📚 Workshop Resources

Quick reference links and additional learning materials for Dynatrace AI Observability.

🔗 Official Documentation

Dynatrace

✨ Dynatrace Intelligence

| Resource | Link | |———-|——| | Blog post | Announcement| | Learn more | Documentation |

OpenLLMetry / Traceloop

OpenTelemetry

🛠️ Workshop Code Reference

Dynatrace Instrumentation Template

import os
from traceloop.sdk import Traceloop

# REQUIRED: Set Delta temporality for Dynatrace
os.environ["OTEL_EXPORTER_OTLP_METRICS_TEMPORALITY_PREFERENCE"] = "delta"

# Initialize Traceloop for Dynatrace
headers = {"Authorization": f"Api-Token {os.getenv('DT_API_TOKEN')}"}
Traceloop.init(
    app_name="your-service-name",
    api_endpoint=os.getenv("DT_ENDPOINT"),  # https://xxx.live.dynatrace.com/api/v2/otlp
    headers=headers
)

Required Environment Variables

# Dynatrace Configuration
DT_ENDPOINT=https://YOUR_ENV.live.dynatrace.com/api/v2/otlp
DT_API_TOKEN=dt0c01.XXXXXXXXXX.YYYYYYYYYYYY

# Application Configuration
ATTENDEE_ID=your-unique-id

Python Dependencies

traceloop-sdk>=0.15.0
opentelemetry-exporter-otlp>=1.22.0

📊 Useful DQL Queries

LLM Token Usage

fetch spans
| filter service.name == "ai-chat-service-*"
| filter isNotNull(llm.usage.total_tokens)
| summarize 
    total_tokens = sum(llm.usage.total_tokens),
    prompt_tokens = sum(llm.usage.prompt_tokens),
    completion_tokens = sum(llm.usage.completion_tokens)
  by bin(timestamp, 1h)

LLM Latency Analysis

fetch spans
| filter span.name matches "azure_openai.*"
| summarize 
    avg_latency = avg(duration),
    p50_latency = percentile(duration, 50),
    p95_latency = percentile(duration, 95),
    p99_latency = percentile(duration, 99)
  by span.name

Request Distribution by Model

fetch spans
| filter isNotNull(llm.model)
| summarize count = count() by llm.model
| sort count desc

Error Rate for AI Requests

fetch spans
| filter service.name == "ai-chat-service-*"
| summarize 
    total = count(),
    errors = countIf(otel.status_code == "ERROR")
| fieldsAdd error_rate = errors * 100.0 / total

🔐 API Token Permissions

For this workshop, your Dynatrace API token needs these scopes:

🎓 Further Learning

Dynatrace University

• Dynatrace Fundamentals
• OpenTelemetry with Dynatrace
• Davis AI Fundamentals

AI/ML Observability

• Monitoring LLM Applications
• OpenTelemetry GenAI Working Group

GitHub Resources

• This Workshop Repository
• Dynatrace GitHub
• OpenLLMetry

🆘 Getting Help

During the Workshop

• Raise your hand for instructor assistance
• Use the workshop chat/Slack channel

After the Workshop

• Dynatrace Community
• Dynatrace Support
• Stack Overflow - dynatrace tag

📝 Feedback

We’d love to hear your feedback on this workshop! Please share your thoughts with your instructor or via the feedback form provided.