No Collector Needed Observability

Complex signals.
Send telemetry directly.

Point your OpenTelemetry SDK directly at Dehliz. No collector agent, no sidecar, no extra hop. Smart sampling keeps costs predictable. Distributed traces, logs, and metrics arrive where they belong.

Explore Live Panel Explore Architecture

OTLP Direct Ingest Distributed Tracing Smart Sampling PII Redaction

OTLP Direct Ingest

❯ otel-sdk.configure(endpoint: dehliz.io)

[OK] Service registered: 'checkout-v2'
[OK] OTLP traces → direct to Dehliz
[OK] OTLP metrics → direct to Dehliz
[OK] OTLP logs → direct to Dehliz

Smart Sampling ADAPTIVE

Traces Ingested 124.5k evt/s

After Sampling 12.4k evt/s

Cost Reduction ~ 90% Saved

Error Traces Retained 100%

Status: Streaming spans... _

Current Crisis

Telemetry data has become
more expensive than the application itself.

Companies blindly ship billions of log and trace lines to massive SaaS platforms like Datadog, Elastic, or New Relic in the hope of being able to debug. Result: enormous network bills, slowing networks, and a data dump where everything gets lost.

"Dehliz is your intelligent gatekeeper that understands, filters, and masks your data before sending it to the cloud, reducing your costs by up to 80%."

Stops Cost Storms

End of unbounded SaaS bills. No matter how much event volume increases, Dehliz uses smart sampling to only retain and forward valuable "anomaly" data.

Zero Data Leakage (PII)

Sensitive customer data, API keys, or tokens never leave your company network. Dehliz detects PII in the pipeline and masks data instantly on-the-fly.

Crash Protection (OOM)

When access to external services (e.g. Elastic) is lost, standard agents fill memory and crash the node. Dehliz self-restricts by applying "Explicit Backpressure".

No Collector Needed

Point any OpenTelemetry SDK directly at Dehliz. No sidecar container, no collector proxy, no extra infrastructure hop. Your app sends traces, logs, and metrics straight to the platform.

HAMMER COMPATIBLE

Not editing, but action.

Collect signals instantly with agents injected ad-hoc only into the microservices you need, without long-term installations or code changes.

Ad-hoc Injection

Do not restart the entire infrastructure to solve critical errors or get detailed logs. The Dehliz agent is injected at runtime into only the required namespace or pod within seconds.

No application restart required
One-click inject with Kube Hammer
Removed cleanly without traces when done

Auto Global Sampling

Storing millions of identical successful (HTTP 200) traces on your network is wasteful. Dehliz analyzes network traffic and retains only slow, erroring (HTTP 5xx), or rare anomaly traces.

Tail-based smart sampling
Strict budget and quota protection
Adaptive response to event volume

Distributed Tracing

Trace requests across all your microservices automatically. OpenTelemetry SDKs propagate W3C trace context — Dehliz correlates every span into a unified view, from the entry point to the database.

Automatic context propagation
Span metrics derived automatically
HTTP, gRPC, DB, and queue coverage

ENGINEERING CORE

Dumb core,
smart plugins.

We are not an ordinary proxy that blindly forwards telemetry signals to storage. Dehliz is a data plane enriched with smart plugins, capable of constant monitoring and decision-making.

AI & GPU Observability PLUGIN

Custom hooks that monitor token generation rates (tokens/sec) from vLLM inference servers and NVIDIA GPU health, VRAM consumption in real time. Catch AI bottlenecks at hardware level.

PII & Security Redaction CORE

Instant (on-the-fly) detection and RegEx-based masking of sensitive personal data, credit card numbers, and authorization tokens on the pipeline.

Receiver

Accepts OTLP HTTP/gRPC, Jaeger, and Zipkin traffic. Applies request-size limits (DDoS protection) at the network layer and receives payloads into internal memory.

Event Bus

Bounded queues with lock-aware internal structure. Even if output to external services is blocked, it does not consume RAM infinitely; safely waits data on disk or in buffer.

Smart Processor

Where the magic happens. Data is filtered instantly, PII is masked, Auto-Sampling kicks in. Runs isolated (sandboxed) so a poorly written plugin cannot crash the host.

Exporter Layer

Forwards processed, clean data to S3, ClickHouse, Elastic, or Datadog. Simultaneously Fan-Outs to live dashboards (browser interface) via WebSocket.

Developer Experience

Access your data directly via REST and WebSocket API.

Dehliz is not a closed box. Thanks to our powerful Query APIs, you can build your own dashboards, alarm systems, or automation tools directly on Dehliz. If you don't want to monitor from the browser, connect with curl.

Secondly log and trace queries in JSON format
PromQL compatible metric query endpoints
Live queue depth (health/metrics) reading

cURL - Query API

curl -X GET \
  'http://dehliz-svc.internal/api/v1/query/traces' \
  -H 'Authorization: Bearer fz_token_***' \
  -d 'service=checkout&severity=error&limit=1'

# Response (HTTP 200 OK)
{
  "status": "success",
  "data": [
    {
      "trace_id": "a8f7e2b19c...",
      "timestamp": "2026-03-31T14:22:11Z",
      "latency_ms": 5042,
      "error": "Redis connection timeout",
      "redacted_payload": "user_id: [REDACTED]"
    }
  ]
}

B2B Demo Request

Secure cost and performance.

We will demonstrate Dehliz's smart sampling, distributed tracing, and direct SDK ingestion on your own signal workload, live.

Session Content

We simulate OTLP, Prometheus, and live stream flows according to your own architecture (bare-metal, kubernetes, etc.).

Deliverable

Integration path for your services, sampling strategy recommendations, and bandwidth cost savings report.

Direct Contact

Demo Request

Turnaround Time

24 Hours

Free plan and quota

When your Dehliz account is created, free quota is assigned automatically by organization type and shown in the usage panel.

Individual Free

10 GB

Monthly 10 GB free ingest and query quota for individual accounts.

Enterprise Free

100 GB

Monthly 100 GB free quota for company-domain accounts, plus a company brief during onboarding.

Usage and remaining quota are displayed in real time in the in-app account metering panel.

Complex signals. Send telemetry directly.

Telemetry data has becomemore expensive than the application itself.