Datadog alert deduplication, correlation, and LLM RCA

Saneops ingests Datadog monitor webhooks via the standard @webhook-saneops mention, correlates duplicate firings, deduplicates flapping monitors, and drafts a first-pass root-cause summary using your own LLM key.

Saneops ingests Datadog monitor webhooks, correlates duplicate firings across services, deduplicates flapping monitors, and drafts a first-pass RCA using your own LLM key. Result: a fraction of the pages, each one already enriched with the failing service, common labels across alerts, and a starting hypothesis your on-call can verify or reject.

Why Datadog alone isn't enough

Datadog's monitors are excellent at detecting a metric crossing a threshold. They are deliberately not in the business of correlating — every monitor fires independently, every firing is a separate notification. A single bad Postgres replica can fan out to 30+ Datadog notifications spanning every service that talks to it. Saneops adds the missing layer: cluster the 30 firings into one incident, deduplicate the redundant ones, and page once.

How the Datadog → Saneops pipeline works

Setup

1. Create a Saneops tenant

Sign up at app.saneops.in/signup. Three fields, no card.

2. Add a Datadog webhook

In Datadog: Integrations → Webhooks → New Webhook. Name it saneops, paste your tenant URL, leave the default POST payload (Saneops parses the standard Datadog format).

URL: https://app.saneops.in/webhooks/datadog/<your-token>
Name: saneops
Payload: leave default — Saneops parses Datadog's standard JSON

3. Reference the webhook from monitors

In any monitor's notification message, add @webhook-saneops on its own line. Bulk-edit your existing monitors via the Datadog API to add this — the migration is non-destructive (you keep your existing PagerDuty/Slack notifications).

4. Verify

Force a test notification (Test Notifications button). The Saneops Webhook Inspector shows the exact payload received; the corresponding incident appears in the Incidents view.

Tag-driven correlation tuning

Saneops correlation reads the same Datadog tags you already use. A few that make a big difference:

FAQ

Does Saneops replace Datadog?

No. Datadog is your observability platform — metrics, traces, logs, dashboards. Saneops sits at the alert layer, downstream of Datadog monitors, replacing the 1:1 monitor → page model with a correlated incident model.

Does this work with Datadog Synthetics, APM error tracking, log monitors?

Yes. Anything that emits a Datadog event with a webhook destination works — synthetic test failures, APM error rate breaches, log search monitors, all routed through the same @webhook-saneops mention.

Where does the LLM call go?

To whichever provider you configure — Anthropic, OpenAI, OpenAI-compatible (Together, Mistral, Groq), Gemini, DeepSeek, Grok, or self-hosted Ollama. BYOK; Saneops stores your key encrypted via Fernet and never logs it.

Try Saneops free

1,000 alerts/month, no credit card. Self-host the Docker image or use our cloud. BYOK LLM.