upgrades, migrations, and production environments.
- Manage RFCs, interfaces, batch jobs, profiles, and SAP Solution Manager.
- Coordinate with Infrastructure, Security, Network, and Cloud teams.
- Prepare technical documentation, RCA reports, and participate in on-call production support.
Required Skills :
- 8+ years of SAP Basis Administration experience.
- Strong expertise in SAP ECC/S/4HANA and SAP HANA.
- Experience with SAP installations, upgrades, migrations, kernel patching, and STMS.
- Hands-on experience with system refreshes, client administration, and performance tuning.
- Knowledge of SAP Solution Manager, RFCs, IDocs, Linux/Unix, and database platforms (HANA, Oracle, SQL Server, or DB2).
- Familiarity with ITIL-based incident and change management.
Preferred Skills :
- SAP S/4HANA implementation or migration experience.
- Exposure to SAP on AWS/Azure.
- Knowledge of SAP BTP, SAP Cloud Connector, Fiori, Gateway, Web Dispatcher, HA/DR, and SUM/DMO.
- SAP Basis or SAP HANA Certification is an added advantage.
Education :
- Bachelor's degree in Computer Science, Information Technology, Engineering, or a related field.
- SAP Basis Certification preferred.
Business Development Executive (BDE) / Business Development Manager (BDM) – IT Staffing
Role Overview:
- This is a Business Development role in an IT Staffing & Recruitment company.
- Your primary responsibility will be to bring new clients and generate business for the company.
Key Responsibilities:
- Identify and approach potential clients through LinkedIn, cold calling, emails, and networking.
- Generate leads and convert them into active clients.
- Understand clients' hiring requirements and coordinate with the recruitment team.
- Build and maintain long-term relationships with clients.
- Negotiate commercial terms and close new business deals.
- Follow up with clients regularly and ensure smooth delivery of hiring requirements.
- Achieve monthly business and revenue targets.
- Work closely with recruiters to ensure timely delivery of suitable candidates.
Required Skills:
- Good communication and negotiation skills.
- Experience in B2B sales or IT Staffing Business Development.
- Confidence in client interaction and lead generation.
- Self-motivated and target-oriented.
KPIs:
- New client acquisition.
- Lead generation.
- Revenue generation.
- Client retention.
- Successful closure of staffing requirements.
In simple terms:
Your role is to find companies that have hiring requirements, onboard them as clients, understand their hiring needs, and work with the recruitment team to help them hire the right candidates.

Job Title : Senior Software Engineer (Python, Golang, Node.js, Elixir, SQL)
Experience : 5+ Years
Location : Mumbai (Work From Office)
Employment Type : Full Time Opportunity
Job Summary :
We are looking for a Senior Software Engineer with strong backend development experience to build scalable, cloud-native applications and distributed systems.
The ideal candidate should have experience in product-based environments, designing microservices, REST APIs, and customer-facing production applications while collaborating with cross-functional teams.
Mandatory Skills :
Backend Development, Python, Golang, Node.js, Elixir, SQL, Cloud-Native Architecture, REST APIs, Microservices, Distributed Systems, Cloud Platforms, Relational & NoSQL Databases, Platform Engineering, CI/CD, Production Support, System Design
Key Responsibilities :
- Design and develop scalable backend services, REST APIs, and microservices.
- Build and enhance cloud-native, high-performance applications.
- Participate in architecture and system design discussions.
- Collaborate with Product, DevOps, Security, and Data Engineering teams.
- Troubleshoot production issues and optimize application performance.
- Mentor team members and contribute to engineering best practices.
Required Skills :
- 5+ years of software development experience in product-based organizations.
- Strong backend development using Python, Golang, Node.js, Elixir, or similar technologies.
- Experience with REST APIs, Microservices, SQL, and Distributed Systems.
- Strong understanding of cloud platforms and cloud-native architecture.
- Hands-on experience with relational and NoSQL databases.
- Familiarity with CI/CD, monitoring, and DevOps practices.
Preferred Skills :
- Experience building highly scalable distributed systems.
- Strong debugging, troubleshooting, and performance optimization skills.
- Familiarity with DevOps practices, CI/CD pipelines, monitoring, logging, and observability tools.
- Excellent communication, collaboration, and problem-solving abilities.
- Experience mentoring engineers and leading technical initiatives.
Job Title : Senior Software Engineer
Experience : 5+ Years
Location : Mumbai (Work from Office)
Notice Period : Immediate to 15 Days
Mandatory Skills :
Platform Engineering, Backend Development, Python/Golang/Node.js/Elixir, Microservices, REST APIs, Cloud-Native Architecture, Distributed Systems, SQL, Cloud Platforms (AWS/Azure/GCP), Product-Based Experience
Role Overview :
We are looking for a Senior Software Engineer with strong backend engineering expertise to design, build, and scale cloud-native platform services. The ideal candidate should have experience working in product-based organizations, building highly scalable distributed systems, and contributing to platform engineering initiatives.
You will work closely with Product, DevOps, Security, and Engineering teams to build reliable, secure, and high-performance backend systems while driving technical excellence across the organization.
Key Responsibilities :
- Design, develop, and enhance core platform modules and shared backend services.
- Build scalable REST APIs, backend services, and data pipelines for high-volume production environments.
- Participate in architecture discussions and contribute to technical design decisions.
- Collaborate with Product, DevOps, Security, and Data Engineering teams to deliver scalable solutions.
- Design systems with a focus on scalability, performance, security, maintainability, and reliability.
- Troubleshoot complex production issues and implement permanent solutions.
- Review code, mentor engineers, and promote engineering best practices.
- Improve platform reliability, observability, and developer productivity.
- Drive continuous improvements in coding standards, architecture, and development processes.
Required Skills & Qualifications :
- 5+ years of software development experience in product-based companies (B2B experience preferred).
- Strong backend development experience using one or more of :
- Python
- Golang
- Node.js
- Elixir
- Hands-on experience with Microservices Architecture.
- Strong understanding of Cloud-Native Application Development.
- Experience designing and developing RESTful APIs and backend services.
- Minimum 3 years of experience working on cloud-based, customer-facing production applications.
- Strong knowledge of Distributed Systems Design.
- Experience with relational and NoSQL databases.
- Good understanding of SQL and data modeling.
- Experience designing reusable platform services consumed by multiple engineering teams.
- Strong product mindset with the ability to balance business requirements and technical excellence.
- Backend-focused engineer with exposure to frontend technologies.
Preferred Skills :
- Experience building highly scalable distributed platforms.
- Strong debugging and performance optimization skills.
- Experience with cloud platforms such as AWS, Azure, or GCP.
- Familiarity with DevOps practices, CI/CD pipelines, monitoring, logging, and observability tools.
- Excellent analytical, communication, and problem-solving skills.
- Experience mentoring engineers and driving technical initiatives.
Preferred Background :
- Product-Based Organization
- Platform Engineering Team
- FinTech or B2B SaaS products (preferred)
Job Title : SAP MM Consultant
Experience : 7 to 12 Years
Location : Faridabad (Work From Office)
Notice Period : Immediate Joiners Preferred
Job Summary :
We are looking for an experienced SAP MM Consultant with strong expertise in SAP S/4HANA to implement, configure, and support the SAP Materials Management (MM) module.
The ideal candidate will work closely with business stakeholders to optimize procurement and inventory management processes while ensuring seamless integration with other SAP modules.
The role requires excellent functional knowledge, strong analytical skills, and hands-on experience in SAP MM implementation and support projects.
Mandatory Skills :
SAP MM, SAP S/4HANA, Procurement, Inventory Management, Material Valuation, Pricing, SAP Configuration, SAP SD Integration, SAP PP Integration, SAP WM Integration, UAT, Functional Documentation
Key Responsibilities :
- Gather, analyze, and translate business requirements into SAP MM solutions.+
- Configure and customize SAP MM modules, including:
- Procurement
- Inventory Management
- Material Valuation
- Pricing
- Handle end-to-end SAP MM implementation, rollout, enhancement, and support activities.
- Ensure seamless integration of SAP MM with SAP SD, PP, and WM modules.
- Provide production support, troubleshoot issues, and implement system enhancements.
- Participate in system testing, integration testing, and User Acceptance Testing (UAT).
- Prepare functional specifications, documentation, and user manuals.
- Conduct end-user training and support change management initiatives.
- Identify opportunities for process improvements and recommend SAP best practices.
- Stay updated with SAP S/4HANA capabilities and emerging industry trends.
Required Skills :
- 7 to 12 years of experience as an SAP MM Consultant.
- Strong expertise in SAP Materials Management (MM).
- Hands-on experience with SAP S/4HANA implementation and support projects.
- Deep understanding of procurement, inventory management, material valuation, and pricing processes.
- Experience in SAP configuration, testing, and production support.
- Good knowledge of integration with SAP SD, PP, and WM modules.
- Strong analytical, troubleshooting, and problem-solving skills.
- Excellent communication and stakeholder management abilities.
- Ability to work independently in a fast-paced environment.
Preferred Qualifications :
- Experience in multiple end-to-end SAP implementation or migration projects.
- Knowledge of SAP best practices and business process optimization.
- Exposure to cross-functional SAP modules and integration scenarios.
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