Associate Platform Reliability Engineer (AI Tooling Ops)
Location: Pune
Role Overview
We are seeking a highly motivated Associate Platform Reliability Engineer (AI Tooling Ops) to join our global Platform Reliability Engineering team. This is a hands-on engineering role focused on ensuring the stability, reliability, scalability, and operational excellence of critical front-to-back business platforms supporting post-trade processing and operations.
The ideal candidate will have a strong software engineering foundation, production support experience, and a passion for automation, observability, and reliability engineering. You will work closely with development, infrastructure, and business teams to improve system resilience, enhance operational visibility, reduce manual intervention, and deliver highly available services.
Key Responsibilities
- Partner with a high-performing global reliability engineering team to design, build, and maintain our AI Tooling Infrastructure running on AWS Kubernetes.
- Monitor platform health, proactively identify risks, and drive improvements in system reliability, performance, and availability.
- Perform incident triage, troubleshooting, communication, and post-incident reviews to minimize business impact and prevent recurrence.
- Collaborate with engineering, infrastructure, and business stakeholders to design and implement scalable and resilient solutions.
- Develop automation to reduce operational toil, eliminate manual support activities, and improve service efficiency.
- Build and enhance deployment, monitoring, alerting, and observability capabilities across the platform stack.
- Develop and maintain dashboards, alerts, and service health monitoring using Grafana, Datadog, Prometheus, and OpenTelemetry.
- Analyze logs, metrics, and distributed traces to proactively identify system bottlenecks and reliability issues.
- Support enterprise messaging and event-driven architectures, including Kafka-based platforms and integrations.
- Troubleshoot complex issues across applications, middleware, databases, messaging platforms, infrastructure, and cloud environments.
- Implement best practices for monitoring, observability, capacity planning, availability management, and operational excellence.
- Participate in production support, problem management, release management, and change management activities.
- Collaborate with regional teams across APAC, EMEA, and the Americas on strategic technology initiatives.
- Drive continuous improvement initiatives focused on reliability, automation, monitoring, and operational efficiency.
Required Qualifications
- Bachelor's degree in Computer Science, Engineering, Information Technology, or a related discipline.
- 3+ years of experience in Site Reliability Engineering (SRE), Platform Reliability Engineering (PRE), DevOps, Production Support, or Application Support.
- Strong programming and scripting experience in one or more languages such as Python, Go, C#, Java, or C++.
- Solid understanding of software engineering principles, data structures, algorithms, and system design.
- Experience supporting and troubleshooting distributed applications in production environments.
- Strong working knowledge of Linux/Unix and Windows Server environments.
- Experience with relational and NoSQL databases, including performance analysis and troubleshooting.
- Hands-on experience with observability and monitoring platforms including Grafana, Datadog, Prometheus, OpenTelemetry, Loki, and Jaeger.
- Strong understanding of observability concepts, including Metrics, Logging, Tracing, Alerting, SLIs, SLOs, and Service Health Monitoring.
- Experience creating operational dashboards, alerts, runbooks, and monitoring solutions to improve platform visibility.
- Good understanding of event-driven architectures and enterprise messaging platforms such as Kafka.
- Ability to troubleshoot message flows, APIs, middleware components, and distributed systems.
- Understanding of incident management, problem management, root cause analysis, and operational support processes.
- Familiarity with source control, CI/CD pipelines, Infrastructure as Code (IaC), and DevOps practices.
- Excellent analytical and problem-solving skills with the ability to diagnose issues across the technology stack.
- Strong verbal and written communication skills with the ability to engage both technical and business stakeholders.
- Self-motivated, detail-oriented, and capable of working independently in a fast-paced environment.
Preferred Qualifications
Observability & Monitoring
- Grafana
- Prometheus
- Datadog
- OpenTelemetry
- Loki
- Jaeger
DevOps & Automation
- Git
- Jenkins
- Ansible
- Terraform
- CI/CD Frameworks
Container & Platform Technologies
- Docker
- Kubernetes
- OpenShift
Data & Messaging Platforms
- Kafka
- Redis
- MongoDB
- Elasticsearch
Cloud Technologies
- AWS
- Azure
- GCP
About Us
Jefferies is a leading global, full-service investment banking and capital markets firm that provides advisory, sales and trading, research, and wealth and asset management services. With more than 40 offices around the world, we offer insights and expertise to investors, companies, and governments.
At Jefferies, we believe that diversity fosters creativity, innovation and thought leadership through the infusion of new ideas and perspectives. We have made a commitment to building a culture that provides opportunities for all employees regardless of our differences and supports a workforce that is reflective of the communities where we work and live. As a result, we are able to pool our collective insights and intelligence to provide fresh and innovative thinking for our clients.
Jefferies is an equal employment opportunity employer, and takes affirmative action to ensure that all qualified applicants will receive consideration for employment without regard to race, creed, color, national origin, ancestry, religion, gender, pregnancy, age, physical or mental disability, marital status, sexual orientation, gender identity or expression, veteran or military status, genetic information, reproductive health decisions, or any other factor protected by applicable law. We are committed to hiring the most qualified applicants and complying with all federal, state, and local equal employment opportunity laws. As part of this commitment, Jefferies will extend reasonable accommodations to individuals with disabilities, as required by applicable law.
Skills Required
- Bachelor's degree in Computer Science, Engineering, Information Technology, or a related discipline
- 3+ years of experience in Site Reliability Engineering, Platform Reliability Engineering, DevOps, Production Support, or Application Support
- Strong programming and scripting experience in Python, Go, C#, Java, C++, or similar languages
- Understanding of software engineering principles, data structures, algorithms, and system design
- Experience supporting and troubleshooting distributed applications in production environments
- Working knowledge of Linux/Unix and Windows Server environments
- Experience with relational and NoSQL databases, including performance analysis and troubleshooting
- Experience with Grafana, Datadog, Prometheus, OpenTelemetry, Loki, and Jaeger
- Understanding of metrics, logging, tracing, alerting, SLIs, SLOs, and service health monitoring
- Experience creating operational dashboards, alerts, runbooks, and monitoring solutions
- Understanding of event-driven architectures and enterprise messaging platforms such as Kafka
- Ability to troubleshoot message flows, APIs, middleware components, and distributed systems
- Understanding of incident management, problem management, root cause analysis, and operational support processes
- Familiarity with source control, CI/CD pipelines, Infrastructure as Code, and DevOps practices
- Strong analytical, problem-solving, verbal communication, and written communication skills
- Ability to work independently in a fast-paced environment
- Experience with Git, Jenkins, Ansible, Terraform, Docker, Kubernetes, or OpenShift
- Experience with Redis, MongoDB, Elasticsearch, AWS, Azure, or GCP
Jefferies Compensation & Benefits Highlights
The following summarizes recurring compensation and benefits themes identified from responses generated by popular LLMs to common candidate questions about Jefferies and has not been reviewed or approved by Jefferies.
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Strong & Reliable Incentives — Compensation is positioned as competitive with meaningful upside, with potential for significant earnings depending on group performance and strong years. A formulaic, performance-linked bonus model ties payouts to individual fees or P&L, reinforcing a pay-for-results dynamic.
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Parental & Family Support — Family-building support is broad, including primary and non-primary caregiver leave, adoption assistance, subsidized emergency child and eldercare, and a $25,000 stipend for qualified surrogacy, adoption, or fertility support. Added resources like family support programs and parental-leave coaching further strengthen caregiver benefits.
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Wellbeing & Lifestyle Benefits — Lifestyle perks extend beyond standard coverage, including discount programs, commuter benefits, legal plans, charitable matching, and education assistance such as tuition support and scholarships for employees’ family members. Location-specific perks like gym stipends and free cafeteria lunch are also described as available in some offices.
Jefferies Insights
What We Do
Jefferies, the global investment banking firm, has served companies and investors for 60 years. Headquartered in New York, with offices in over 30 cities around the world, the firm provides clients with capital markets and financial advisory services, institutional brokerage and securities research, as well as asset and wealth management. The firm provides research and execution services in equity, fixed income, and foreign exchange markets, as well as a full range of investment banking services including underwriting, mergers and acquisitions, restructuring and recapitalization, and other advisory services, with all businesses operating in the Americas, Europe and Asia. Jefferies Group LLC is a wholly-owned subsidiary of Jefferies Financial Group (NYSE: JEF), a diversified financial services company. More about our company can be found at www.jefferies.com.









