
Splunk Developer – Machine Learning
6 days ago
Position Overview
We are seeking an experienced Splunk Developer to join Enterprise Monitoring team. The ideal candidate will have 6-8 years of hands-on experience with Splunk, including search optimization, machine learning capabilities, and deep technical expertise in log analysis and monitoring solutions.
Key Responsibilities
1. Machine Learning & AIOps
- Design and implement ML-based monitoring solutions using Splunk's ML Toolkit (MLTK) .
- Build predictive and anomaly detection models for infrastructure metrics (CPU, memory, latency, etc.).
- Develop custom ML use cases —such as log clustering, failure prediction, and capacity forecasting.
- Optimize real-time analytics for large-scale datasets (millions of events/sec).
2. Splunk Observability & Unified Dashboards
- Implement end-to-end observability using Splunk Observability Cloud (APM, RUM, Log Observer, Infrastructure Monitoring) .
- Design unified dashboards that consolidate metrics, traces, and logs across hybrid cloud (AWS/Azure/GCP) and on-prem systems.
- Correlate ML insights with observability data to automate root cause analysis (RCA).
- Integrate with OpenTelemetry, Prometheus, and distributed tracing for full-stack visibility.
3. Search Optimization & Scalability
- Reduce search overhead by optimizing SPL queries and data model acceleration.
- Implement summary indexing and data sampling for high-volume environments.
4. Automation & Advanced Analytics
- Python scripting for custom ML pipelines, API integrations, and automation .
- Leverage Splunk's REST API for dynamic dashboarding and alerting.
- Splunk App Development & Integrations : Build custom apps and integrate Splunk with third-party tools (ITSM, CI/CD, Cloud platforms) .
Mandatory Skills
6-8 years of Splunk development with proven ML use cases (anomaly detection, forecasting, clustering).
Hands-on Splunk Observability Cloud (SignalFX/APM/IM/Log Observer) .
Experience building unified dashboards for infrastructure (servers, Kubernetes, cloud, network) .
Strong Python for ML (Pandas, Scikit-learn, TensorFlow/PyTorch is a plus) .
Search optimization at scale (data models, accelerated reports, summary indexing) .
Familiarity with DevOps practices (CI/CD pipelines, Terraform, Ansible).
Experience with OpenTelemetry, Prometheus, and distributed tracing.
Knowledge of IT operations, SRE (Site Reliability Engineering), and incident management.
Splunk certifications (MLTK, Observability, Core Certified Power User) .
Knowledge of MLOps pipelines (model training, deployment, monitoring).
Experience with OpenTelemetry, Prometheus, and Grafana integrations .
Why This Role?
This is not just a Splunk admin role —we need someone who can:
Build AI-driven monitoring to predict failures before they happen.
Turn observability data into actionable insights with ML-powered dashboards.
Optimize performance across hybrid cloud, containers, and legacy systems .
If you've built ML models in Splunk and designed observability solutions for complex environments, this role is ideal for a Splunk expert who can optimize performance, enhance observability, and implement AI-driven monitoring solutions to improve system reliability and efficiency
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