Building AIOps Pipeline Training in San Francisco

Building AIOps Pipeline Training in San Francisco, USA

Participants will learn how to collect, process, analyze, correlate, and act upon operational data using a modular, flexible pipeline powered by open tools.

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Building AIOps Pipeline Training is a professional training program delivered by ProgNXT in San Francisco, USA. ProgNXT, a globally recognized corporate training provider in 55+ countries, offers this Building AIOps Pipeline Training course with hands-on, instructor-led sessions. This course focuses on designing and building an AIOps pipeline using widely available open-source tools. Participants will learn how...

Expert Panel

Designed by the ProgNXT AI & Data Science Expert Panel, specializing in Generative AI, Machine Learning, and ChatGPT applications

ProgNXT AI & Data Science Expert Panel

Course Code: WWX14
14 Hrs
Last Updated: April 2026

Course Rating5/5

This course focuses on designing and building an AIOps pipeline using widely available open-source tools. Participants will learn how to collect, process, analyze, correlate, and act upon operational data using a modular, flexible pipeline powered by open tools. The course includes hands-on exercises and practical implementations to give participants experience in constructing a working AIOps architecture.

Welcome to the official Building AIOps Pipeline Training certification program in San Francisco, USA. This comprehensive training is designed to elevate your professional skills and provide you with practical, industry-relevant knowledge locally. As a globally recognized corporate training provider operating in 55+ countries, ProgNXT ensures that our curriculum meets the highest standards of excellence.

Whether you are looking to upskill your team or advance your personal career, our expert-led sessions will guide you through the core concepts of this domain. Upon successful completion of the 14 Hrs program, participants will receive a globally accepted certification, demonstrating their proficiency and readiness to tackle complex challenges in the field.

Experience in system administration or IT operations
Familiarity with Linux command line and scripting
Basic knowledge of monitoring and logging tools (e.g., Prometheus, ELK stack)
Understanding of JSON, YAML, and APIs is beneficial

Participants will complete the course with the ability to build a working AIOps pipeline using open source tools. They will understand the core data flow, processing logic, and integration points to automate monitoring, alerting, and resolution workflows in real-world environments.

Design and build an AIOps pipeline using open source tools
Collect and normalize data from various infrastructure sources
Implement log and metric ingestion, enrichment, and correlation
Integrate anomaly detection and intelligent alerting mechanisms
Connect AIOps outputs to ticketing and remediation systems

Open source AIOps architecture components
Data ingestion and transformation pipelines
Real-time log and metric analysis using open tooling
Alert generation, suppression, and correlation
Workflow automation and incident handling

ProgNXT Certificate of Completion will be awarded to participants who complete the course and pass the evaluations.

Designing the AIOps Pipeline and Ingesting Data

AIOps Pipeline Architecture Overview

Key stages: data ingestion, enrichment, analytics, correlation, response
Benefits of open source in AIOps development
Considerations: scalability, interoperability, observability stack

Data Collection and Ingestion Tools

Collecting logs: Fluentd, Logstash, Filebeat
Collecting metrics: Prometheus, Telegraf, StatsD
Working with traces: OpenTelemetry basics
Pushing data into pipelines using Kafka, MQTT, or HTTP endpoints

Data Normalization and Enrichment

Structuring unstructured data (logs, alerts)
Adding context: tags, topology, timestamps, dependencies
Tools: Elasticsearch for logs, InfluxDB for metrics, TimescaleDB for time-series
Creating reusable data schemas for downstream analytics

Correlation, Alerting, and Automated Actions

Event Correlation and Noise Reduction

Event storm scenarios and alert deduplication
Correlation strategies: rule-based, time-windowed, ML-based
Tools: ElastAlert, Prometheus Alertmanager, Riemann
Building correlation rules for multi-source data

Anomaly Detection with Open Source Tools

Basic anomaly detection using time-series data
Tools: Prometheus with recording rules, Grafana Machine Learning plugin, Skyline
Applying dynamic thresholds and contextual detection
Building alerts from anomaly detection models

Intelligent Alerting and Notification Systems

Enriching alerts with context (runbooks, metadata, logs)
Integrating with alert routing tools
Sending alerts to email, Slack, MS Teams, PagerDuty
Creating actionable and meaningful alert messages

Automated Incident Response and Final Assessment

Tools for workflow automation: StackStorm, Rundeck, Ansible
Triggering remediation scripts based on alert type
Sample pipeline walkthrough: From ingestion to remediation
Final hands-on
Review key learning points and open source best practices

Participants will receive course materials, slides, reference materials, exercises and access to resources for further learning.

Participants will be evaluated based on:
Daily quizzes, mock questions and query resolution. Participation in hands-on exercises and labs. Performance in the final review and hands-on exercises will be evaluated.
ProgNXT Certificate of Completion will be awarded to participants who complete the course and pass the evaluations.

Building AIOps Pipeline Training Events in san-francisco

Online Events

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More Upcoming Session Dates

October 2026

🌐 Online Instructor-Led

20th Oct 2026→21st Oct 2026

📍 San Francisco, USA

25th Oct 2026→26th Oct 2026

November 2026

🌐 Online Instructor-Led

5th Nov 2026→6th Nov 2026

📍 San Francisco, USA

10th Nov 2026→11th Nov 2026

🌐 Online Instructor-Led

21st Nov 2026→22nd Nov 2026

📍 San Francisco, USA

26th Nov 2026→27th Nov 2026

December 2026

🌐 Online Instructor-Led

2nd Dec 2026→3rd Dec 2026

📍 San Francisco, USA

7th Dec 2026→8th Dec 2026

📍 San Francisco, USA

20th Dec 2026→21st Dec 2026

🌐 Online Instructor-Led

26th Dec 2026→27th Dec 2026

Events for other courses in San Francisco, USA

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Building AIOps Pipeline Training in San Francisco