Datadog APM

Distributed tracing, service maps, and performance analysis.

Requirements

Datadog Labs Pup should be installed via:

brew tap datadog-labs/pack
brew install pup

Quick Start

pup auth login
pup apm services list --env production
pup traces search --query="service:api-gateway" --from="1h"

Services

List Services

--env is required for all apm services commands.

pup apm services list --env production
pup apm services list --env staging

Service Statistics

pup apm services stats --env production
pup apm services stats --env production --from 4h

Service Operations and Resources

# List operations for a service
pup apm services operations --env production --service api-gateway

# List resources (endpoints) for an operation
pup apm services resources --env production --service api-gateway --operation http.request

Service Dependencies

pup apm dependencies list --env production

Flow Map

# View service flow map (--query and --env required)
pup apm flow-map --query "service:api-gateway" --env production

Traces

Traces are searched via the top-level traces command (not under apm).

Important: APM durations are in nanoseconds: 1 second = 1,000,000,000 ns.

Search Traces

# By service
pup traces search --query="service:api-gateway" --from="1h"

# Errors only
pup traces search --query="service:api-gateway status:error" --from="1h"

# Slow traces (>1 second = 1000000000 ns)
pup traces search --query="service:api-gateway @duration:>1000000000" --from="1h"

# With specific tag
pup traces search --query="service:api @http.url:/api/users" --from="1h"

Aggregate Traces

# Average duration by resource
pup traces aggregate \
  --query="service:api-gateway" \
  --compute="avg(@duration)" \
  --group-by="resource_name" \
  --from="1h"

# Error count by service
pup traces aggregate \
  --query="status:error" \
  --compute="count" \
  --group-by="service" \
  --from="1h"

# p99 latency
pup traces aggregate \
  --query="service:api-gateway" \
  --compute="percentile(@duration, 99)" \
  --from="1h"

Key Metrics

Metric	What It Measures
`trace.http.request.hits`	Request count
`trace.http.request.duration`	Latency
`trace.http.request.errors`	Error count
`trace.http.request.apdex`	User satisfaction

⚠️ Trace Sampling

Not all traces are kept. Understand sampling:

Mode	What's Kept
Head-based	Random % at start
Error/Slow	All errors, slow traces
Retention	What's indexed (billed)

Trace Retention Costs

Retention	Cost
Indexed spans	$$$ per million
Ingested spans	$ per million

Best practice: Only index what you need for search.

Service Level Objectives

Link APM to SLOs:

pup slos create --file slo.json

Common Queries

Goal	Query
Slowest endpoints	`pup traces aggregate --query="service:api" --compute="avg(@duration)" --group-by="resource_name" --from="1h"`
Error rate by service	`pup traces aggregate --query="status:error" --compute="count" --group-by="service" --from="1h"`
Throughput	`pup traces aggregate --query="service:api" --compute="count" --group-by="resource_name" --from="1h"`

Service Config

Query service instance metadata — instance IDs, hostnames, and config IDs for all running instances of a service. Returns up to 100 instances.

# Get instance metadata for a service
pup apm service-config get --service-name my-service

# Filter by environment
pup apm service-config get --service-name my-service --env prod

# Filter by specific instance IDs
pup apm service-config get --service-name my-service --service-instance-ids "id-1,id-2"

Note on service identity: service_name and env come from the SDK telemetry pipeline and may differ from values in the Service Catalog.

Service Library Config

Query the APM tracer configuration deployed across all running instances of a service. Useful for auditing config drift — finding instances where tracing, profiling, or AppSec is misconfigured relative to the rest of the fleet.

# Get tracer config for a service
pup apm service-library-config get --service-name my-service

# Filter by environment
pup apm service-library-config get --service-name my-service --env prod

# Filter by language
pup apm service-library-config get --service-name my-service --env prod --language python

# Only show configs where instances disagree (config drift)
pup apm service-library-config get --service-name my-service --mixed

Note on service identity: service_name, env, and language_name come from the SDK telemetry pipeline and reflect what the tracer reports at runtime. These may differ from values in the Service Catalog, which aggregates data from multiple sources (APM spans, USM, infrastructure tags, manual definitions).

Troubleshooting

Problem	Fix
No traces	Check ddtrace installed, DD_TRACE_ENABLED=true
Missing service	Verify DD_SERVICE env var
Traces not linked	Check trace headers propagated
High cardinality	Don't tag with user_id/request_id
`--env` required error	Always pass `--env` to `apm services` commands

dd-apm