7 of 7 Permanent Capacity Planning Jobs in Scotland

analysis, problem management, and operational governance in complex production environments. Strong knowledge of reliability engineering concepts including service level objectives and indicators, error budgets, capacity planning, resilience patterns, and observability. Proven ability to influence across teams, drive cross-functional initiatives, and communicate clearly with stakeholders — particularly in high ...

metrics, traces) with dashboards and actionable alerting, including Prometheus metrics and Grafana/Alertmanager integration for LLM and GPU workloads Tune GPU and accelerator capacity, autoscaling, and cost efficiency for LLM inference workloads using performance and optimization techniques (e.g., quantization, parallelism, speculative decoding) Lead reliability engineering for LLM endpoints … through capacity planning, load/soak testing, safe rollouts (blue/green, canary), failover, and incident response for outages and model‐quality regressions Participate in an on‐call rotation, lead incident triage and mitigation, and produce clear post‐incident root‐cause analyses and follow‐ups Identify recurring operational ...

Oversee Azure cloud and hybrid infrastructure operations. Ensure high availability of business-critical platforms. Manage outsourced NOC and infrastructure service providers. Drive infrastructure performance, capacity planning and continual improvement. Lead disaster recovery testing and operational resilience. Maintain infrastructure security and regulatory compliance. Support ongoing cloud migration and infrastructure ...

pipelines Implement observability across logs, metrics, and traces with dashboards and actionable alerting for large language model and GPU workloads Tune GPU and accelerator capacity, autoscaling, and cost efficiency for large language model inference workloads using performance optimization techniques such as quantization, parallelism, and speculative decoding Lead reliability engineering … large language model endpoints through capacity planning, load and soak testing, safe rollouts, failover, and incident response for outages and model-quality regressions Participate in on-call rotations, lead incident triage and mitigation, and produce clear post-incident root-cause analyses and follow-up actions Identify recurring operational ...

Define and implement environment strategy, ALM, governance, and platform controls, including DLP policies, enterprise guardrails, and lifecycle management Provide expert guidance on licensing models, capacity planning, and cost optimisation (e.g. premium connectors, AI Builder credits, Dataverse storage) Take accountability for delivery commitments, including tasks, estimates, timelines … management, custom connectors, solution management, DLP policies, and the Power Platform Admin Centre Strong grasp of Power Platform licensing models (per-app, per-user, capacity-based, and AI consumption), with experience using PowerShell or CLI tools for configuration and administration Strong ownership of deliverables with a commitment to excellent ...

scalability of the systems, platforms, and technology through them. Accountabilities Availability, performance, and scalability of systems and services through proactive monitoring, maintenance, and capacity planning. Resolution, analysis and response to system outages and disruptions, and implement measures to prevent similar incidents from recurring. Development of tools and scripts ...

site level governance, escalations, and incident management. Partner with Service Owners, vendors, and MS IT to ensure appropriate infrastructure coverage, asset tracking, and capacity planning across the ODC lifecycle. Oversee ODC infrastructure and network dependencies, identifying and addressing risks related to connectivity, data flows, scalability, and future space ...