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DevOps & SRE: Solve real problems with AI workflows

Q: How do professionals in this role use AI prompts to improve their work?

AI prompts help professionals automate repetitive tasks, synthesize information, generate content, analyze data, and make better decisions. By providing clear context and specific requirements, AI becomes a powerful assistant that saves time and improves quality.

Q: What are the most useful AI prompts for this role?

The most useful prompts depend on your specific responsibilities, but generally include prompts for documentation, analysis, communication, planning, and problem-solving. Our role-specific prompts are designed to address the unique challenges and workflows of each role.

Q: How can I get started with AI prompts for my role?

Start by browsing our role-specific prompts, identify 2-3 prompts that address your biggest pain points, customize them for your context, and integrate them into your daily workflow. Our prompts include examples and best practices to help you get started quickly.

When you say "Act as a DevOps Engineer" to AI, you're creating an infrastructure specialist that can generate and debug IaC, analyze incident timelines, optimize CI/CD pipelines, and write complex monitoring queries. AI becomes your infrastructure generator, incident co-pilot, and automation assistant.

11 Prompts 2 Patterns

What Does a DevOps & SRE Engineer Do?

DevOps and Site Reliability Engineering (SRE) are "bridge" roles that connect development with operations. Their primary concerns are automation, system reliability, infrastructure provisioning and management, building and maintaining CI/CD pipelines, and incident response. Their main enemy is "toil"—manual, repetitive, and non-scalable administrative tasks.

Writing and debugging Infrastructure as Code (IaC)

Responding to and resolving site incidents

Fixing CI/CD pipeline bottlenecks

Creating monitoring dashboards and alerts

Automating repetitive administrative tasks

Ensuring system reliability and uptime

How AI Transforms DevOps & SRE

Generates and debugs Terraform, CloudFormation, and Ansible configurations

Analyzes incidents and drafts postmortem reports

Identifies CI/CD bottlenecks and suggests optimizations

Writes complex PromQL queries from simple descriptions

Generates scripts for automating "toil"

Example: An SRE can describe infrastructure requirements in plain English, and AI generates complete Terraform code—work that would take hours of manual configuration.

Resources for DevOps & SRE

Workflows, guardrails, AI pain points, and recommendations tailored to your role

high Guardrail

Prevent Type Coercion Errors In Batch Processing

AI-generated code in dynamically-typed languages (like JavaScript) often uses implicit type coercion (e.g., 1 + "2" = "12"), which causes silent data corruption in batch processing jobs.

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high Guardrail

Prevent Silent Data Truncation

AI-generated code (e.g., for migrations or ETL jobs) may miscalculate field lengths or types, causing data to be silently truncated (e.g., VARCHAR(255) to VARCHAR(50)) without raising an error.

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Common Problems & AI Solutions

How AI prompt engineering solves real challenges

Writing and Debugging Infrastructure as Code (IaC)

IaC (e.g., Terraform, Ansible) is the industry standard for managing cloud infrastructure. However, the domain-specific languages are complex, and debugging configuration errors or failed plans is notoriously difficult.

Solution: The "IaC Generator": Creates and debugs complex Terraform, CloudFormation, or Ansible configurations from natural language requirements.

Diagnosing and Resolving Live Site Incidents

When a system fails, SREs are on the hook. They face high "operational load" and cognitive "overload" from the high-stress, complex debugging required to restore service.

Solution: The "Incident Co-Pilot": Analyzes alerts, suggests troubleshooting steps (RCA), and drafts postmortem reports from an incident timeline.

Fixing CI/CD Bottlenecks

A slow or flaky CI/CD pipeline is a bottleneck for the entire engineering organization. Common problems include slow build times, serialized deployments that create queues, and a lack of visibility into failure points.

Solution: The "CI/CD Pipeline Analyzer": Ingests pipeline logs to identify slow, flaky, or failing stages and suggests optimization strategies.

Creating Monitoring Dashboards and Alerts

SREs live by monitoring and instrumentation. However, writing queries for modern observability tools like Prometheus (using PromQL) is a specialized, complex skill.

Solution: The "Monitoring Query Generator": Writes complex queries for tools like Prometheus (PromQL) from simple English descriptions.

Automating "Toil" (Repetitive Administrative Tasks)

"Toil" is the set of manual, repetitive, non-strategic tasks that SREs are forced to do. The SRE mandate is to automate this toil away.

Solution: The "Scripting Assistant": Generates Bash, Python, or PowerShell scripts for repetitive administrative tasks (e.g., backups, log rotation).

Key Activities

What devops & sre do and how AI helps

planning

Infrastructure as Code Review

Generating Terraform code to provision AWS infrastructure from natural language

Debugging Terraform plan errors and suggesting fixes

Analyzing incident timeline to draft blameless postmortem

Identifying slow stages in CI/CD pipeline from logs

Writing PromQL queries for 95th percentile latency monitoring

Generating Bash scripts for log rotation and archiving

Optimizing Terraform configurations for cost savings

Success Stories & Patterns

How professionals use AI and patterns that work

An SRE generated complete Terraform infrastructure in 10 minutes that would have taken 2 hours to write manually

An SRE reduced incident resolution time by 40% by having AI suggest troubleshooting steps based on alerts

An SRE identified that the test stage was taking 80% of CI/CD time by having AI analyze pipeline logs

An SRE wrote a complex PromQL query in minutes that would have taken an hour to research and write manually

Persona

Template

Featured Prompts

Top prompts for devops & sre

On-Call Alert Triage

Analyzes an alert from a monitoring system to suggest potential root causes and initial diagnostic steps for the on-call engineer.

general

persona

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Recommended Patterns

Patterns most useful for devops & sre

Persona

Instructs the AI to adopt a specific role or expert persona

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Template

Provides a structured format for the AI to fill in

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Frequently Asked Questions for DevOps & SRE

Common questions about how devops & sre use AI prompts and patterns to improve their work.

How do professionals in this role use AI prompts to improve their work?

What are the most useful AI prompts for this role?

How can I get started with AI prompts for my role?

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