MLOps Engineer
Required Candidate profile :
- 3+ years’ experience in developing continuous integration and deployment (CI/CD) pipelines (e.g. Jenkins, Github Actions) and bringing ML models to CI/CD pipelines
- Candidate with strong Azure expertise
- Exposure of Productionize the models
- Candidate should have complete knowledge of Azure ecosystem, especially in the area of DE
- Candidate should have prior experience in Design, build, test, and maintain machine learning infrastructure to empower data scientists to rapidly iterate on model development
- Develop continuous integration and deployment (CI/CD) pipelines on top of Azure that includes AzureML, MLflow and Azure Devops
- Proficient knowledge of git, Docker and containers, Kubernetes
- Familiarity with Terraform
- E2E production experience with Azure ML, Azure ML Pipelines
- Experience in Azure ML extension for Azure Devops
- Worked on Model Drift (Concept Drift, Data Drift preferable on Azure ML.)
- Candidate will be part of a cross-functional team that builds and delivers production-ready data science projects. You will work with team members and stakeholders to creatively identify, design, and implement solutions that reduce operational burden, increase reliability and resiliency, ensure disaster recovery and business continuity, enable CI/CD, optimize ML and AI services, and maintain it all in infrastructure as code everything-in-version-control manner.
- Candidate with strong Azure expertise
- Candidate should have complete knowledge of Azure ecosystem, especially in the area of DE
- Candidate should have prior experience in Design, build, test, and maintain machine learning infrastructure to empower data scientists to rapidly iterate on model development
- Develop continuous integration and deployment (CI/CD) pipelines on top of Azure that includes AzureML, MLflow and Azure Devops

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Job Description
Position - SRE developer / DevOps Engineer
Location - Mumbai
Experience- 3- 10 years
About HaystackAnalytics:
HaystackAnalytics is a company working in deep technology of genomics, computing and data science for creating the first of its kind clinical reporting engine in Healthcare. We are a new but well funded company with a tremendous amount of pedigree in the team (IIT Founders, IIT & IIM core team). Some of the technologies we have created are a global first in infectious disease and chronic diagnostics. As a product company creating a huge amount of IP, our Technology and R&D team are our crown jewels. With early success of our products in India, we are now expanding to take our products to international shores.
Inviting Passionate Engineers to join a new age enterprise:
At HaystackAnalytics, we rely on our dynamic team of engineers to solve the many challenges and puzzles that come with our rapidly evolving stack that deals with Healthcare and Genomics.
We’re looking for full stack engineers who are passionate problem solvers, ready to work with new technologies and architectures in a forward-thinking organization that’s always pushing boundaries. Here, you will take complete, end-to-end ownership of projects across the entire stack.
Our ideal candidate has experience building enterprise products and has understanding and experience of working with new age front end technologies, web frameworks, APIs, databases, distributed computing,back end languages, caching, security, message based architectures et al.
You’ll be joining a small team working at the forefront of new technology, solving the challenges that impact both the front end and back end architecture, and ultimately, delivering amazing global user experiences.
Objectives of this Role:
- Work across the full stack, building highly scalable distributed solutions that enable positive user experiences and measurable business growth
- Ideate and develop new product features in collaboration with domain experts in healthcare and genomics
- Develop state of the art enterprise standard front-end and backend services
- Develop cloud platform services based on container orchestration platform
- Continuously embrace automation for repetitive tasks
- Ensure application performance, uptime, and scale, maintaining high standards of code quality by using clean coding principles and solid design patterns
- Build robust tech modules that are Unit Testable, Automating recurring tasks and processes
- Engage effectively with team members and collaborate to upskill and unblock each other
Frontend Skills
- HTML 5
- CSS framework ( LESS/ SASS )
- Es6 / Typescript
- Electron app / TAURI
- Component library ( Webcomponents / radix / material )
- CSS ( tailwind)
- State management --> Redux / Zustand / Recoil
- Build tools - > (webpack/vite/Parcel/turborepo)
- Frameworks -- > Next JS /
- Design patterns
- Test Automation Frameworks (cypress playwright etc )
- Functional Programming concepts
- Scripting ( bash , python )
Backend Skills
- Node / Deno / bun - Express / NEST JS
- Language : Typescript / Python / Rust /
- REST / GRAPHQL
- SOLID Design Principles
- Storage (mongodb/ Object Storage / postgres )
- Caching ( Redis / In memory Data grid )
- Pub sub (KAFKA / SQS / SNS / Event bridge / RabbitMQ)
- Container Technology ( Docker / Kubernetes )
- Cloud ( azure , aws , openshift )
- GITOPS
- Automation ( terraform , Serverless )
Other Skills
- Innovation and thought leadership
- UI - UX design skills
- Interest in learning new tools, languages, workflows, and philosophies to grow
- Communication
Salesforce DevOps/Release Engineer
Resource type - Salesforce DevOps/Release Engineer
Experience - 5 to 8 years
Norms - PF & UAN mandatory
Resource Availability - Immediate or Joining time in less than 15 days
Job - Remote
Shift timings - UK timing (1pm to 10 pm or 2pm to 11pm)
Required Experience:
- 5–6 years of hands-on experience in Salesforce DevOps, release engineering, or deployment management.
- Strong expertise in Salesforce deployment processes, including CI/CD pipelines.
- Significant hands-on experience with at least two of the following tools: Gearset, Copado,Flosum.
- Solid understanding of Salesforce architecture, metadata, and development lifecycle.
- Familiarity with version control systems (e.g., Git) and agile methodologies
Key Responsibilities:
- Design, implement, and manage CI/CD pipelines for Salesforce deployments using Gearset, Copado, or Flosum.
- Automate and optimize deployment processes to ensure efficient, reliable, and repeatable releases across Salesforce environments.
- Collaborate with development, QA, and operations teams to gather requirements and ensurealignment of deployment strategies.
- Monitor, troubleshoot, and resolve deployment and release issues.
- Maintain documentation for deployment processes and provide training on best practices.
- Stay updated on the latest Salesforce DevOps tools, features, and best practices.
Technical Skills:
- Deployment ToolsHands-on with Gearset, Copado, Flosum for Salesforce deployments
- CI/CDBuilding and maintaining pipelines, automation, and release management
- Version ControlProficiency with Git and related workflows
- Salesforce PlatformUnderstanding of metadata, SFDX, and environment management
- Scripting
- Familiarity with scripting (e.g., Shell, Python) for automation (preferred)
- Communication
- Strong written and verbal communication skills
Preferred Qualifications:
Bachelor’s degree in Computer Science, Information Technology, or related field.
Certifications:
Salesforce certifications (e.g., Salesforce Administrator, Platform Developer I/II) are a plus.
Experience with additional DevOps tools (Jenkins, GitLab, Azure DevOps) is beneficial.
Experience with Salesforce DX and deployment strategies for large-scale orgs.
True to its name, is on a mission to unlock $100+ billion of trapped working capital in the economy by creating India’s largest marketplace for invoice discounting to solve the day-to-day. problems faced by businesses. Founded by ex-BCG and ISB / IIM alumni, and backed by SAIF Partners, CashFlo helps democratize access to credit in a fair and transparent manner. Awarded Supply Chain Finance solution of the year in 2019, CashFlo creates a win-win ecosystem for Buyers, suppliers
and financiers through its unique platform model. CashFlo shares its parentage with HCS Ltd., a 25 year old, highly reputed financial services company has raised over Rs. 15,000 Crores in the market till date,
for over 200 corporate clients.
Our leadership team consists of ex-BCG, ISB / IIM alumni with a team of industry veterans from financial services serving as the advisory board. We bring to the table deep insights in the SME lending
space, based on 100+ years of combined experience in Financial Services. We are a team of passionate problem solvers, and are looking for like-minded people to join our team.
The challenge
Solve a complex $300+ billion problem at the cutting edge of Fintech innovation, and make a tangible difference to the small business landscape in India.Find innovative solutions for problems in a yet to be discovered market.
Key Responsibilities
As an early team member, you will get a chance to set the foundations of our engineering culture. You will help articulate our engineering
principles and help set the long-term roadmap. Making decisions on the evolution of CashFlo's technical architectureBuilding new features end to end, from talking to customers to writing code.
Our Ideal Candidate Will Have
3+ years of full-time DevOps engineering experience
Hands-on experience working with AWS services
Deep understanding of virtualization and orchestration tools like Docker, ECS
Experience in writing Infrastructure as Code using tools like CDK, Cloud formation, Terragrunt or Terraform
Experience using centralized logging & monitoring tools such as ELK, CloudWatch, DataDog
Built monitoring dashboards using Prometheus, Grafana
Built and maintained code pipelines and CI/CD
Thorough knowledge of SDLC
Been part of teams that have maintained large deployments
About You
Product-minded. You have a sense for great user experience and feel for when something is off. You love understanding customer pain points
and solving for them.
Get a lot done. You enjoy all aspects of building a product and are comfortable moving across the stack when necessary. You problem solve
independently and enjoy figuring stuff out.
High conviction. When you commit to something, you're in all the way. You're opinionated, but you know when to disagree and commit.
Mediocrity is the worst of all possible outcomes.
Whats in it for me
Gain exposure to the Fintech space - one of the largest and fastest growing markets in India and globally
Shape India’s B2B Payments landscape through cutting edge technology innovation
Be directly responsible for driving company’s success
Join a high performance, dynamic and collaborative work environment that throws new challenges on a daily basis
Fast track your career with trainings, mentoring, growth opportunities on both IC and management track
Work-life balance and fun team events
About Hive
Hive is the leading provider of cloud-based AI solutions for content understanding,
trusted by the world’s largest, fastest growing, and most innovative organizations. The
company empowers developers with a portfolio of best-in-class, pre-trained AI models, serving billions of customer API requests every month. Hive also offers turnkey software applications powered by proprietary AI models and datasets, enabling breakthrough use cases across industries. Together, Hive’s solutions are transforming content moderation, brand protection, sponsorship measurement, context-based ad targeting, and more.
Hive has raised over $120M in capital from leading investors, including General Catalyst, 8VC, Glynn Capital, Bain & Company, Visa Ventures, and others. We have over 250 employees globally in our San Francisco, Seattle, and Delhi offices. Please reach out if you are interested in joining the future of AI!
About Role
Our unique machine learning needs led us to open our own data centers, with an
emphasis on distributed high performance computing integrating GPUs. Even with these data centers, we maintain a hybrid infrastructure with public clouds when the right fit. As we continue to commercialize our machine learning models, we also need to grow our DevOps and Site Reliability team to maintain the reliability of our enterprise SaaS offering for our customers. Our ideal candidate is someone who is
able to thrive in an unstructured environment and takes automation seriously. You believe there is no task that can’t be automated and no server scale too large. You take pride in optimizing performance at scale in every part of the stack and never manually performing the same task twice.
Responsibilities
● Create tools and processes for deploying and managing hardware for Private Cloud Infrastructure.
● Improve workflows of developer, data, and machine learning teams
● Manage integration and deployment tooling
● Create and maintain monitoring and alerting tools and dashboards for various services, and audit infrastructure
● Manage a diverse array of technology platforms, following best practices and
procedures
● Participate in on-call rotation and root cause analysis
Requirements
● Minimum 5 - 10 years of previous experience working directly with Software
Engineering teams as a developer, DevOps Engineer, or Site Reliability
Engineer.
● Experience with infrastructure as a service, distributed systems, and software design at a high-level.
● Comfortable working on Linux infrastructures (Debian) via the CLIAble to learn quickly in a fast-paced environment.
● Able to debug, optimize, and automate routine tasks
● Able to multitask, prioritize, and manage time efficiently independently
● Can communicate effectively across teams and management levels
● Degree in computer science, or similar, is an added plus!
Technology Stack
● Operating Systems - Linux/Debian Family/Ubuntu
● Configuration Management - Chef
● Containerization - Docker
● Container Orchestrators - Mesosphere/Kubernetes
● Scripting Languages - Python/Ruby/Node/Bash
● CI/CD Tools - Jenkins
● Network hardware - Arista/Cisco/Fortinet
● Hardware - HP/SuperMicro
● Storage - Ceph, S3
● Database - Scylla, Postgres, Pivotal GreenPlum
● Message Brokers: RabbitMQ
● Logging/Search - ELK Stack
● AWS: VPC/EC2/IAM/S3
● Networking: TCP / IP, ICMP, SSH, DNS, HTTP, SSL / TLS, Storage systems,
RAID, distributed file systems, NFS / iSCSI / CIFS
Who we are
We are a group of ambitious individuals who are passionate about creating a revolutionary AI company. At Hive, you will have a steep learning curve and an opportunity to contribute to one of the fastest growing AI start-ups in San Francisco. The work you do here will have a noticeable and direct impact on the
development of the company.
Thank you for your interest in Hive and we hope to meet you soon
ApnaComplex is one of India’s largest and fastest-growing PropTech disruptors within the Society & Apartment Management business. The SaaS based B2C platform is headquartered out of India’s tech start-up hub, Bangalore, with branches in 6 other cities. It currently empowers 3,600 Societies, managing over 6 Lakh Households in over 80 Indian cities to effortlessly manage all aspects of running large complexes seamlessly.
ApnaComplex is part of ANAROCK Group. ANAROCK Group is India's leading specialized real estate services company having diversified interests across the real estate value chain.
If it excites you to - drive innovation, create industry-first solutions, build new capabilities ground-up, and work with multiple new technologies, ApnaComplex is the place for you.
Must have-
- Knowledge of Docker
- Knowledge of Terraforms
- Knowledge of AWS
Good to have -
- Kubernetes
- Scripting language: PHP/Go Lang and Python
- Webserver knowledge
- Logging and monitoring experience
- Test, build, design, deployment, and ability to maintain continuous integration and continuous delivery process using tools like Jenkins, maven Git, etc.
- Build and maintain highly available production systems.
- Must know how to choose the best tools and technologies which best fits the business needs.
- Develop software to integrate with internal back-end systems.
- Investigate and resolve technical issues.
- Problem-solving attitude.
- Ability to automate test and deploy the code and monitor.
- Work in close coordination with the development and operations team such that the application is in line with performance according to the customer's expectation.
- Lead and guide the team in identifying and implementing new technologies.
Skills that will help you build a success story with us
- An ability to quickly understand and solve new problems
- Strong interpersonal skills
- Excellent data interpretation
- Context-switching
- Intrinsically motivated
- A tactical and strategic track record for delivering research-driven results
Quick Glances:
- https://www.apnacomplex.com/why-apnacomplex">What to look for at ApnaComplex
- https://www.linkedin.com/company/1070467/admin/">Who are we A glimpse of ApnaComplex, know us better
- https://www.apnacomplex.com/media-buzz">ApnaComplex - Media – Visit our media page
ANAROCK Ethos - Values Over Value:
Our assurance of consistent ethical dealing with clients and partners reflects our motto - Values Over Value.
We value diversity within ANAROCK Group and are committed to offering equal opportunities in employment. We do not discriminate against any team member or applicant for employment based on nationality, race, color, religion, caste, gender identity / expression, sexual orientation, disability, social origin and status, indigenous status, political opinion, age, marital status or any other personal characteristics or status. ANAROCK Group values all talent and will do its utmost to hire, nurture and grow them.
Head Kubernetes
Docker, Kubernetes Engineer – Remote (Pan India)
ABOUT US
Established in 2009, Ashnik is a leading open-source solutions and consulting company in South East Asia and India, headquartered in Singapore. We enable digital transformation for large enterprises through our design, architecting, and solution skills. Over 100 large enterprises in the region have acknowledged our expertise in delivering solutions using key open-source technologies. Our offerings form critical part of Digital transformation, Big Data platform, Cloud and Web acceleration and IT modernization. We represent EDB, Pentaho, Docker, Couchbase, MongoDB, Elastic, NGINX, Sysdig, Redis Labs, Confluent, and HashiCorp as their key partners in the region. Our team members bring decades of experience in delivering confidence to enterprises in adopting open source software and are known for their thought leadership.
THE POSITION
Ashnik is looking for talented and passionate Technical consultant to be part of the training team and work with customers on DevOps Solution. You will be responsible for implementation and consultations related work for customers across SEA and India. We are looking for personnel with personal qualities like -
- Passion for working for different customers and different environments.
- Excellent communication and articulation skills
- Aptitude for learning new technology and willingness to understand technologies which he/she is not directly working on.
- Willingness to travel within and outside the country.
- Ability to independently work at the customer site and navigate through different teams.
SKILLS AND EXPERIENCE
ESSENTIAL SKILLS
- 3+ years of experience with B.E/ B.Tech, MCA, Graduation Degree with higher education in the technical field.
- Must have prior experience with docker containers, swarm and/or Kubernetes.
- Understanding of Operating System, processes, networking, and containers.
- Experience/exposure in writing and managing Dockerfile or creating container images.
- Experience of working on Linux platform.
- Ability to perform installations and system/software configuration on Linux.
- Should be aware of networking and SSL/TLS basics.
- Should be aware of tools used in complex enterprise IT infra e.g. LDAP, AD, Centralized Logging solution etc.
A preferred candidate will have
- Prior experience with open source Kubernetes or another container management platform like OpenShift, EKS, ECS etc.
- CNCF Kubernetes Certified Administrator/Developer
- Experience in container monitoring using Prometheus, Datadog etc.
- Experience with CI/CD tools and their usage
- Knowledge of scripting language e.g., shell scripting
RESPONSIBILITIES
First 2 months:
- Get an in-depth understanding of containers, Docker Engine and runtime, Swarm and Kubernetes.
- Get hands-on experience with various features of Mirantis Kubernetes Engine, and Mirantis Secure Registry
After 2 months:
- Work with Ashnik’s pre-sales and solution architects to deploy Mirantis Kubernetes Engine for customers
- Work with customer teams and provide them guidance on how Kubernetes Platform can be integrated with other tools in their environment (CI/CD, identity management, storage etc)
- Work with customers to containerize their applications.
- Write Dockerfile for customers during the implementation phase.
- Help customers design their network and security policy for effective management of applications deployed using Swarm and/or Kubernetes.
- Help customer design their deployments either with Swarm services or Kubernetes Deployments.
- Work with pre-sales and sales team to help customers during their evaluation of Mirantis Kubernetes platform
- Conduct workshops for customers as needed for technical hand-holding and technical handover.
Package: upto30 L
Office: Mumbai
Job Description
Please connect me on Linkedin or share your Resume on shrashti jain
• 8+ years of overall experience and relevant of at least 4+ years. (Devops experience has be more when compared to the overall experience)
• Experience with Kubernetes and other container management solutions
• Should have hands on and good understanding on DevOps tools and automation framework
• Demonstrated hands-on experience with DevOps techniques building continuous integration solutions using Jenkins, Docker, Git, Maven
• Experience with n-tier web application development and experience in J2EE / .Net based frameworks
• Look for ways to improve: Security, Reliability, Diagnostics, and costs
• Knowledge of security, networking, DNS, firewalls, WAF etc
• Familiarity with Helm, Terraform for provisioning GKE,Bash/shell scripting
• Must be proficient in one or more scripting languages: Unix Shell, Perl, Python
• Knowledge and experience with Linux OS
• Should have working experience with monitoring tools like DataDog, Elk, and/or SPLUNK, or any other monitoring tools/processes
• Experience working in Agile environments
• Ability to handle multiple competing priorities in a fast-paced environment
• Strong Automation and Problem-solving skills and ability
• Experience of implementing and supporting AWS based instances and services (e.g. EC2, S3, EBS, ELB, RDS, IAM, Route53, Cloudfront, Elasticache).
•Very strong hands with Automation tools such Terraform
• Good experience with provisioning tools such as Ansible, Chef
• Experience with CI CD tools such as Jenkins.
•Experience managing production.
• Good understanding of security in IT and the cloud
• Good knowledge of TCP/IP
• Good Experience with Linux, networking and generic system operations tools
• Experience with Clojure and/or the JVM
• Understanding of security concepts
• Familiarity with blockchain technology, in particular Tendermint
- Proven experience in handling large infrastructure and distributed systems like Kafka, Yarn, Elastic Search, etc..
- Familiarity with Python-related technologies and frameworks like Django or Pyramid.
- Experience with Unix/Linux operating systems internals and administration (e.g. filesystems, inodes, system calls, etc) or networking (e.g. TCP/IP, routing, network topologies, and hardware, SDN, etc)
- Familiarity with at least one of the cloud computing infrastructures - GCP / Azure / AWS
- Familiarity with task queue frameworks like Celery or Pika is a plus.
- Source code management and Implementation of security best practices.
- Experienced in building monitoring/metrics & alerting tool (APM tool), a custom dashboard for each Application stack against the supported environment
- Good understanding & implementation experience using 12-factor App principles
- Awareness of Cloud Security concepts
- Awareness of Information Security concepts and Best Practices
Job Summary
Creates, modifies, and maintains software applications individually or as part of a team. Provides technical leadership on a team, including training and mentoring of other team members. Provides technology and architecture direction for the team, department, and organization.
Essential Duties & Responsibilities
- Develops software applications and supporting infrastructure using established coding standards and methodologies
- Sets example for software quality through multiple levels of automated tests, including but not limited to unit, API, End to End, and load.
- Self-starter and self-organized - able to work without supervision
- Develops tooling, test harnesses and innovative solutions to understand and monitor the quality of the product
- Develops infrastructure as code to reliably deploy applications on demand or through automation
- Understands cloud managed services and builds scalable and secure applications using them
- Creates proof of concepts for new ideas that answer key questions of feasibility, desirability, and viability
- Work with other technical leaders to establish coding standards, development best practices and technology direction
- Performs thorough code reviews that promote better understanding throughout the team
- Work with architects, designers, business analysts and others to design and implement high quality software solutions
- Builds intuitive user interfaces with the end user persona in mind using front end frameworks and styling
- Assist product owners in backlog grooming, story breakdown and story estimation
- Collaborate and communicate effectively with team members and other stakeholders throughout the organization
- Document software changes for use by other engineers, quality assurance and documentation specialists
- Master the technologies, languages, and practices used by the team and project assigned
- Train others in the technologies, languages, and practices used by the team
- Trouble shoot, instrument and debug existing software resolving root causes of defective behavior
- Guide the team in setting up the infrastructure in the cloud.
- Setup the security protocols for the cloud infrastructure
- Works with the team in setting up the data hub in the cloud
- Create dashboards for the visibility of the various interactions between the cloud services
- Other duties as assigned
Experience
Education
- BA/BS in Computer Science, a related field or equivalent work experience
Minimum Qualifications
- Mastered advanced programming concepts, including object oriented programming
- Mastered technologies and tools utilized by team and project assigned
- Able to train others on general programming concepts and specific technologies
- Minimum 8 years’ experience developing software applications
Skills/Knowledge
- Must be expert in advanced programming skills and database technology
- Must be expert in at least one technology and/or language and proficient in multiple technologies and languages:
- (Specific languages needed will vary based on development department or project)
- .Net Core, C#, Java, SQL, JavaScript, Typescript, Python
- Additional desired skills:
- Single-Page Applications, Angular (v9), Ivy, RXJS, NGRX, HTML5, CSS/SASS, Web Components, Atomic Design
- Test First approach, Test Driven Development (TDD), Automated testing (Protractor, Jasmine), Newman Postman, artillery.io
- Microservices, Terraform, Jenkins, Jupyter Notebook, Docker, NPM, Yarn, Nuget, NodeJS, Git/Gerrit, LaunchDarkly
- Amazon Web Services (AWS), Lambda, S3, Cognito, Step Functions, SQS, IAM, Cloudwatch, Elasticache
- Database Design, Optimization, Replication, Partitioning/Sharding, NoSQL, PostgreSQL, MongoDB, DynamoDB, Elastic Search, PySpark, Kafka
- Agile, Scrum, Kanban, DevSecOps
- Strong problem-solving skills
- Outstanding communications and interpersonal skills
- Strong organizational skills and ability to multi-task
- Ability to track software issues to successful resolution
- Ability to work in a collaborative fast paced environment
- Setting up complex AWS data storage hub
- Well versed in setting up infrastructure security in the interactions between the planned components
- Experienced in setting up dashboards for analyzing the various operations in the AWS infra setup.
- Ability to learn new development language quickly and apply that knowledge effectively
Skill: Python, Docker or Ansible , AWS
➢ Experience Building a multi-region highly available auto-scaling infrastructure that optimizes
performance and cost. plan for future infrastructure as well as Maintain & optimize existing
infrastructure.
➢ Conceptualize, architect and build automated deployment pipelines in a CI/CD environment like
Jenkins.
➢ Conceptualize, architect and build a containerized infrastructure using Docker,Mesosphere or
similar SaaS platforms.
Work with developers to institute systems, policies and workflows which allow for rollback of
deployments Triage release of applications to production environment on a daily basis.
➢ Interface with developers and triage SQL queries that need to be executed inproduction
environments.
➢ Maintain 24/7 on-call rotation to respond and support troubleshooting of issues in production.
➢ Assist the developers and on calls for other teams with post mortem, follow up and review of
issues affecting production availability.
➢ Establishing and enforcing systems monitoring tools and standards
➢ Establishing and enforcing Risk Assessment policies and standards
➢ Establishing and enforcing Escalation policies and standards







