Distributed tracing, JVM diagnostics and database intelligence in one Java agent — with tenant-aware traces, an AI-driven query tuning advisor, and zero-touch Kubernetes injection that New Relic doesn't ship out of the box.
Every capability below is a shipped, working feature in the Dynaperf agent codebase — not a roadmap slide.
Verified against our own agent codebase — every row below reflects a shipped, working capability, not a roadmap item.
| Capability | New Relic | Dynaperf |
|---|---|---|
| Tracing & Diagnostics | ||
| Distributed request tracing (flame graphs, span timing, P50/P95/P99) | ✓ | ✓ |
| Full query text + bind variables + rows affected, inline per trace entry | obfuscated by default | ✓ Unique |
| Slow-query stack trace capture (configurable threshold) | ✓ | ✓ |
| Trace-detail timeline correlated with JVM/pod/host metrics on the same screen | separate dashboards | ✓ Unique |
| Thread/CPU profiling on demand | ✓ | ✓ |
| Database & Query Intelligence | ||
| AI-driven query tuning advisor (index candidates + rewrites, ranked by cost reduction) | ✗ | ✓ Unique |
| Table health checks (bloat, dead tuples, missing indexes) | ✗ | ✓ Unique |
| Avg rows returned in aggregated query stats | ✗ | ✓ |
| JDBC connection pool leak detection (configurable) | ✗ | ✓ Unique |
| Multi-Tenancy & Access | ||
| Automatic tenant tagging on traces (config-driven, no code changes) | ✗ manual NRQL faceting | ✓ Unique |
| Tenant-filterable trace list | ✗ | ✓ Unique |
| Multi-tenant RBAC (seeded Viewer/Admin roles, forced password reset) | ✓ | ✓ |
| LDAP authentication | ✓ | ✓ |
| Pools, Gauges & Infrastructure | ||
| Thread pool utilization % charts (multiple pools, busy vs. max) | custom dashboard req'd | ✓ |
| Connection pool utilization % charts (multiple pools) | custom dashboard req'd | ✓ |
| Auto-discovery of thread & connection pools (zero manual config) | timing only | ✓ |
| Custom gauges from any discovered MBean attribute | ✓ | ✓ |
| Thread CPU / Process CPU / Process Mem, out of the box | ✓ | ✓ |
| Platform & Deployment | ||
| Kubernetes zero-touch injection (mutating admission webhook, no manifest edits) | sidecar config req'd | ✓ Unique |
| K8s pod metrics (CPU throttling, cgroup v1/v2) | ✓ | ✓ |
| Self-hosted / fully offline embedded mode (no SaaS dependency) | ✗ SaaS-only | ✓ Unique |
| Anomaly detection & dynamic baselines | ✓ | ✓ |
| Synthetic monitoring (multi-location HTTP checks) | ✓ | ✓ |
| Alert routing (Slack, PagerDuty, HealthChecks.io, email, webhook) | ✓ | ✓ |
| Where New Relic Leads | ||
| Browser / RUM monitoring | ✓ | ✗ |
| Mobile agent SDKs | ✓ | ✗ |
| OpenTelemetry / OTLP ingestion | ✓ | ✗ proprietary protobuf |
| Formal SLO management UI | ✓ | ✗ alert thresholds only |
Beyond the platform — hands-on consulting from engineers who've tuned distributed Java systems in production.
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